id	sid	tid	token	lemma	pos
cte-299	1	1	cloud	cloud	NOUN
cte-299	1	2	enabling	enable	VERB
cte-299	1	3	educational	educational	ADJ
cte-299	1	4	platforms	platform	NOUN
cte-299	1	5	with	with	ADP
cte-299	1	6	corc	corc	NOUN
cte-299	1	7	cte	cte	NOUN
cte-299	1	8	workshop	workshop	NOUN
cte-299	1	9	proceedings	proceeding	NOUN
cte-299	1	10	,	,	PUNCT
cte-299	1	11	2021	2021	NUM
cte-299	1	12	,	,	PUNCT
cte-299	1	13	vol	vol	NOUN
cte-299	1	14	.	.	NOUN
cte-299	1	15	8	8	NUM
cte-299	1	16	:	:	PUNCT
cte-299	1	17	cte-2020	cte-2020	NOUN
cte-299	1	18	,	,	PUNCT
cte-299	1	19	pp	pp	X
cte-299	1	20	.	.	PUNCT
cte-299	2	1	438	438	NUM
cte-299	2	2	-	-	PUNCT
cte-299	2	3	457	457	NUM
cte-299	2	4	cloud	cloud	NOUN
cte-299	2	5	enabling	enable	VERB
cte-299	2	6	educational	educational	ADJ
cte-299	2	7	platforms	platform	NOUN
cte-299	2	8	with	with	ADP
cte-299	2	9	corc	corc	NOUN
cte-299	2	10	rasmus	rasmus	PROPN
cte-299	2	11	munk1	munk1	PROPN
cte-299	2	12	,	,	PUNCT
cte-299	2	13	david	david	PROPN
cte-299	2	14	marchant1	marchant1	PROPN
cte-299	2	15	and	and	CCONJ
cte-299	2	16	brian	brian	PROPN
cte-299	2	17	vinter2	vinter2	PROPN
cte-299	2	18	1niels	1niels	NUM
cte-299	2	19	bohr	bohr	PROPN
cte-299	2	20	institute	institute	PROPN
cte-299	2	21	,	,	PUNCT
cte-299	2	22	blegdamsvej	blegdamsvej	PROPN
cte-299	2	23	17	17	NUM
cte-299	2	24	,	,	PUNCT
cte-299	2	25	copenhagen	copenhagen	PROPN
cte-299	2	26	,	,	PUNCT
cte-299	2	27	2100	2100	NUM
cte-299	2	28	,	,	PUNCT
cte-299	2	29	denmark	denmark	PROPN
cte-299	2	30	3aarhus	3aarhus	NUM
cte-299	2	31	university	university	NOUN
cte-299	2	32	,	,	PUNCT
cte-299	2	33	ny	ny	PROPN
cte-299	2	34	munkegade	munkegade	PROPN
cte-299	2	35	120	120	NUM
cte-299	2	36	,	,	PUNCT
cte-299	2	37	aarhus	aarhus	PROPN
cte-299	2	38	c	c	NOUN
cte-299	2	39	,	,	PUNCT
cte-299	2	40	8000	8000	NUM
cte-299	2	41	,	,	PUNCT
cte-299	2	42	denmark	denmark	NOUN
cte-299	2	43	abstract	abstract	NOUN
cte-299	2	44	.	.	PUNCT
cte-299	3	1	in	in	ADP
cte-299	3	2	this	this	DET
cte-299	3	3	paper	paper	NOUN
cte-299	3	4	,	,	PUNCT
cte-299	3	5	it	it	PRON
cte-299	3	6	is	be	AUX
cte-299	3	7	shown	show	VERB
cte-299	3	8	how	how	SCONJ
cte-299	3	9	teaching	teaching	NOUN
cte-299	3	10	platforms	platform	NOUN
cte-299	3	11	at	at	ADP
cte-299	3	12	educational	educational	ADJ
cte-299	3	13	institutions	institution	NOUN
cte-299	3	14	can	can	AUX
cte-299	3	15	utilize	utilize	VERB
cte-299	3	16	cloud	cloud	NOUN
cte-299	3	17	platforms	platform	NOUN
cte-299	3	18	to	to	PART
cte-299	3	19	scale	scale	VERB
cte-299	3	20	a	a	DET
cte-299	3	21	particular	particular	ADJ
cte-299	3	22	service	service	NOUN
cte-299	3	23	,	,	PUNCT
cte-299	3	24	or	or	CCONJ
cte-299	3	25	gain	gain	VERB
cte-299	3	26	access	access	NOUN
cte-299	3	27	to	to	ADP
cte-299	3	28	compute	compute	VERB
cte-299	3	29	instances	instance	NOUN
cte-299	3	30	with	with	ADP
cte-299	3	31	accelerator	accelerator	ADJ
cte-299	3	32	capability	capability	NOUN
cte-299	3	33	such	such	ADJ
cte-299	3	34	as	as	ADP
cte-299	3	35	gpus	gpu	NOUN
cte-299	3	36	.	.	PUNCT
cte-299	4	1	specifically	specifically	ADV
cte-299	4	2	at	at	ADP
cte-299	4	3	the	the	DET
cte-299	4	4	university	university	PROPN
cte-299	4	5	of	of	ADP
cte-299	4	6	copenhagen	copenhagen	PROPN
cte-299	4	7	(	(	PUNCT
cte-299	4	8	ucph	ucph	PROPN
cte-299	4	9	)	)	PUNCT
cte-299	4	10	,	,	PUNCT
cte-299	4	11	it	it	PRON
cte-299	4	12	is	be	AUX
cte-299	4	13	demonstrated	demonstrate	VERB
cte-299	4	14	how	how	SCONJ
cte-299	4	15	the	the	DET
cte-299	4	16	internal	internal	ADJ
cte-299	4	17	jupyterhub	jupyterhub	NOUN
cte-299	4	18	service	service	NOUN
cte-299	4	19	,	,	PUNCT
cte-299	4	20	named	name	VERB
cte-299	4	21	data	datum	NOUN
cte-299	4	22	analysis	analysis	NOUN
cte-299	4	23	gateway	gateway	NOUN
cte-299	4	24	(	(	PUNCT
cte-299	4	25	dag	dag	PROPN
cte-299	4	26	)	)	PUNCT
cte-299	4	27	,	,	PUNCT
cte-299	4	28	could	could	AUX
cte-299	4	29	utilize	utilize	VERB
cte-299	4	30	compute	compute	NOUN
cte-299	4	31	resources	resource	NOUN
cte-299	4	32	in	in	ADP
cte-299	4	33	the	the	DET
cte-299	4	34	oracle	oracle	NOUN
cte-299	4	35	cloud	cloud	PROPN
cte-299	4	36	infrastructure	infrastructure	NOUN
cte-299	4	37	(	(	PUNCT
cte-299	4	38	oci	oci	PROPN
cte-299	4	39	)	)	PUNCT
cte-299	4	40	.	.	PUNCT
cte-299	5	1	this	this	PRON
cte-299	5	2	is	be	AUX
cte-299	5	3	achieved	achieve	VERB
cte-299	5	4	by	by	ADP
cte-299	5	5	utilizing	utilize	VERB
cte-299	5	6	the	the	DET
cte-299	5	7	introduced	introduce	VERB
cte-299	5	8	cloud	cloud	NOUN
cte-299	5	9	orchestrator	orchestrator	NOUN
cte-299	5	10	(	(	PUNCT
cte-299	5	11	corc	corc	NOUN
cte-299	5	12	)	)	PUNCT
cte-299	5	13	framework	framework	NOUN
cte-299	5	14	,	,	PUNCT
cte-299	5	15	in	in	ADP
cte-299	5	16	conjunction	conjunction	NOUN
cte-299	5	17	with	with	ADP
cte-299	5	18	the	the	DET
cte-299	5	19	novel	novel	ADJ
cte-299	5	20	jupyterhub	jupyterhub	NOUN
cte-299	5	21	spawner	spawner	NOUN
cte-299	5	22	named	name	VERB
cte-299	5	23	multiplespawner	multiplespawner	NOUN
cte-299	5	24	.	.	PUNCT
cte-299	6	1	through	through	ADP
cte-299	6	2	this	this	DET
cte-299	6	3	combination	combination	NOUN
cte-299	6	4	,	,	PUNCT
cte-299	6	5	we	we	PRON
cte-299	6	6	are	be	AUX
cte-299	6	7	able	able	ADJ
cte-299	6	8	to	to	PART
cte-299	6	9	dynamically	dynamically	VERB
cte-299	6	10	orchestrate	orchestrate	VERB
cte-299	6	11	,	,	PUNCT
cte-299	6	12	authenticate	authenticate	NOUN
cte-299	6	13	,	,	PUNCT
cte-299	6	14	configure	configure	NOUN
cte-299	6	15	,	,	PUNCT
cte-299	6	16	and	and	CCONJ
cte-299	6	17	access	access	NOUN
cte-299	6	18	interactive	interactive	ADJ
cte-299	6	19	jupyter	jupyter	ADJ
cte-299	6	20	notebooks	notebook	NOUN
cte-299	6	21	in	in	ADP
cte-299	6	22	the	the	DET
cte-299	6	23	oci	oci	NOUN
cte-299	6	24	with	with	ADP
cte-299	6	25	user	user	NOUN
cte-299	6	26	defined	define	VERB
cte-299	6	27	hardware	hardware	NOUN
cte-299	6	28	capabilities	capability	NOUN
cte-299	6	29	.	.	PUNCT
cte-299	7	1	these	these	DET
cte-299	7	2	capabilities	capability	NOUN
cte-299	7	3	include	include	VERB
cte-299	7	4	settings	setting	NOUN
cte-299	7	5	such	such	ADJ
cte-299	7	6	as	as	ADP
cte-299	7	7	the	the	DET
cte-299	7	8	minimum	minimum	NOUN
cte-299	7	9	amount	amount	NOUN
cte-299	7	10	of	of	ADP
cte-299	7	11	cpu	cpu	NOUN
cte-299	7	12	cores	core	NOUN
cte-299	7	13	,	,	PUNCT
cte-299	7	14	memory	memory	NOUN
cte-299	7	15	and	and	CCONJ
cte-299	7	16	gpus	gpu	NOUN
cte-299	7	17	the	the	DET
cte-299	7	18	particular	particular	ADJ
cte-299	7	19	orchestrated	orchestrated	ADJ
cte-299	7	20	resources	resource	NOUN
cte-299	7	21	must	must	AUX
cte-299	7	22	have	have	VERB
cte-299	7	23	.	.	PUNCT
cte-299	8	1	this	this	PRON
cte-299	8	2	enables	enable	VERB
cte-299	8	3	teachers	teacher	NOUN
cte-299	8	4	and	and	CCONJ
cte-299	8	5	students	student	NOUN
cte-299	8	6	at	at	ADP
cte-299	8	7	educational	educational	ADJ
cte-299	8	8	institutions	institution	NOUN
cte-299	8	9	such	such	ADJ
cte-299	8	10	as	as	ADP
cte-299	8	11	ucph	ucph	NOUN
cte-299	8	12	to	to	PART
cte-299	8	13	gain	gain	VERB
cte-299	8	14	easy	easy	ADJ
cte-299	8	15	access	access	NOUN
cte-299	8	16	to	to	ADP
cte-299	8	17	the	the	DET
cte-299	8	18	required	require	VERB
cte-299	8	19	capabilities	capability	NOUN
cte-299	8	20	for	for	ADP
cte-299	8	21	a	a	DET
cte-299	8	22	particular	particular	ADJ
cte-299	8	23	course	course	NOUN
cte-299	8	24	.	.	PUNCT
cte-299	9	1	in	in	ADP
cte-299	9	2	addition	addition	NOUN
cte-299	9	3	,	,	PUNCT
cte-299	9	4	we	we	PRON
cte-299	9	5	lay	lie	VERB
cte-299	9	6	out	out	ADP
cte-299	9	7	how	how	SCONJ
cte-299	9	8	this	this	DET
cte-299	9	9	groundwork	groundwork	NOUN
cte-299	9	10	,	,	PUNCT
cte-299	9	11	will	will	AUX
cte-299	9	12	enable	enable	VERB
cte-299	9	13	us	we	PRON
cte-299	9	14	to	to	PART
cte-299	9	15	establish	establish	VERB
cte-299	9	16	a	a	DET
cte-299	9	17	grid	grid	NOUN
cte-299	9	18	of	of	ADP
cte-299	9	19	clouds	cloud	NOUN
cte-299	9	20	between	between	ADP
cte-299	9	21	multiple	multiple	ADJ
cte-299	9	22	trusted	trust	VERB
cte-299	9	23	institutions	institution	NOUN
cte-299	9	24	.	.	PUNCT
cte-299	10	1	this	this	PRON
cte-299	10	2	enables	enable	VERB
cte-299	10	3	the	the	DET
cte-299	10	4	exchange	exchange	NOUN
cte-299	10	5	of	of	ADP
cte-299	10	6	surplus	surplus	ADJ
cte-299	10	7	computational	computational	ADJ
cte-299	10	8	resources	resource	NOUN
cte-299	10	9	that	that	PRON
cte-299	10	10	could	could	AUX
cte-299	10	11	be	be	AUX
cte-299	10	12	employed	employ	VERB
cte-299	10	13	across	across	ADP
cte-299	10	14	their	their	PRON
cte-299	10	15	organisational	organisational	ADJ
cte-299	10	16	boundaries	boundary	NOUN
cte-299	10	17	.	.	PUNCT
cte-299	11	1	keywords	keyword	NOUN
cte-299	11	2	:	:	PUNCT
cte-299	11	3	teaching	teaching	NOUN
cte-299	11	4	,	,	PUNCT
cte-299	11	5	cloud	cloud	NOUN
cte-299	11	6	computing	computing	NOUN
cte-299	11	7	,	,	PUNCT
cte-299	11	8	grid	grid	NOUN
cte-299	11	9	of	of	ADP
cte-299	11	10	clouds	cloud	NOUN
cte-299	11	11	,	,	PUNCT
cte-299	11	12	jupyter	jupyter	ADJ
cte-299	11	13	notebook	notebook	NOUN
cte-299	11	14	1	1	NUM
cte-299	11	15	.	.	X
cte-299	11	16	introduction	introduction	NOUN
cte-299	11	17	the	the	DET
cte-299	11	18	availability	availability	NOUN
cte-299	11	19	of	of	ADP
cte-299	11	20	required	require	VERB
cte-299	11	21	computational	computational	ADJ
cte-299	11	22	resources	resource	NOUN
cte-299	11	23	in	in	ADP
cte-299	11	24	organisations	organisation	NOUN
cte-299	11	25	,	,	PUNCT
cte-299	11	26	such	such	ADJ
cte-299	11	27	as	as	ADP
cte-299	11	28	scientific	scientific	ADJ
cte-299	11	29	or	or	CCONJ
cte-299	11	30	educational	educational	ADJ
cte-299	11	31	institutions	institution	NOUN
cte-299	11	32	,	,	PUNCT
cte-299	11	33	is	be	AUX
cte-299	11	34	a	a	DET
cte-299	11	35	crucial	crucial	ADJ
cte-299	11	36	aspect	aspect	NOUN
cte-299	11	37	of	of	ADP
cte-299	11	38	delivering	deliver	VERB
cte-299	11	39	the	the	DET
cte-299	11	40	best	good	ADJ
cte-299	11	41	scientific	scientific	ADJ
cte-299	11	42	research	research	NOUN
cte-299	11	43	and	and	CCONJ
cte-299	11	44	teaching	teaching	NOUN
cte-299	11	45	.	.	PUNCT
cte-299	12	1	when	when	SCONJ
cte-299	12	2	teaching	teaching	NOUN
cte-299	12	3	courses	course	NOUN
cte-299	12	4	involving	involve	VERB
cte-299	12	5	data	datum	NOUN
cte-299	12	6	analysis	analysis	NOUN
cte-299	12	7	techniques	technique	NOUN
cte-299	12	8	it	it	PRON
cte-299	12	9	can	can	AUX
cte-299	12	10	be	be	AUX
cte-299	12	11	beneficial	beneficial	ADJ
cte-299	12	12	to	to	PART
cte-299	12	13	have	have	VERB
cte-299	12	14	access	access	NOUN
cte-299	12	15	to	to	ADP
cte-299	12	16	specialized	specialized	ADJ
cte-299	12	17	platforms	platform	NOUN
cte-299	12	18	,	,	PUNCT
cte-299	12	19	such	such	ADJ
cte-299	12	20	as	as	ADP
cte-299	12	21	gpu	gpu	PROPN
cte-299	12	22	accelerated	accelerate	VERB
cte-299	12	23	architectures	architecture	NOUN
cte-299	12	24	.	.	PUNCT
cte-299	13	1	at	at	ADP
cte-299	13	2	higher	high	ADJ
cte-299	13	3	educational	educational	ADJ
cte-299	13	4	institutions	institution	NOUN
cte-299	13	5	,	,	PUNCT
cte-299	13	6	such	such	ADJ
cte-299	13	7	as	as	ADP
cte-299	13	8	the	the	DET
cte-299	13	9	university	university	NOUN
cte-299	13	10	of	of	ADP
cte-299	13	11	copenhagen	copenhagen	PROPN
cte-299	13	12	(	(	PUNCT
cte-299	13	13	ucph	ucph	PROPN
cte-299	13	14	)	)	PUNCT
cte-299	13	15	or	or	CCONJ
cte-299	13	16	lund	lund	PROPN
cte-299	13	17	university	university	PROPN
cte-299	13	18	(	(	PUNCT
cte-299	13	19	lu	lu	PROPN
cte-299	13	20	)	)	PUNCT
cte-299	13	21	,	,	PUNCT
cte-299	13	22	these	these	DET
cte-299	13	23	centers	center	NOUN
cte-299	13	24	are	be	AUX
cte-299	13	25	substantial	substantial	ADJ
cte-299	13	26	investments	investment	NOUN
cte-299	13	27	,	,	PUNCT
cte-299	13	28	that	that	PRON
cte-299	13	29	are	be	AUX
cte-299	13	30	continuously	continuously	ADV
cte-299	13	31	maintained	maintain	VERB
cte-299	13	32	and	and	CCONJ
cte-299	13	33	upgraded	upgrade	VERB
cte-299	13	34	.	.	PUNCT
cte-299	14	1	however	however	ADV
cte-299	14	2	,	,	PUNCT
cte-299	14	3	the	the	DET
cte-299	14	4	usage	usage	NOUN
cte-299	14	5	of	of	ADP
cte-299	14	6	these	these	DET
cte-299	14	7	resources	resource	NOUN
cte-299	14	8	often	often	ADV
cte-299	14	9	varies	vary	VERB
cte-299	14	10	wildly	wildly	ADV
cte-299	14	11	between	between	ADP
cte-299	14	12	being	be	AUX
cte-299	14	13	fully	fully	ADV
cte-299	14	14	utilized	utilize	VERB
cte-299	14	15	to	to	ADP
cte-299	14	16	sitting	sit	VERB
cte-299	14	17	idly	idly	ADV
cte-299	14	18	by	by	ADP
cte-299	14	19	.	.	PUNCT
cte-299	15	1	we	we	PRON
cte-299	15	2	therefore	therefore	ADV
cte-299	15	3	propose	propose	VERB
cte-299	15	4	,	,	PUNCT
cte-299	15	5	that	that	SCONJ
cte-299	15	6	these	these	DET
cte-299	15	7	institutional	institutional	ADJ
cte-299	15	8	resources	resource	NOUN
cte-299	15	9	be	be	AUX
cte-299	15	10	made	make	VERB
cte-299	15	11	available	available	ADJ
cte-299	15	12	(	(	PUNCT
cte-299	15	13	with	with	ADP
cte-299	15	14	varying	vary	VERB
cte-299	15	15	priority	priority	NOUN
cte-299	15	16	)	)	PUNCT
cte-299	15	17	across	across	ADP
cte-299	15	18	trusted	trust	VERB
cte-299	15	19	educational	educational	ADJ
cte-299	15	20	and	and	CCONJ
cte-299	15	21	scientific	scientific	ADJ
cte-299	15	22	organisations	organisation	NOUN
cte-299	15	23	.	.	PUNCT
cte-299	16	1	foremost	foremost	ADV
cte-299	16	2	,	,	PUNCT
cte-299	16	3	this	this	PRON
cte-299	16	4	is	be	AUX
cte-299	16	5	to	to	PART
cte-299	16	6	enable	enable	VERB
cte-299	16	7	the	the	DET
cte-299	16	8	voluntary	voluntary	ADJ
cte-299	16	9	sharing	sharing	NOUN
cte-299	16	10	of	of	ADP
cte-299	16	11	underused	underused	ADJ
cte-299	16	12	resources	resource	NOUN
cte-299	16	13	to	to	ADP
cte-299	16	14	other	other	ADJ
cte-299	16	15	institutions	institution	NOUN
cte-299	16	16	,	,	PUNCT
cte-299	16	17	thereby	thereby	ADV
cte-299	16	18	potential	potential	ADJ
cte-299	16	19	establishing	establish	VERB
cte-299	16	20	greater	great	ADJ
cte-299	16	21	scalability	scalability	NOUN
cte-299	16	22	than	than	SCONJ
cte-299	16	23	can	can	AUX
cte-299	16	24	be	be	AUX
cte-299	16	25	found	find	VERB
cte-299	16	26	within	within	ADP
cte-299	16	27	each	each	DET
cte-299	16	28	individual	individual	ADJ
cte-299	16	29	institution	institution	NOUN
cte-299	16	30	.	.	PUNCT
cte-299	16	31	"	"	PUNCT
cte-299	17	1	rasmus.munk@nbi.ku.dk	rasmus.munk@nbi.ku.dk	PROPN
cte-299	17	2	(	(	PUNCT
cte-299	17	3	r.	r.	NOUN
cte-299	17	4	munk	munk	PROPN
cte-299	17	5	)	)	PUNCT
cte-299	17	6	;	;	PUNCT
cte-299	17	7	d.marchant@ed-alumni.net	d.marchant@ed-alumni.net	NOUN
cte-299	17	8	(	(	PUNCT
cte-299	17	9	d.	d.	PROPN
cte-299	17	10	marchant	marchant	PROPN
cte-299	17	11	)	)	PUNCT
cte-299	17	12	;	;	PUNCT
cte-299	17	13	vinter@au.dk	vinter@au.dk	X
cte-299	17	14	(	(	PUNCT
cte-299	17	15	b.	b.	NOUN
cte-299	17	16	vinter	vinter	PROPN
cte-299	17	17	)	)	PUNCT
cte-299	17	18	~	~	PUNCT
cte-299	17	19	https	https	NOUN
cte-299	17	20	:	:	PUNCT
cte-299	17	21	//research.ku.dk	//research.ku.dk	ADJ
cte-299	17	22	/	/	SYM
cte-299	17	23	search	search	NOUN
cte-299	17	24	/	/	SYM
cte-299	17	25	result/?pure	result/?pure	NOUN
cte-299	17	26	=	=	NOUN
cte-299	17	27	en	en	NOUN
cte-299	17	28	/	/	NOUN
cte-299	17	29	persons	person	NOUN
cte-299	17	30	/	/	SYM
cte-299	17	31	rasmus	rasmus	NOUN
cte-299	17	32	-	-	PUNCT
cte-299	17	33	munk(a72145a7	munk(a72145a7	NOUN
cte-299	17	34	-	-	PUNCT
cte-299	17	35	0203	0203	NUM
cte-299	17	36	-	-	PUNCT
cte-299	17	37	4791	4791	NUM
cte-299	17	38	-	-	PUNCT
cte-299	17	39	bb8f-6073bc23fe2f).html	bb8f-6073bc23fe2f).html	PROPN
cte-299	17	40	(	(	PUNCT
cte-299	17	41	r.	r.	NOUN
cte-299	17	42	munk	munk	PROPN
cte-299	17	43	)	)	PUNCT
cte-299	17	44	;	;	PUNCT
cte-299	17	45	https://research.ku.dk/search/result/?pure=en/persons/	https://research.ku.dk/search/result/?pure=en/persons/	X
cte-299	17	46	david	david	PROPN
cte-299	17	47	-	-	PUNCT
cte-299	17	48	gray	gray	ADJ
cte-299	17	49	-	-	PUNCT
cte-299	17	50	marchant(ff6af890	marchant(ff6af890	NOUN
cte-299	17	51	-	-	PUNCT
cte-299	17	52	33df-4414	33df-4414	NUM
cte-299	17	53	-	-	PUNCT
cte-299	17	54	9a9d	9a9d	NOUN
cte-299	17	55	-	-	PUNCT
cte-299	17	56	c3d33258ad1f).html	c3d33258ad1f).html	NOUN
cte-299	17	57	(	(	PUNCT
cte-299	17	58	d.	d.	PROPN
cte-299	17	59	marchant	marchant	PROPN
cte-299	17	60	)	)	PUNCT
cte-299	17	61	;	;	PUNCT
cte-299	17	62	https://pure.au.dk/portal/en/persons/brian-vinter(a4fe861f-5a04-4e93-a5b3-c633045eb82e).html	https://pure.au.dk/portal/en/persons/brian-vinter(a4fe861f-5a04-4e93-a5b3-c633045eb82e).html	X
cte-299	17	63	(	(	PUNCT
cte-299	17	64	b.	b.	NOUN
cte-299	17	65	vinter	vinter	PROPN
cte-299	17	66	)	)	PUNCT
cte-299	17	67	�	�	PROPN
cte-299	17	68	0000	0000	NUM
cte-299	17	69	-	-	PUNCT
cte-299	17	70	0003	0003	NUM
cte-299	17	71	-	-	PUNCT
cte-299	17	72	0333	0333	NUM
cte-299	17	73	-	-	PUNCT
cte-299	17	74	4295	4295	NUM
cte-299	17	75	(	(	PUNCT
cte-299	17	76	r.	r.	NOUN
cte-299	17	77	munk	munk	PROPN
cte-299	17	78	)	)	PUNCT
cte-299	17	79	;	;	PUNCT
cte-299	17	80	0000	0000	NUM
cte-299	17	81	-	-	SYM
cte-299	17	82	0003	0003	NUM
cte-299	17	83	-	-	PUNCT
cte-299	17	84	4262	4262	NUM
cte-299	17	85	-	-	SYM
cte-299	17	86	7138	7138	NUM
cte-299	17	87	(	(	PUNCT
cte-299	17	88	d.	d.	PROPN
cte-299	17	89	marchant	marchant	PROPN
cte-299	17	90	)	)	PUNCT
cte-299	17	91	;	;	PUNCT
cte-299	17	92	0000	0000	NUM
cte-299	17	93	-	-	PUNCT
cte-299	17	94	0002	0002	NUM
cte-299	17	95	-	-	PUNCT
cte-299	17	96	3947	3947	NUM
cte-299	17	97	-	-	SYM
cte-299	17	98	9878	9878	NUM
cte-299	17	99	(	(	PUNCT
cte-299	17	100	b.	b.	NOUN
cte-299	17	101	vinter	vinter	PROPN
cte-299	17	102	)	)	PUNCT
cte-299	17	103	cte	cte	NOUN
cte-299	17	104	workshop	workshop	NOUN
cte-299	17	105	proceedings	proceeding	NOUN
cte-299	17	106	©	©	ADP
cte-299	17	107	copyright	copyright	NOUN
cte-299	17	108	for	for	ADP
cte-299	17	109	this	this	DET
cte-299	17	110	paper	paper	NOUN
cte-299	17	111	by	by	ADP
cte-299	17	112	its	its	PRON
cte-299	17	113	authors	author	NOUN
cte-299	17	114	,	,	PUNCT
cte-299	17	115	published	publish	VERB
cte-299	17	116	by	by	ADP
cte-299	17	117	academy	academy	NOUN
cte-299	17	118	of	of	ADP
cte-299	17	119	cognitive	cognitive	ADJ
cte-299	17	120	and	and	CCONJ
cte-299	17	121	natural	natural	ADJ
cte-299	17	122	sciences	science	NOUN
cte-299	17	123	(	(	PUNCT
cte-299	17	124	acns	acns	ADJ
cte-299	17	125	)	)	PUNCT
cte-299	17	126	.	.	PUNCT
cte-299	18	1	this	this	PRON
cte-299	18	2	is	be	AUX
cte-299	18	3	an	an	DET
cte-299	18	4	open	open	ADJ
cte-299	18	5	access	access	NOUN
cte-299	18	6	article	article	NOUN
cte-299	18	7	distributed	distribute	VERB
cte-299	18	8	under	under	ADP
cte-299	18	9	the	the	DET
cte-299	18	10	terms	term	NOUN
cte-299	18	11	of	of	ADP
cte-299	18	12	the	the	DET
cte-299	18	13	creative	creative	ADJ
cte-299	18	14	commons	common	NOUN
cte-299	18	15	license	license	NOUN
cte-299	18	16	attribution	attribution	NOUN
cte-299	18	17	4.0	4.0	NUM
cte-299	18	18	international	international	NOUN
cte-299	18	19	(	(	PUNCT
cte-299	18	20	cc	cc	NOUN
cte-299	18	21	by	by	ADP
cte-299	18	22	4.0	4.0	NUM
cte-299	18	23	)	)	PUNCT
cte-299	18	24	,	,	PUNCT
cte-299	18	25	which	which	PRON
cte-299	18	26	permits	permit	VERB
cte-299	18	27	unrestricted	unrestricted	ADJ
cte-299	18	28	use	use	NOUN
cte-299	18	29	,	,	PUNCT
cte-299	18	30	distribution	distribution	NOUN
cte-299	18	31	,	,	PUNCT
cte-299	18	32	and	and	CCONJ
cte-299	18	33	reproduction	reproduction	NOUN
cte-299	18	34	in	in	ADP
cte-299	18	35	any	any	DET
cte-299	18	36	medium	medium	NOUN
cte-299	18	37	,	,	PUNCT
cte-299	18	38	provided	provide	VERB
cte-299	18	39	the	the	DET
cte-299	18	40	original	original	ADJ
cte-299	18	41	work	work	NOUN
cte-299	18	42	is	be	AUX
cte-299	18	43	properly	properly	ADV
cte-299	18	44	cited	cite	VERB
cte-299	18	45	.	.	PUNCT
cte-299	19	1	438	438	NUM
cte-299	19	2	mailto:rasmus.munk@nbi.ku.dk	mailto:rasmus.munk@nbi.ku.dk	PROPN
cte-299	19	3	mailto:d.marchant@ed-alumni.net	mailto:d.marchant@ed-alumni.net	NOUN
cte-299	19	4	mailto:vinter@au.dk	mailto:vinter@au.dk	NOUN
cte-299	19	5	https://research.ku.dk/search/result/?pure=en/persons/rasmus-munk(a72145a7-0203-4791-bb8f-6073bc23fe2f).html	https://research.ku.dk/search/result/?pure=en/persons/rasmus-munk(a72145a7-0203-4791-bb8f-6073bc23fe2f).html	NOUN
cte-299	19	6	https://research.ku.dk/search/result/?pure=en/persons/rasmus-munk(a72145a7-0203-4791-bb8f-6073bc23fe2f).html	https://research.ku.dk/search/result/?pure=en/persons/rasmus-munk(a72145a7-0203-4791-bb8f-6073bc23fe2f).html	X
cte-299	19	7	https://research.ku.dk/search/result/?pure=en/persons/david-gray-marchant(ff6af890-33df-4414-9a9d-c3d33258ad1f).html	https://research.ku.dk/search/result/?pure=en/persons/david-gray-marchant(ff6af890-33df-4414-9a9d-c3d33258ad1f).html	PROPN
cte-299	19	8	https://research.ku.dk/search/result/?pure=en/persons/david-gray-marchant(ff6af890-33df-4414-9a9d-c3d33258ad1f).html	https://research.ku.dk/search/result/?pure=en/persons/david-gray-marchant(ff6af890-33df-4414-9a9d-c3d33258ad1f).html	PROPN
cte-299	19	9	https://pure.au.dk/portal/en/persons/brian-vinter(a4fe861f-5a04-4e93-a5b3-c633045eb82e).html	https://pure.au.dk/portal/en/persons/brian-vinter(a4fe861f-5a04-4e93-a5b3-c633045eb82e).html	PROPN
cte-299	19	10	https://orcid.org/0000-0003-0333-4295	https://orcid.org/0000-0003-0333-4295	NOUN
cte-299	19	11	https://orcid.org/0000-0003-4262-7138	https://orcid.org/0000-0003-4262-7138	PROPN
cte-299	19	12	https://orcid.org/0000-0002-3947-9878	https://orcid.org/0000-0002-3947-9878	ADJ
cte-299	19	13	https://acnsci.org/cte	https://acnsci.org/cte	X
cte-299	19	14	https://creativecommons.org/licenses/by/4.0	https://creativecommons.org/licenses/by/4.0	X
cte-299	19	15	https://acnsci.org	https://acnsci.org	PROPN
cte-299	19	16	cte	cte	NOUN
cte-299	19	17	workshop	workshop	NOUN
cte-299	19	18	proceedings	proceeding	NOUN
cte-299	19	19	,	,	PUNCT
cte-299	19	20	2021	2021	NUM
cte-299	19	21	,	,	PUNCT
cte-299	19	22	vol	vol	NOUN
cte-299	19	23	.	.	NOUN
cte-299	19	24	8	8	NUM
cte-299	19	25	:	:	PUNCT
cte-299	19	26	cte-2020	cte-2020	NOUN
cte-299	19	27	,	,	PUNCT
cte-299	19	28	pp	pp	X
cte-299	19	29	.	.	PUNCT
cte-299	20	1	438	438	NUM
cte-299	20	2	-	-	SYM
cte-299	20	3	457	457	NUM
cte-299	20	4	1.1	1.1	NUM
cte-299	20	5	.	.	PUNCT
cte-299	21	1	basic	basic	ADJ
cte-299	21	2	it	it	PRON
cte-299	21	3	within	within	ADP
cte-299	21	4	institutions	institution	NOUN
cte-299	21	5	such	such	ADJ
cte-299	21	6	as	as	ADP
cte-299	21	7	ucph	ucph	NOUN
cte-299	21	8	,	,	PUNCT
cte-299	21	9	there	there	PRON
cte-299	21	10	is	be	VERB
cte-299	21	11	a	a	DET
cte-299	21	12	mixture	mixture	NOUN
cte-299	21	13	of	of	ADP
cte-299	21	14	services	service	NOUN
cte-299	21	15	that	that	PRON
cte-299	21	16	each	each	PRON
cte-299	21	17	provides	provide	VERB
cte-299	21	18	.	.	PUNCT
cte-299	22	1	at	at	ADP
cte-299	22	2	the	the	DET
cte-299	22	3	very	very	ADV
cte-299	22	4	basic	basic	ADJ
cte-299	22	5	level	level	NOUN
cte-299	22	6	,	,	PUNCT
cte-299	22	7	there	there	PRON
cte-299	22	8	are	be	VERB
cte-299	22	9	infrastructure	infrastructure	NOUN
cte-299	22	10	services	service	NOUN
cte-299	22	11	such	such	ADJ
cte-299	22	12	as	as	ADP
cte-299	22	13	networking	networking	NOUN
cte-299	22	14	,	,	PUNCT
cte-299	22	15	account	account	NOUN
cte-299	22	16	management	management	NOUN
cte-299	22	17	,	,	PUNCT
cte-299	22	18	email	email	NOUN
cte-299	22	19	,	,	PUNCT
cte-299	22	20	video	video	NOUN
cte-299	22	21	conferencing	conferencing	NOUN
cte-299	22	22	,	,	PUNCT
cte-299	22	23	payroll	payroll	NOUN
cte-299	22	24	management	management	NOUN
cte-299	22	25	,	,	PUNCT
cte-299	22	26	license	license	NOUN
cte-299	22	27	management	management	NOUN
cte-299	22	28	,	,	PUNCT
cte-299	22	29	as	as	ADV
cte-299	22	30	well	well	ADV
cte-299	22	31	os	os	NOUN
cte-299	22	32	and	and	CCONJ
cte-299	22	33	software	software	NOUN
cte-299	22	34	provisioning	provision	VERB
cte-299	22	35	.	.	PUNCT
cte-299	23	1	in	in	ADP
cte-299	23	2	this	this	DET
cte-299	23	3	paper	paper	NOUN
cte-299	23	4	,	,	PUNCT
cte-299	23	5	we	we	PRON
cte-299	23	6	define	define	VERB
cte-299	23	7	these	these	PRON
cte-299	23	8	as	as	ADV
cte-299	23	9	basic	basic	ADJ
cte-299	23	10	it	it	PRON
cte-299	23	11	services	service	NOUN
cte-299	23	12	.	.	PUNCT
cte-299	24	1	at	at	ADP
cte-299	24	2	educational	educational	ADJ
cte-299	24	3	institutions	institution	NOUN
cte-299	24	4	,	,	PUNCT
cte-299	24	5	additional	additional	ADJ
cte-299	24	6	services	service	NOUN
cte-299	24	7	can	can	AUX
cte-299	24	8	be	be	AUX
cte-299	24	9	added	add	VERB
cte-299	24	10	to	to	ADP
cte-299	24	11	this	this	DET
cte-299	24	12	list	list	NOUN
cte-299	24	13	,	,	PUNCT
cte-299	24	14	these	these	PRON
cte-299	24	15	include	include	VERB
cte-299	24	16	services	service	NOUN
cte-299	24	17	for	for	ADP
cte-299	24	18	handling	handle	VERB
cte-299	24	19	student	student	NOUN
cte-299	24	20	enrollment	enrollment	NOUN
cte-299	24	21	,	,	PUNCT
cte-299	24	22	submissions	submission	NOUN
cte-299	24	23	,	,	PUNCT
cte-299	24	24	grading	grade	VERB
cte-299	24	25	,	,	PUNCT
cte-299	24	26	course	course	NOUN
cte-299	24	27	management	management	NOUN
cte-299	24	28	,	,	PUNCT
cte-299	24	29	and	and	CCONJ
cte-299	24	30	forum	forum	NOUN
cte-299	24	31	discussions	discussion	NOUN
cte-299	24	32	.	.	PUNCT
cte-299	25	1	as	as	ADP
cte-299	25	2	with	with	ADP
cte-299	25	3	the	the	DET
cte-299	25	4	initial	initial	ADJ
cte-299	25	5	basic	basic	ADJ
cte-299	25	6	it	it	PRON
cte-299	25	7	services	service	NOUN
cte-299	25	8	,	,	PUNCT
cte-299	25	9	these	these	PRON
cte-299	25	10	are	be	AUX
cte-299	25	11	typically	typically	ADV
cte-299	25	12	off	off	ADP
cte-299	25	13	the	the	DET
cte-299	25	14	shelf	shelf	NOUN
cte-299	25	15	products	product	NOUN
cte-299	25	16	that	that	PRON
cte-299	25	17	needs	need	VERB
cte-299	25	18	to	to	PART
cte-299	25	19	be	be	AUX
cte-299	25	20	procured	procure	VERB
cte-299	25	21	,	,	PUNCT
cte-299	25	22	installed	instal	VERB
cte-299	25	23	,	,	PUNCT
cte-299	25	24	configured	configure	VERB
cte-299	25	25	and	and	CCONJ
cte-299	25	26	maintained	maintain	VERB
cte-299	25	27	on	on	ADP
cte-299	25	28	a	a	DET
cte-299	25	29	continuous	continuous	ADJ
cte-299	25	30	basis	basis	NOUN
cte-299	25	31	.	.	PUNCT
cte-299	26	1	a	a	DET
cte-299	26	2	distinguishing	distinguish	VERB
cte-299	26	3	trait	trait	NOUN
cte-299	26	4	of	of	ADP
cte-299	26	5	basic	basic	ADJ
cte-299	26	6	it	it	PRON
cte-299	26	7	services	service	NOUN
cte-299	26	8	,	,	PUNCT
cte-299	26	9	in	in	ADP
cte-299	26	10	an	an	DET
cte-299	26	11	education	education	NOUN
cte-299	26	12	context	context	NOUN
cte-299	26	13	,	,	PUNCT
cte-299	26	14	is	be	AUX
cte-299	26	15	that	that	SCONJ
cte-299	26	16	they	they	PRON
cte-299	26	17	are	be	AUX
cte-299	26	18	very	very	ADV
cte-299	26	19	predictable	predictable	ADJ
cte-299	26	20	in	in	ADP
cte-299	26	21	terms	term	NOUN
cte-299	26	22	of	of	ADP
cte-299	26	23	the	the	DET
cte-299	26	24	load	load	NOUN
cte-299	26	25	they	they	PRON
cte-299	26	26	will	will	AUX
cte-299	26	27	exhibit	exhibit	VERB
cte-299	26	28	,	,	PUNCT
cte-299	26	29	both	both	CCONJ
cte-299	26	30	in	in	ADP
cte-299	26	31	times	time	NOUN
cte-299	26	32	of	of	ADP
cte-299	26	33	high	high	ADJ
cte-299	26	34	and	and	CCONJ
cte-299	26	35	low	low	ADJ
cte-299	26	36	demand	demand	NOUN
cte-299	26	37	.	.	PUNCT
cte-299	27	1	for	for	ADP
cte-299	27	2	instance	instance	NOUN
cte-299	27	3	,	,	PUNCT
cte-299	27	4	there	there	PRON
cte-299	27	5	will	will	AUX
cte-299	27	6	be	be	AUX
cte-299	27	7	busy	busy	ADJ
cte-299	27	8	junctions	junction	NOUN
cte-299	27	9	,	,	PUNCT
cte-299	27	10	such	such	ADJ
cte-299	27	11	as	as	ADP
cte-299	27	12	assignment	assignment	NOUN
cte-299	27	13	hand	hand	NOUN
cte-299	27	14	in	in	ADP
cte-299	27	15	days	day	NOUN
cte-299	27	16	,	,	PUNCT
cte-299	27	17	release	release	NOUN
cte-299	27	18	of	of	ADP
cte-299	27	19	grades	grade	NOUN
cte-299	27	20	,	,	PUNCT
cte-299	27	21	student	student	NOUN
cte-299	27	22	enrollment	enrollment	NOUN
cte-299	27	23	,	,	PUNCT
cte-299	27	24	and	and	CCONJ
cte-299	27	25	so	so	ADV
cte-299	27	26	on	on	ADV
cte-299	27	27	.	.	PUNCT
cte-299	28	1	in	in	ADP
cte-299	28	2	contrast	contrast	NOUN
cte-299	28	3	,	,	PUNCT
cte-299	28	4	holiday	holiday	NOUN
cte-299	28	5	and	and	CCONJ
cte-299	28	6	inter	inter	ADJ
cte-299	28	7	-	-	ADJ
cte-299	28	8	semester	semester	ADJ
cte-299	28	9	periods	period	NOUN
cte-299	28	10	will	will	AUX
cte-299	28	11	likely	likely	ADV
cte-299	28	12	experience	experience	VERB
cte-299	28	13	minor	minor	ADJ
cte-299	28	14	to	to	ADP
cte-299	28	15	no	no	DET
cte-299	28	16	usage	usage	NOUN
cte-299	28	17	.	.	PUNCT
cte-299	29	1	given	give	VERB
cte-299	29	2	this	this	PRON
cte-299	29	3	,	,	PUNCT
cte-299	29	4	these	these	DET
cte-299	29	5	services	service	NOUN
cte-299	29	6	are	be	AUX
cte-299	29	7	classic	classic	ADJ
cte-299	29	8	examples	example	NOUN
cte-299	29	9	of	of	ADP
cte-299	29	10	what	what	PRON
cte-299	29	11	cloud	cloud	NOUN
cte-299	29	12	computing	computing	NOUN
cte-299	29	13	was	be	AUX
cte-299	29	14	developed	develop	VERB
cte-299	29	15	to	to	PART
cte-299	29	16	provide	provide	VERB
cte-299	29	17	.	.	PUNCT
cte-299	30	1	efficient	efficient	ADJ
cte-299	30	2	utilization	utilization	NOUN
cte-299	30	3	of	of	ADP
cte-299	30	4	on	on	ADP
cte-299	30	5	-	-	PUNCT
cte-299	30	6	demand	demand	NOUN
cte-299	30	7	resources	resource	NOUN
cte-299	30	8	,	,	PUNCT
cte-299	30	9	with	with	ADP
cte-299	30	10	high	high	ADJ
cte-299	30	11	availability	availability	NOUN
cte-299	30	12	and	and	CCONJ
cte-299	30	13	scalability	scalability	NOUN
cte-299	30	14	to	to	PART
cte-299	30	15	handle	handle	VERB
cte-299	30	16	fluctuating	fluctuate	VERB
cte-299	30	17	usage	usage	NOUN
cte-299	30	18	in	in	ADP
cte-299	30	19	a	a	DET
cte-299	30	20	cost	cost	NOUN
cte-299	30	21	effective	effective	ADJ
cte-299	30	22	manner	manner	NOUN
cte-299	30	23	.	.	PUNCT
cte-299	31	1	1.2	1.2	NUM
cte-299	31	2	.	.	PUNCT
cte-299	31	3	science	science	NOUN
cte-299	31	4	it	it	PRON
cte-299	31	5	science	science	VERB
cte-299	31	6	it	it	PRON
cte-299	31	7	services	service	NOUN
cte-299	31	8	,	,	PUNCT
cte-299	31	9	in	in	ADP
cte-299	31	10	contrast	contrast	NOUN
cte-299	31	11	,	,	PUNCT
cte-299	31	12	revolve	revolve	NOUN
cte-299	31	13	around	around	ADP
cte-299	31	14	the	the	DET
cte-299	31	15	institutions	institution	NOUN
cte-299	31	16	scientific	scientific	ADJ
cte-299	31	17	activities	activity	NOUN
cte-299	31	18	whether	whether	SCONJ
cte-299	31	19	by	by	ADP
cte-299	31	20	researchers	researcher	NOUN
cte-299	31	21	or	or	CCONJ
cte-299	31	22	students	student	NOUN
cte-299	31	23	.	.	PUNCT
cte-299	32	1	they	they	PRON
cte-299	32	2	include	include	VERB
cte-299	32	3	services	service	NOUN
cte-299	32	4	such	such	ADJ
cte-299	32	5	as	as	ADP
cte-299	32	6	management	management	NOUN
cte-299	32	7	,	,	PUNCT
cte-299	32	8	sharing	sharing	NOUN
cte-299	32	9	,	,	PUNCT
cte-299	32	10	transferring	transferring	NOUN
cte-299	32	11	,	,	PUNCT
cte-299	32	12	archiving	archiving	NOUN
cte-299	32	13	,	,	PUNCT
cte-299	32	14	publishing	publishing	NOUN
cte-299	32	15	,	,	PUNCT
cte-299	32	16	and	and	CCONJ
cte-299	32	17	processing	processing	NOUN
cte-299	32	18	of	of	ADP
cte-299	32	19	data	datum	NOUN
cte-299	32	20	,	,	PUNCT
cte-299	32	21	in	in	ADP
cte-299	32	22	order	order	NOUN
cte-299	32	23	to	to	PART
cte-299	32	24	facilitate	facilitate	VERB
cte-299	32	25	the	the	DET
cte-299	32	26	scientific	scientific	ADJ
cte-299	32	27	process	process	NOUN
cte-299	32	28	.	.	PUNCT
cte-299	33	1	in	in	ADP
cte-299	33	2	addition	addition	NOUN
cte-299	33	3	,	,	PUNCT
cte-299	33	4	these	these	DET
cte-299	33	5	facilities	facility	NOUN
cte-299	33	6	also	also	ADV
cte-299	33	7	enable	enable	VERB
cte-299	33	8	lecturers	lecturer	NOUN
cte-299	33	9	to	to	PART
cte-299	33	10	utilize	utilize	VERB
cte-299	33	11	their	their	PRON
cte-299	33	12	research	research	NOUN
cte-299	33	13	material	material	NOUN
cte-299	33	14	in	in	ADP
cte-299	33	15	courses	course	NOUN
cte-299	33	16	,	,	PUNCT
cte-299	33	17	giving	give	VERB
cte-299	33	18	students	student	NOUN
cte-299	33	19	access	access	NOUN
cte-299	33	20	to	to	ADP
cte-299	33	21	the	the	DET
cte-299	33	22	same	same	ADJ
cte-299	33	23	platform	platform	NOUN
cte-299	33	24	and	and	CCONJ
cte-299	33	25	resources	resource	NOUN
cte-299	33	26	.	.	PUNCT
cte-299	34	1	what	what	PRON
cte-299	34	2	distinguishes	distinguish	VERB
cte-299	34	3	these	these	DET
cte-299	34	4	services	service	NOUN
cte-299	34	5	,	,	PUNCT
cte-299	34	6	is	be	AUX
cte-299	34	7	that	that	SCONJ
cte-299	34	8	they	they	PRON
cte-299	34	9	impose	impose	VERB
cte-299	34	10	different	different	ADJ
cte-299	34	11	constraints	constraint	NOUN
cte-299	34	12	compared	compare	VERB
cte-299	34	13	to	to	ADP
cte-299	34	14	basic	basic	ADJ
cte-299	34	15	it	it	PRON
cte-299	34	16	services	service	NOUN
cte-299	34	17	.	.	PUNCT
cte-299	35	1	these	these	PRON
cte-299	35	2	typically	typically	ADV
cte-299	35	3	involve	involve	VERB
cte-299	35	4	areas	area	NOUN
cte-299	35	5	such	such	ADJ
cte-299	35	6	as	as	ADP
cte-299	35	7	,	,	PUNCT
cte-299	35	8	computational	computational	ADJ
cte-299	35	9	load	load	NOUN
cte-299	35	10	,	,	PUNCT
cte-299	35	11	security	security	NOUN
cte-299	35	12	,	,	PUNCT
cte-299	35	13	budgetary	budgetary	ADJ
cte-299	35	14	,	,	PUNCT
cte-299	35	15	scientific	scientific	ADJ
cte-299	35	16	,	,	PUNCT
cte-299	35	17	and	and	CCONJ
cte-299	35	18	legal	legal	ADJ
cte-299	35	19	requirements	requirement	NOUN
cte-299	35	20	,	,	PUNCT
cte-299	35	21	among	among	ADP
cte-299	35	22	others	other	NOUN
cte-299	35	23	.	.	PUNCT
cte-299	36	1	for	for	ADP
cte-299	36	2	example	example	NOUN
cte-299	36	3	,	,	PUNCT
cte-299	36	4	it	it	PRON
cte-299	36	5	is	be	AUX
cte-299	36	6	often	often	ADV
cte-299	36	7	too	too	ADV
cte-299	36	8	inefficient	inefficient	ADJ
cte-299	36	9	,	,	PUNCT
cte-299	36	10	or	or	CCONJ
cte-299	36	11	costly	costly	ADJ
cte-299	36	12	to	to	PART
cte-299	36	13	utilize	utilize	VERB
cte-299	36	14	public	public	ADJ
cte-299	36	15	cloud	cloud	NOUN
cte-299	36	16	resources	resource	NOUN
cte-299	36	17	for	for	ADP
cte-299	36	18	the	the	DET
cte-299	36	19	storing	storing	NOUN
cte-299	36	20	and	and	CCONJ
cte-299	36	21	processing	processing	NOUN
cte-299	36	22	of	of	ADP
cte-299	36	23	large	large	ADJ
cte-299	36	24	scientific	scientific	ADJ
cte-299	36	25	datasets	dataset	NOUN
cte-299	36	26	at	at	ADP
cte-299	36	27	the	the	DET
cte-299	36	28	petabyte	petabyte	NOUN
cte-299	36	29	scale	scale	NOUN
cte-299	36	30	.	.	PUNCT
cte-299	37	1	in	in	ADP
cte-299	37	2	this	this	DET
cte-299	37	3	case	case	NOUN
cte-299	37	4	,	,	PUNCT
cte-299	37	5	a	a	DET
cte-299	37	6	more	more	ADV
cte-299	37	7	traditional	traditional	ADJ
cte-299	37	8	approach	approach	NOUN
cte-299	37	9	such	such	ADJ
cte-299	37	10	as	as	ADP
cte-299	37	11	institutional	institutional	ADJ
cte-299	37	12	compute	compute	NOUN
cte-299	37	13	resources	resource	NOUN
cte-299	37	14	is	be	AUX
cte-299	37	15	required	require	VERB
cte-299	37	16	[	[	X
cte-299	37	17	16	16	NUM
cte-299	37	18	]	]	PUNCT
cte-299	37	19	.	.	PUNCT
cte-299	38	1	research	research	NOUN
cte-299	38	2	fields	field	NOUN
cte-299	38	3	such	such	ADJ
cte-299	38	4	as	as	ADP
cte-299	38	5	climate	climate	NOUN
cte-299	38	6	science	science	NOUN
cte-299	39	1	[	[	X
cte-299	39	2	58	58	NUM
cte-299	39	3	]	]	PUNCT
cte-299	39	4	,	,	PUNCT
cte-299	39	5	oceanography	oceanography	NOUN
cte-299	39	6	[	[	X
cte-299	39	7	17	17	NUM
cte-299	39	8	]	]	PUNCT
cte-299	39	9	,	,	PUNCT
cte-299	39	10	and	and	CCONJ
cte-299	39	11	astronomy	astronomy	NOUN
cte-299	39	12	[	[	X
cte-299	39	13	35	35	NUM
cte-299	39	14	]	]	PUNCT
cte-299	39	15	,	,	PUNCT
cte-299	39	16	often	often	ADV
cte-299	39	17	employ	employ	VERB
cte-299	39	18	experimental	experimental	ADJ
cte-299	39	19	simulations	simulation	NOUN
cte-299	39	20	as	as	ADP
cte-299	39	21	a	a	DET
cte-299	39	22	common	common	ADJ
cte-299	39	23	scientific	scientific	ADJ
cte-299	39	24	tool	tool	NOUN
cte-299	39	25	.	.	PUNCT
cte-299	40	1	these	these	DET
cte-299	40	2	simulations	simulation	NOUN
cte-299	40	3	produce	produce	VERB
cte-299	40	4	output	output	NOUN
cte-299	40	5	up	up	ADP
cte-299	40	6	to	to	ADP
cte-299	40	7	petabytes	petabyte	NOUN
cte-299	40	8	in	in	ADP
cte-299	40	9	size	size	NOUN
cte-299	40	10	,	,	PUNCT
cte-299	40	11	that	that	PRON
cte-299	40	12	still	still	ADV
cte-299	40	13	need	need	VERB
cte-299	40	14	to	to	PART
cte-299	40	15	be	be	AUX
cte-299	40	16	stored	store	VERB
cte-299	40	17	for	for	ADP
cte-299	40	18	subsequent	subsequent	ADJ
cte-299	40	19	postprocessing	postprocessing	NOUN
cte-299	40	20	and	and	CCONJ
cte-299	40	21	analysis	analysis	NOUN
cte-299	40	22	.	.	PUNCT
cte-299	41	1	upon	upon	SCONJ
cte-299	41	2	a	a	DET
cte-299	41	3	scientific	scientific	ADJ
cte-299	41	4	discovery	discovery	NOUN
cte-299	41	5	from	from	ADP
cte-299	41	6	this	this	DET
cte-299	41	7	process	process	NOUN
cte-299	41	8	,	,	PUNCT
cte-299	41	9	the	the	DET
cte-299	41	10	resulting	result	VERB
cte-299	41	11	datasets	dataset	NOUN
cte-299	41	12	needs	need	VERB
cte-299	41	13	to	to	PART
cte-299	41	14	be	be	AUX
cte-299	41	15	archived	archive	VERB
cte-299	41	16	in	in	ADP
cte-299	41	17	accordance	accordance	NOUN
cte-299	41	18	with	with	ADP
cte-299	41	19	regulatory	regulatory	ADJ
cte-299	41	20	requirements	requirement	NOUN
cte-299	41	21	,	,	PUNCT
cte-299	41	22	which	which	PRON
cte-299	41	23	in	in	ADP
cte-299	41	24	the	the	DET
cte-299	41	25	case	case	NOUN
cte-299	41	26	of	of	ADP
cte-299	41	27	ucph	ucph	PROPN
cte-299	41	28	is	be	AUX
cte-299	41	29	5	5	NUM
cte-299	41	30	years	year	NOUN
cte-299	42	1	[	[	X
cte-299	42	2	57	57	NUM
cte-299	42	3	]	]	SYM
cte-299	42	4	(	(	PUNCT
cte-299	42	5	only	only	ADV
cte-299	42	6	available	available	ADJ
cte-299	42	7	in	in	ADP
cte-299	42	8	danish	danish	PROPN
cte-299	42	9	)	)	PUNCT
cte-299	42	10	.	.	PUNCT
cte-299	43	1	1.3	1.3	NUM
cte-299	43	2	.	.	PUNCT
cte-299	44	1	institutional	institutional	ADJ
cte-299	44	2	resources	resource	NOUN
cte-299	44	3	high	high	ADJ
cte-299	44	4	performance	performance	NOUN
cte-299	44	5	computing	computing	NOUN
cte-299	44	6	(	(	PUNCT
cte-299	44	7	hpc	hpc	PROPN
cte-299	44	8	)	)	PUNCT
cte-299	44	9	and	and	CCONJ
cte-299	44	10	regular	regular	ADJ
cte-299	44	11	compute	compute	NOUN
cte-299	44	12	centers	center	NOUN
cte-299	44	13	are	be	AUX
cte-299	44	14	often	often	ADV
cte-299	44	15	established	establish	VERB
cte-299	44	16	at	at	ADP
cte-299	44	17	higher	high	ADJ
cte-299	44	18	educational	educational	ADJ
cte-299	44	19	institutions	institution	NOUN
cte-299	44	20	to	to	PART
cte-299	44	21	provide	provide	VERB
cte-299	44	22	science	science	NOUN
cte-299	44	23	it	it	PRON
cte-299	44	24	services	service	NOUN
cte-299	44	25	.	.	PUNCT
cte-299	45	1	the	the	DET
cte-299	45	2	ucph	ucph	PROPN
cte-299	45	3	[	[	X
cte-299	45	4	53	53	NUM
cte-299	45	5	]	]	PUNCT
cte-299	45	6	,	,	PUNCT
cte-299	45	7	university	university	NOUN
cte-299	45	8	of	of	ADP
cte-299	45	9	antwerp	antwerp	PROPN
cte-299	45	10	[	[	X
cte-299	45	11	52	52	NUM
cte-299	45	12	]	]	PUNCT
cte-299	45	13	,	,	PUNCT
cte-299	45	14	and	and	CCONJ
cte-299	45	15	lu	lu	VERB
cte-299	46	1	[	[	X
cte-299	46	2	25	25	NUM
cte-299	46	3	]	]	X
cte-299	46	4	compute	compute	NOUN
cte-299	46	5	centers	center	NOUN
cte-299	46	6	are	be	AUX
cte-299	46	7	examples	example	NOUN
cte-299	46	8	of	of	ADP
cte-299	46	9	this	this	PRON
cte-299	46	10	.	.	PUNCT
cte-299	47	1	in	in	ADP
cte-299	47	2	addition	addition	NOUN
cte-299	47	3	,	,	PUNCT
cte-299	47	4	institutions	institution	NOUN
cte-299	47	5	can	can	AUX
cte-299	47	6	also	also	ADV
cte-299	47	7	gain	gain	VERB
cte-299	47	8	access	access	NOUN
cte-299	47	9	to	to	ADP
cte-299	47	10	similar	similar	ADJ
cte-299	47	11	resources	resource	NOUN
cte-299	47	12	through	through	ADP
cte-299	47	13	joint	joint	ADJ
cte-299	47	14	facilities	facility	NOUN
cte-299	47	15	like	like	ADP
cte-299	47	16	the	the	DET
cte-299	47	17	vienna	vienna	NOUN
cte-299	47	18	scientific	scientific	ADJ
cte-299	47	19	cluster	cluster	NOUN
cte-299	47	20	[	[	X
cte-299	47	21	59	59	NUM
cte-299	47	22	]	]	PUNCT
cte-299	47	23	,	,	PUNCT
cte-299	47	24	which	which	PRON
cte-299	47	25	supports	support	VERB
cte-299	47	26	19	19	NUM
cte-299	47	27	institutions	institution	NOUN
cte-299	47	28	,	,	PUNCT
cte-299	47	29	10	10	NUM
cte-299	47	30	of	of	ADP
cte-299	47	31	which	which	PRON
cte-299	47	32	are	be	AUX
cte-299	47	33	higher	high	ADJ
cte-299	47	34	educational	educational	ADJ
cte-299	47	35	institutions	institution	NOUN
cte-299	47	36	.	.	PUNCT
cte-299	48	1	finally	finally	ADV
cte-299	48	2	439	439	NUM
cte-299	48	3	cte	cte	NOUN
cte-299	48	4	workshop	workshop	NOUN
cte-299	48	5	proceedings	proceeding	NOUN
cte-299	48	6	,	,	PUNCT
cte-299	48	7	2021	2021	NUM
cte-299	48	8	,	,	PUNCT
cte-299	48	9	vol	vol	NOUN
cte-299	48	10	.	.	NOUN
cte-299	48	11	8	8	NUM
cte-299	48	12	:	:	PUNCT
cte-299	48	13	cte-2020	cte-2020	NOUN
cte-299	48	14	,	,	PUNCT
cte-299	48	15	pp	pp	X
cte-299	48	16	.	.	PUNCT
cte-299	49	1	438	438	NUM
cte-299	49	2	-	-	SYM
cte-299	49	3	457	457	NUM
cte-299	49	4	there	there	PRON
cte-299	49	5	are	be	VERB
cte-299	49	6	national	national	ADJ
cte-299	49	7	and	and	CCONJ
cte-299	49	8	pan	pan	ADJ
cte-299	49	9	-	-	ADJ
cte-299	49	10	national	national	ADJ
cte-299	49	11	resources	resource	NOUN
cte-299	49	12	such	such	ADJ
cte-299	49	13	as	as	ADP
cte-299	49	14	archer2	archer2	PROPN
cte-299	49	15	(	(	PUNCT
cte-299	49	16	uk	uk	PROPN
cte-299	49	17	)	)	PUNCT
cte-299	50	1	[	[	X
cte-299	50	2	51	51	NUM
cte-299	50	3	]	]	PUNCT
cte-299	50	4	or	or	CCONJ
cte-299	50	5	the	the	DET
cte-299	50	6	eurohpc	eurohpc	NOUN
cte-299	50	7	[	[	X
cte-299	50	8	10	10	NUM
cte-299	50	9	]	]	PUNCT
cte-299	50	10	that	that	PRON
cte-299	50	11	review	review	VERB
cte-299	50	12	applications	application	NOUN
cte-299	50	13	before	before	SCONJ
cte-299	50	14	access	access	NOUN
cte-299	50	15	is	be	AUX
cte-299	50	16	granted	grant	VERB
cte-299	50	17	.	.	PUNCT
cte-299	51	1	these	these	DET
cte-299	51	2	established	establish	VERB
cte-299	51	3	centers	center	NOUN
cte-299	51	4	are	be	AUX
cte-299	51	5	very	very	ADV
cte-299	51	6	expensive	expensive	ADJ
cte-299	51	7	to	to	PART
cte-299	51	8	build	build	VERB
cte-299	51	9	and	and	CCONJ
cte-299	51	10	have	have	VERB
cte-299	51	11	a	a	DET
cte-299	51	12	limited	limited	ADJ
cte-299	51	13	lifespan	lifespan	NOUN
cte-299	51	14	before	before	SCONJ
cte-299	51	15	they	they	PRON
cte-299	51	16	need	need	VERB
cte-299	51	17	to	to	PART
cte-299	51	18	be	be	AUX
cte-299	51	19	replaced	replace	VERB
cte-299	51	20	.	.	PUNCT
cte-299	52	1	even	even	ADV
cte-299	52	2	smaller	small	ADJ
cte-299	52	3	educational	educational	ADJ
cte-299	52	4	compute	compute	NOUN
cte-299	52	5	platforms	platform	NOUN
cte-299	52	6	follow	follow	VERB
cte-299	52	7	a	a	DET
cte-299	52	8	similar	similar	ADJ
cte-299	52	9	life	life	NOUN
cte-299	52	10	-	-	PUNCT
cte-299	52	11	cycle	cycle	NOUN
cte-299	52	12	.	.	PUNCT
cte-299	53	1	for	for	ADP
cte-299	53	2	instance	instance	NOUN
cte-299	53	3	,	,	PUNCT
cte-299	53	4	at	at	ADP
cte-299	53	5	the	the	DET
cte-299	53	6	ucph	ucph	PROPN
cte-299	53	7	a	a	DET
cte-299	53	8	typical	typical	ADJ
cte-299	53	9	machine	machine	NOUN
cte-299	53	10	has	have	VERB
cte-299	53	11	a	a	DET
cte-299	53	12	lifetime	lifetime	NOUN
cte-299	53	13	of	of	ADP
cte-299	53	14	5	5	NUM
cte-299	53	15	years	year	NOUN
cte-299	53	16	before	before	SCONJ
cte-299	53	17	it	it	PRON
cte-299	53	18	needs	need	VERB
cte-299	53	19	to	to	PART
cte-299	53	20	be	be	AUX
cte-299	53	21	replaced	replace	VERB
cte-299	53	22	.	.	PUNCT
cte-299	54	1	this	this	PRON
cte-299	54	2	is	be	AUX
cte-299	54	3	whether	whether	SCONJ
cte-299	54	4	the	the	DET
cte-299	54	5	machine	machine	NOUN
cte-299	54	6	has	have	AUX
cte-299	54	7	been	be	AUX
cte-299	54	8	heavily	heavily	ADV
cte-299	54	9	utilized	utilize	VERB
cte-299	54	10	or	or	CCONJ
cte-299	54	11	not	not	PART
cte-299	54	12	.	.	PUNCT
cte-299	55	1	therefore	therefore	ADV
cte-299	55	2	,	,	PUNCT
cte-299	55	3	it	it	PRON
cte-299	55	4	is	be	AUX
cte-299	55	5	important	important	ADJ
cte-299	55	6	that	that	SCONJ
cte-299	55	7	these	these	DET
cte-299	55	8	systems	system	NOUN
cte-299	55	9	across	across	ADP
cte-299	55	10	institutions	institution	NOUN
cte-299	55	11	are	be	AUX
cte-299	55	12	utilized	utilize	VERB
cte-299	55	13	,	,	PUNCT
cte-299	55	14	not	not	PART
cte-299	55	15	only	only	ADV
cte-299	55	16	efficiently	efficiently	ADV
cte-299	55	17	,	,	PUNCT
cte-299	55	18	but	but	CCONJ
cte-299	55	19	at	at	ADP
cte-299	55	20	maximum	maximum	ADJ
cte-299	55	21	capacity	capacity	NOUN
cte-299	55	22	throughout	throughout	ADP
cte-299	55	23	their	their	PRON
cte-299	55	24	lifetime	lifetime	NOUN
cte-299	55	25	.	.	PUNCT
cte-299	56	1	for	for	ADP
cte-299	56	2	organising	organise	VERB
cte-299	56	3	the	the	DET
cte-299	56	4	sharing	sharing	NOUN
cte-299	56	5	of	of	ADP
cte-299	56	6	resources	resource	NOUN
cte-299	56	7	across	across	ADP
cte-299	56	8	trusted	trust	VERB
cte-299	56	9	educational	educational	ADJ
cte-299	56	10	and	and	CCONJ
cte-299	56	11	scientific	scientific	ADJ
cte-299	56	12	organisations	organisation	NOUN
cte-299	56	13	,	,	PUNCT
cte-299	56	14	inspiration	inspiration	NOUN
cte-299	56	15	is	be	AUX
cte-299	56	16	drawn	draw	VERB
cte-299	56	17	from	from	ADP
cte-299	56	18	the	the	DET
cte-299	56	19	way	way	NOUN
cte-299	56	20	traditional	traditional	ADJ
cte-299	56	21	computational	computational	ADJ
cte-299	56	22	grids	grid	NOUN
cte-299	56	23	have	have	AUX
cte-299	56	24	been	be	AUX
cte-299	56	25	established	establish	VERB
cte-299	56	26	[	[	PUNCT
cte-299	56	27	11	11	NUM
cte-299	56	28	]	]	PUNCT
cte-299	56	29	.	.	PUNCT
cte-299	57	1	the	the	DET
cte-299	57	2	difference	difference	NOUN
cte-299	57	3	is	be	AUX
cte-299	57	4	,	,	PUNCT
cte-299	57	5	that	that	SCONJ
cte-299	57	6	instead	instead	ADV
cte-299	57	7	of	of	ADP
cte-299	57	8	establishing	establish	VERB
cte-299	57	9	a	a	DET
cte-299	57	10	grid	grid	NOUN
cte-299	57	11	where	where	SCONJ
cte-299	57	12	individual	individual	ADJ
cte-299	57	13	resources	resource	NOUN
cte-299	57	14	are	be	AUX
cte-299	57	15	attached	attach	VERB
cte-299	57	16	,	,	PUNCT
cte-299	57	17	this	this	DET
cte-299	57	18	model	model	NOUN
cte-299	57	19	will	will	AUX
cte-299	57	20	instead	instead	ADV
cte-299	57	21	be	be	AUX
cte-299	57	22	based	base	VERB
cte-299	57	23	on	on	ADP
cte-299	57	24	each	each	DET
cte-299	57	25	institution	institution	NOUN
cte-299	57	26	establishing	establish	VERB
cte-299	57	27	a	a	DET
cte-299	57	28	cloud	cloud	NOUN
cte-299	57	29	of	of	ADP
cte-299	57	30	resources	resource	NOUN
cte-299	57	31	that	that	PRON
cte-299	57	32	are	be	AUX
cte-299	57	33	shared	share	VERB
cte-299	57	34	via	via	ADP
cte-299	57	35	a	a	DET
cte-299	57	36	grid	grid	NOUN
cte-299	57	37	.	.	PUNCT
cte-299	58	1	this	this	PRON
cte-299	58	2	means	mean	VERB
cte-299	58	3	that	that	SCONJ
cte-299	58	4	the	the	DET
cte-299	58	5	grid	grid	NOUN
cte-299	58	6	is	be	AUX
cte-299	58	7	responsible	responsible	ADJ
cte-299	58	8	for	for	ADP
cte-299	58	9	interconnecting	interconnect	VERB
cte-299	58	10	disjointed	disjointed	ADJ
cte-299	58	11	clouds	cloud	NOUN
cte-299	58	12	,	,	PUNCT
cte-299	58	13	whether	whether	SCONJ
cte-299	58	14	they	they	PRON
cte-299	58	15	be	be	VERB
cte-299	58	16	institutional	institutional	ADJ
cte-299	58	17	or	or	CCONJ
cte-299	58	18	public	public	ADJ
cte-299	58	19	cloud	cloud	NOUN
cte-299	58	20	platforms	platform	NOUN
cte-299	58	21	.	.	PUNCT
cte-299	59	1	the	the	DET
cte-299	59	2	result	result	NOUN
cte-299	59	3	being	be	AUX
cte-299	59	4	an	an	DET
cte-299	59	5	established	establish	VERB
cte-299	59	6	model	model	NOUN
cte-299	59	7	for	for	ADP
cte-299	59	8	sharing	share	VERB
cte-299	59	9	cloud	cloud	NOUN
cte-299	59	10	resources	resource	NOUN
cte-299	59	11	across	across	ADP
cte-299	59	12	educational	educational	ADJ
cte-299	59	13	institutions	institution	NOUN
cte-299	59	14	in	in	ADP
cte-299	59	15	support	support	NOUN
cte-299	59	16	of	of	ADP
cte-299	59	17	cloud	cloud	NOUN
cte-299	59	18	services	service	NOUN
cte-299	59	19	for	for	ADP
cte-299	59	20	bachelor	bachelor	NOUN
cte-299	59	21	and	and	CCONJ
cte-299	59	22	master	master	NOUN
cte-299	59	23	courses	course	NOUN
cte-299	59	24	,	,	PUNCT
cte-299	59	25	general	general	ADJ
cte-299	59	26	workshops	workshop	NOUN
cte-299	59	27	,	,	PUNCT
cte-299	59	28	seminars	seminar	NOUN
cte-299	59	29	and	and	CCONJ
cte-299	59	30	scientific	scientific	ADJ
cte-299	59	31	research	research	NOUN
cte-299	59	32	.	.	PUNCT
cte-299	60	1	in	in	ADP
cte-299	60	2	this	this	DET
cte-299	60	3	paper	paper	NOUN
cte-299	60	4	,	,	PUNCT
cte-299	60	5	we	we	PRON
cte-299	60	6	present	present	VERB
cte-299	60	7	how	how	SCONJ
cte-299	60	8	an	an	DET
cte-299	60	9	existing	exist	VERB
cte-299	60	10	teaching	teaching	NOUN
cte-299	60	11	and	and	CCONJ
cte-299	60	12	research	research	NOUN
cte-299	60	13	service	service	NOUN
cte-299	60	14	at	at	ADP
cte-299	60	15	ucph	ucph	PROPN
cte-299	60	16	could	could	AUX
cte-299	60	17	be	be	AUX
cte-299	60	18	enabled	enable	VERB
cte-299	60	19	with	with	ADP
cte-299	60	20	access	access	NOUN
cte-299	60	21	to	to	ADP
cte-299	60	22	a	a	DET
cte-299	60	23	cloud	cloud	NOUN
cte-299	60	24	framework	framework	NOUN
cte-299	60	25	,	,	PUNCT
cte-299	60	26	which	which	PRON
cte-299	60	27	is	be	AUX
cte-299	60	28	the	the	DET
cte-299	60	29	first	first	ADJ
cte-299	60	30	step	step	NOUN
cte-299	60	31	towards	towards	ADP
cte-299	60	32	a	a	DET
cte-299	60	33	grid	grid	NOUN
cte-299	60	34	of	of	ADP
cte-299	60	35	clouds	cloud	NOUN
cte-299	60	36	resources	resource	NOUN
cte-299	60	37	.	.	PUNCT
cte-299	61	1	we	we	PRON
cte-299	61	2	accomplish	accomplish	VERB
cte-299	61	3	this	this	PRON
cte-299	61	4	by	by	ADP
cte-299	61	5	using	use	VERB
cte-299	61	6	the	the	DET
cte-299	61	7	cloud	cloud	ADJ
cte-299	61	8	orchestrator	orchestrator	NOUN
cte-299	61	9	(	(	PUNCT
cte-299	61	10	corc	corc	NOUN
cte-299	61	11	)	)	PUNCT
cte-299	61	12	framework	framework	NOUN
cte-299	61	13	[	[	X
cte-299	61	14	29	29	NUM
cte-299	61	15	]	]	PUNCT
cte-299	61	16	.	.	PUNCT
cte-299	62	1	through	through	ADP
cte-299	62	2	this	this	PRON
cte-299	62	3	,	,	PUNCT
cte-299	62	4	we	we	PRON
cte-299	62	5	are	be	AUX
cte-299	62	6	able	able	ADJ
cte-299	62	7	to	to	PART
cte-299	62	8	empower	empower	VERB
cte-299	62	9	the	the	DET
cte-299	62	10	dag	dag	PROPN
cte-299	62	11	service	service	NOUN
cte-299	62	12	with	with	ADP
cte-299	62	13	previously	previously	ADV
cte-299	62	14	inaccessible	inaccessible	ADJ
cte-299	62	15	compute	compute	NOUN
cte-299	62	16	resources	resource	NOUN
cte-299	62	17	across	across	ADP
cte-299	62	18	every	every	DET
cte-299	62	19	course	course	NOUN
cte-299	62	20	at	at	ADP
cte-299	62	21	ucph	ucph	PROPN
cte-299	62	22	.	.	PUNCT
cte-299	63	1	this	this	PRON
cte-299	63	2	was	be	AUX
cte-299	63	3	previously	previously	ADV
cte-299	63	4	not	not	PART
cte-299	63	5	feasible	feasible	ADJ
cte-299	63	6	with	with	ADP
cte-299	63	7	internal	internal	ADJ
cte-299	63	8	resources	resource	NOUN
cte-299	63	9	alone	alone	ADV
cte-299	63	10	.	.	PUNCT
cte-299	64	1	since	since	SCONJ
cte-299	64	2	we	we	PRON
cte-299	64	3	do	do	AUX
cte-299	64	4	not	not	PART
cte-299	64	5	have	have	VERB
cte-299	64	6	access	access	NOUN
cte-299	64	7	to	to	ADP
cte-299	64	8	other	other	ADJ
cte-299	64	9	institutional	institutional	ADJ
cte-299	64	10	resources	resource	NOUN
cte-299	64	11	at	at	ADP
cte-299	64	12	this	this	DET
cte-299	64	13	point	point	NOUN
cte-299	64	14	in	in	ADP
cte-299	64	15	time	time	NOUN
cte-299	64	16	,	,	PUNCT
cte-299	64	17	we	we	PRON
cte-299	64	18	utilized	utilize	VERB
cte-299	64	19	a	a	DET
cte-299	64	20	public	public	ADJ
cte-299	64	21	cloud	cloud	NOUN
cte-299	64	22	provider	provider	NOUN
cte-299	64	23	to	to	PART
cte-299	64	24	scale	scale	VERB
cte-299	64	25	the	the	DET
cte-299	64	26	service	service	NOUN
cte-299	64	27	with	with	ADP
cte-299	64	28	external	external	ADJ
cte-299	64	29	resources	resource	NOUN
cte-299	64	30	.	.	PUNCT
cte-299	65	1	2	2	X
cte-299	65	2	.	.	X
cte-299	65	3	background	background	NOUN
cte-299	65	4	at	at	ADP
cte-299	65	5	the	the	DET
cte-299	65	6	niels	niels	PROPN
cte-299	65	7	bohr	bohr	PROPN
cte-299	65	8	institute	institute	PROPN
cte-299	65	9	(	(	PUNCT
cte-299	65	10	nbi	nbi	PROPN
cte-299	65	11	)	)	PUNCT
cte-299	65	12	,	,	PUNCT
cte-299	65	13	part	part	NOUN
cte-299	65	14	of	of	ADP
cte-299	65	15	ucph	ucph	NOUN
cte-299	65	16	,	,	PUNCT
cte-299	65	17	we	we	PRON
cte-299	65	18	host	host	VERB
cte-299	65	19	a	a	DET
cte-299	65	20	number	number	NOUN
cte-299	65	21	of	of	ADP
cte-299	65	22	science	science	NOUN
cte-299	65	23	it	it	PRON
cte-299	65	24	services	service	VERB
cte-299	65	25	that	that	PRON
cte-299	65	26	are	be	AUX
cte-299	65	27	part	part	NOUN
cte-299	65	28	of	of	ADP
cte-299	65	29	providing	provide	VERB
cte-299	65	30	a	a	DET
cte-299	65	31	holistic	holistic	ADJ
cte-299	65	32	educational	educational	ADJ
cte-299	65	33	platform	platform	NOUN
cte-299	65	34	for	for	ADP
cte-299	65	35	researchers	researcher	NOUN
cte-299	65	36	,	,	PUNCT
cte-299	65	37	teachers	teacher	NOUN
cte-299	65	38	,	,	PUNCT
cte-299	65	39	students	student	NOUN
cte-299	65	40	,	,	PUNCT
cte-299	65	41	and	and	CCONJ
cte-299	65	42	general	general	ADJ
cte-299	65	43	staff	staff	NOUN
cte-299	65	44	.	.	PUNCT
cte-299	66	1	a	a	DET
cte-299	66	2	subset	subset	NOUN
cte-299	66	3	of	of	ADP
cte-299	66	4	these	these	DET
cte-299	66	5	science	science	NOUN
cte-299	66	6	it	it	PRON
cte-299	66	7	services	service	NOUN
cte-299	66	8	have	have	AUX
cte-299	66	9	been	be	AUX
cte-299	66	10	especially	especially	ADV
cte-299	66	11	beneficial	beneficial	ADJ
cte-299	66	12	across	across	ADP
cte-299	66	13	all	all	DET
cte-299	66	14	levels	level	NOUN
cte-299	66	15	of	of	ADP
cte-299	66	16	teaching	teaching	NOUN
cte-299	66	17	.	.	PUNCT
cte-299	67	1	namely	namely	ADV
cte-299	67	2	,	,	PUNCT
cte-299	67	3	services	service	NOUN
cte-299	67	4	such	such	ADJ
cte-299	67	5	as	as	ADP
cte-299	67	6	the	the	DET
cte-299	67	7	university	university	NOUN
cte-299	67	8	learning	learning	NOUN
cte-299	67	9	management	management	NOUN
cte-299	67	10	system	system	NOUN
cte-299	67	11	(	(	PUNCT
cte-299	67	12	lms	lms	PROPN
cte-299	67	13	)	)	PUNCT
cte-299	67	14	,	,	PUNCT
cte-299	67	15	called	call	VERB
cte-299	67	16	absalon	absalon	NOUN
cte-299	67	17	,	,	PUNCT
cte-299	67	18	which	which	PRON
cte-299	67	19	is	be	AUX
cte-299	67	20	based	base	VERB
cte-299	67	21	on	on	ADP
cte-299	67	22	canvas	canvas	NOUN
cte-299	67	23	[	[	X
cte-299	67	24	19	19	NUM
cte-299	67	25	]	]	PUNCT
cte-299	67	26	for	for	ADP
cte-299	67	27	submissions	submission	NOUN
cte-299	67	28	and	and	CCONJ
cte-299	67	29	grading	grading	NOUN
cte-299	67	30	.	.	PUNCT
cte-299	68	1	the	the	DET
cte-299	68	2	electronic	electronic	ADJ
cte-299	68	3	research	research	NOUN
cte-299	68	4	data	datum	NOUN
cte-299	68	5	archive	archive	NOUN
cte-299	68	6	(	(	PUNCT
cte-299	68	7	erda	erda	NOUN
cte-299	68	8	)	)	PUNCT
cte-299	69	1	[	[	X
cte-299	69	2	5	5	NUM
cte-299	69	3	]	]	PUNCT
cte-299	69	4	for	for	ADP
cte-299	69	5	data	data	NOUN
cte-299	69	6	management	management	NOUN
cte-299	69	7	and	and	CCONJ
cte-299	69	8	sharing	sharing	NOUN
cte-299	69	9	tasks	task	NOUN
cte-299	69	10	.	.	PUNCT
cte-299	70	1	in	in	ADP
cte-299	70	2	addition	addition	NOUN
cte-299	70	3	to	to	ADP
cte-299	70	4	the	the	DET
cte-299	70	5	data	datum	NOUN
cte-299	70	6	analysis	analysis	NOUN
cte-299	70	7	gateway	gateway	NOUN
cte-299	70	8	(	(	PUNCT
cte-299	70	9	dag	dag	NOUN
cte-299	70	10	)	)	PUNCT
cte-299	70	11	[	[	X
cte-299	70	12	2	2	NUM
cte-299	70	13	]	]	PUNCT
cte-299	70	14	,	,	PUNCT
cte-299	70	15	which	which	PRON
cte-299	70	16	is	be	AUX
cte-299	70	17	a	a	DET
cte-299	70	18	jupyterhub	jupyterhub	NOUN
cte-299	70	19	powered	power	VERB
cte-299	70	20	platform	platform	NOUN
cte-299	70	21	for	for	ADP
cte-299	70	22	interactive	interactive	ADJ
cte-299	70	23	programming	programming	NOUN
cte-299	70	24	and	and	CCONJ
cte-299	70	25	data	datum	NOUN
cte-299	70	26	processing	processing	NOUN
cte-299	70	27	in	in	ADP
cte-299	70	28	preconfigured	preconfigured	ADJ
cte-299	70	29	environments	environment	NOUN
cte-299	70	30	.	.	PUNCT
cte-299	71	1	2.1	2.1	NUM
cte-299	71	2	.	.	PUNCT
cte-299	71	3	teaching	teaching	NOUN
cte-299	71	4	platforms	platform	NOUN
cte-299	71	5	the	the	DET
cte-299	71	6	combination	combination	NOUN
cte-299	71	7	of	of	ADP
cte-299	71	8	these	these	DET
cte-299	71	9	subset	subset	NOUN
cte-299	71	10	services	service	NOUN
cte-299	71	11	,	,	PUNCT
cte-299	71	12	in	in	ADP
cte-299	71	13	particular	particular	ADJ
cte-299	71	14	the	the	DET
cte-299	71	15	combination	combination	NOUN
cte-299	71	16	of	of	ADP
cte-299	71	17	erda	erda	PROPN
cte-299	71	18	and	and	CCONJ
cte-299	71	19	dag	dag	PROPN
cte-299	71	20	,	,	PUNCT
cte-299	71	21	has	have	AUX
cte-299	71	22	been	be	AUX
cte-299	71	23	especially	especially	ADV
cte-299	71	24	successful	successful	ADJ
cte-299	71	25	.	.	PUNCT
cte-299	72	1	teachers	teacher	NOUN
cte-299	72	2	have	have	AUX
cte-299	72	3	used	use	VERB
cte-299	72	4	these	these	PRON
cte-299	72	5	to	to	PART
cte-299	72	6	distribute	distribute	VERB
cte-299	72	7	course	course	NOUN
cte-299	72	8	material	material	NOUN
cte-299	72	9	through	through	ADP
cte-299	72	10	erda	erda	PROPN
cte-299	72	11	,	,	PUNCT
cte-299	72	12	which	which	PRON
cte-299	72	13	made	make	VERB
cte-299	72	14	the	the	DET
cte-299	72	15	materials	material	NOUN
cte-299	72	16	available	available	ADJ
cte-299	72	17	for	for	SCONJ
cte-299	72	18	students	student	NOUN
cte-299	72	19	to	to	PART
cte-299	72	20	work	work	VERB
cte-299	72	21	on	on	ADP
cte-299	72	22	at	at	ADP
cte-299	72	23	the	the	DET
cte-299	72	24	outset	outset	NOUN
cte-299	72	25	of	of	ADP
cte-299	72	26	the	the	DET
cte-299	72	27	course	course	NOUN
cte-299	72	28	.	.	PUNCT
cte-299	73	1	this	this	PRON
cte-299	73	2	ensures	ensure	VERB
cte-299	73	3	that	that	SCONJ
cte-299	73	4	students	student	NOUN
cte-299	73	5	can	can	AUX
cte-299	73	6	get	get	VERB
cte-299	73	7	on	on	ADP
cte-299	73	8	with	with	ADP
cte-299	73	9	the	the	DET
cte-299	73	10	actual	actual	ADJ
cte-299	73	11	learning	learn	VERB
cte-299	73	12	outcomes	outcome	NOUN
cte-299	73	13	from	from	ADP
cte-299	73	14	the	the	DET
cte-299	73	15	get	get	NOUN
cte-299	73	16	go	go	VERB
cte-299	73	17	,	,	PUNCT
cte-299	73	18	and	and	CCONJ
cte-299	73	19	not	not	PART
cte-299	73	20	spend	spend	VERB
cte-299	73	21	time	time	NOUN
cte-299	73	22	on	on	ADP
cte-299	73	23	tedious	tedious	ADJ
cte-299	73	24	tasks	task	NOUN
cte-299	73	25	such	such	ADJ
cte-299	73	26	as	as	ADP
cte-299	73	27	installing	instal	VERB
cte-299	73	28	prerequisite	prerequisite	NOUN
cte-299	73	29	software	software	NOUN
cte-299	73	30	for	for	ADP
cte-299	73	31	a	a	DET
cte-299	73	32	particular	particular	ADJ
cte-299	73	33	course	course	NOUN
cte-299	73	34	.	.	PUNCT
cte-299	74	1	due	due	ADP
cte-299	74	2	to	to	ADP
cte-299	74	3	budgetary	budgetary	ADJ
cte-299	74	4	limitations	limitation	NOUN
cte-299	74	5	,	,	PUNCT
cte-299	74	6	we	we	PRON
cte-299	74	7	have	have	AUX
cte-299	74	8	only	only	ADV
cte-299	74	9	been	be	AUX
cte-299	74	10	able	able	ADJ
cte-299	74	11	to	to	PART
cte-299	74	12	host	host	VERB
cte-299	74	13	the	the	DET
cte-299	74	14	dag	dag	PROPN
cte-299	74	15	service	service	NOUN
cte-299	74	16	with	with	ADP
cte-299	74	17	standard	standard	ADJ
cte-299	74	18	servers	server	NOUN
cte-299	74	19	,	,	PUNCT
cte-299	74	20	that	that	PRON
cte-299	74	21	do	do	AUX
cte-299	74	22	n’t	not	PART
cte-299	74	23	give	give	VERB
cte-299	74	24	access	access	NOUN
cte-299	74	25	to	to	ADP
cte-299	74	26	any	any	DET
cte-299	74	27	accelerated	accelerated	ADJ
cte-299	74	28	architectures	architecture	NOUN
cte-299	74	29	.	.	PUNCT
cte-299	75	1	440	440	NUM
cte-299	75	2	cte	cte	NOUN
cte-299	75	3	workshop	workshop	NOUN
cte-299	75	4	proceedings	proceeding	NOUN
cte-299	75	5	,	,	PUNCT
cte-299	75	6	2021	2021	NUM
cte-299	75	7	,	,	PUNCT
cte-299	75	8	vol	vol	NOUN
cte-299	75	9	.	.	NOUN
cte-299	75	10	8	8	NUM
cte-299	75	11	:	:	PUNCT
cte-299	75	12	cte-2020	cte-2020	NOUN
cte-299	75	13	,	,	PUNCT
cte-299	75	14	pp	pp	X
cte-299	75	15	.	.	PUNCT
cte-299	76	1	438	438	NUM
cte-299	76	2	-	-	SYM
cte-299	76	3	457	457	NUM
cte-299	76	4	across	across	ADP
cte-299	76	5	education	education	NOUN
cte-299	76	6	institutions	institution	NOUN
cte-299	76	7	,	,	PUNCT
cte-299	76	8	courses	course	NOUN
cte-299	76	9	in	in	ADP
cte-299	76	10	general	general	ADJ
cte-299	76	11	have	have	VERB
cte-299	76	12	varying	vary	VERB
cte-299	76	13	requirements	requirement	NOUN
cte-299	76	14	in	in	ADP
cte-299	76	15	terms	term	NOUN
cte-299	76	16	of	of	ADP
cte-299	76	17	computing	compute	VERB
cte-299	76	18	resources	resource	NOUN
cte-299	76	19	,	,	PUNCT
cte-299	76	20	environments	environment	NOUN
cte-299	76	21	,	,	PUNCT
cte-299	76	22	and	and	CCONJ
cte-299	76	23	data	datum	NOUN
cte-299	76	24	management	management	NOUN
cte-299	76	25	,	,	PUNCT
cte-299	76	26	as	as	SCONJ
cte-299	76	27	defined	define	VERB
cte-299	76	28	by	by	ADP
cte-299	76	29	the	the	DET
cte-299	76	30	learning	learn	VERB
cte-299	76	31	outcomes	outcome	NOUN
cte-299	76	32	of	of	ADP
cte-299	76	33	the	the	DET
cte-299	76	34	course	course	NOUN
cte-299	76	35	.	.	PUNCT
cte-299	77	1	the	the	DET
cte-299	77	2	requirements	requirement	NOUN
cte-299	77	3	from	from	ADP
cte-299	77	4	computer	computer	NOUN
cte-299	77	5	science	science	NOUN
cte-299	77	6	,	,	PUNCT
cte-299	77	7	data	datum	NOUN
cte-299	77	8	analysis	analysis	NOUN
cte-299	77	9	,	,	PUNCT
cte-299	77	10	and	and	CCONJ
cte-299	77	11	physics	physics	NOUN
cte-299	77	12	oriented	orient	VERB
cte-299	77	13	courses	course	NOUN
cte-299	77	14	are	be	AUX
cte-299	77	15	many	many	ADJ
cte-299	77	16	,	,	PUNCT
cte-299	77	17	and	and	CCONJ
cte-299	77	18	often	often	ADV
cte-299	77	19	involve	involve	VERB
cte-299	77	20	specialized	specialized	ADJ
cte-299	77	21	compute	compute	NOUN
cte-299	77	22	platforms	platform	NOUN
cte-299	77	23	.	.	PUNCT
cte-299	78	1	for	for	ADP
cte-299	78	2	example	example	NOUN
cte-299	78	3	,	,	PUNCT
cte-299	78	4	novel	novel	ADJ
cte-299	78	5	data	datum	NOUN
cte-299	78	6	analysis	analysis	NOUN
cte-299	78	7	techniques	technique	NOUN
cte-299	78	8	,	,	PUNCT
cte-299	78	9	such	such	ADJ
cte-299	78	10	as	as	ADP
cte-299	78	11	machine	machine	NOUN
cte-299	78	12	learning	learning	NOUN
cte-299	78	13	or	or	CCONJ
cte-299	78	14	deep	deep	ADJ
cte-299	78	15	learning	learning	NOUN
cte-299	78	16	have	have	AUX
cte-299	78	17	been	be	AUX
cte-299	78	18	employed	employ	VERB
cte-299	78	19	across	across	ADP
cte-299	78	20	a	a	DET
cte-299	78	21	wide	wide	ADJ
cte-299	78	22	range	range	NOUN
cte-299	78	23	of	of	ADP
cte-299	78	24	scientific	scientific	ADJ
cte-299	78	25	fields	field	NOUN
cte-299	78	26	.	.	PUNCT
cte-299	79	1	what	what	PRON
cte-299	79	2	is	be	AUX
cte-299	79	3	distinct	distinct	ADJ
cte-299	79	4	about	about	ADP
cte-299	79	5	these	these	DET
cte-299	79	6	techniques	technique	NOUN
cte-299	79	7	is	be	AUX
cte-299	79	8	the	the	DET
cte-299	79	9	importance	importance	NOUN
cte-299	79	10	of	of	ADP
cte-299	79	11	the	the	DET
cte-299	79	12	underlying	underlie	VERB
cte-299	79	13	compute	compute	NOUN
cte-299	79	14	platform	platform	NOUN
cte-299	79	15	on	on	ADP
cte-299	79	16	which	which	PRON
cte-299	79	17	it	it	PRON
cte-299	79	18	is	be	AUX
cte-299	79	19	being	be	AUX
cte-299	79	20	executed	execute	VERB
cte-299	79	21	.	.	PUNCT
cte-299	80	1	parallel	parallel	ADJ
cte-299	80	2	architectures	architecture	NOUN
cte-299	80	3	such	such	ADJ
cte-299	80	4	as	as	ADP
cte-299	80	5	gpus	gpu	NOUN
cte-299	80	6	in	in	ADP
cte-299	80	7	particular	particular	ADJ
cte-299	80	8	are	be	AUX
cte-299	80	9	beneficial	beneficial	ADJ
cte-299	80	10	in	in	ADP
cte-299	80	11	this	this	DET
cte-299	80	12	regard	regard	NOUN
cte-299	80	13	,	,	PUNCT
cte-299	80	14	specifically	specifically	ADV
cte-299	80	15	since	since	SCONJ
cte-299	80	16	the	the	DET
cte-299	80	17	amount	amount	NOUN
cte-299	80	18	of	of	ADP
cte-299	80	19	independent	independent	ADJ
cte-299	80	20	linear	linear	PROPN
cte-299	80	21	systems	system	NOUN
cte-299	80	22	that	that	PRON
cte-299	80	23	typically	typically	ADV
cte-299	80	24	needs	need	VERB
cte-299	80	25	to	to	PART
cte-299	80	26	be	be	AUX
cte-299	80	27	calculated	calculate	VERB
cte-299	80	28	to	to	PART
cte-299	80	29	give	give	VERB
cte-299	80	30	adequate	adequate	ADJ
cte-299	80	31	and	and	CCONJ
cte-299	80	32	reliably	reliably	ADV
cte-299	80	33	answers	answer	NOUN
cte-299	80	34	are	be	AUX
cte-299	80	35	immense	immense	ADJ
cte-299	80	36	.	.	PUNCT
cte-299	81	1	the	the	DET
cte-299	81	2	inherent	inherent	ADJ
cte-299	81	3	independence	independence	NOUN
cte-299	81	4	of	of	ADP
cte-299	81	5	these	these	DET
cte-299	81	6	calculations	calculation	NOUN
cte-299	81	7	,	,	PUNCT
cte-299	81	8	makes	make	VERB
cte-299	81	9	them	they	PRON
cte-299	81	10	suitable	suitable	ADJ
cte-299	81	11	for	for	ADP
cte-299	81	12	being	be	AUX
cte-299	81	13	performed	perform	VERB
cte-299	81	14	in	in	ADP
cte-299	81	15	parallel	parallel	NOUN
cte-299	81	16	,	,	PUNCT
cte-299	81	17	making	make	VERB
cte-299	81	18	it	it	PRON
cte-299	81	19	hugely	hugely	ADV
cte-299	81	20	beneficial	beneficial	ADJ
cte-299	81	21	to	to	PART
cte-299	81	22	utilize	utilize	VERB
cte-299	81	23	gpus	gpu	NOUN
cte-299	81	24	[	[	X
cte-299	81	25	61	61	NUM
cte-299	81	26	]	]	PUNCT
cte-299	81	27	.	.	PUNCT
cte-299	82	1	given	give	VERB
cte-299	82	2	that	that	SCONJ
cte-299	82	3	the	the	DET
cte-299	82	4	dag	dag	PROPN
cte-299	82	5	service	service	NOUN
cte-299	82	6	was	be	AUX
cte-299	82	7	an	an	DET
cte-299	82	8	established	establish	VERB
cte-299	82	9	service	service	NOUN
cte-299	82	10	at	at	ADP
cte-299	82	11	ucph	ucph	PROPN
cte-299	82	12	for	for	ADP
cte-299	82	13	data	datum	NOUN
cte-299	82	14	analysing	analysing	NOUN
cte-299	82	15	and	and	CCONJ
cte-299	82	16	programming	programming	NOUN
cte-299	82	17	in	in	ADP
cte-299	82	18	teaching	teach	VERB
cte-299	82	19	bachelor	bachelor	NOUN
cte-299	82	20	and	and	CCONJ
cte-299	82	21	master	master	NOUN
cte-299	82	22	students	student	NOUN
cte-299	82	23	,	,	PUNCT
cte-299	82	24	it	it	PRON
cte-299	82	25	seemed	seem	VERB
cte-299	82	26	the	the	DET
cte-299	82	27	ideal	ideal	ADJ
cte-299	82	28	candidate	candidate	NOUN
cte-299	82	29	to	to	PART
cte-299	82	30	enable	enable	VERB
cte-299	82	31	with	with	ADP
cte-299	82	32	access	access	NOUN
cte-299	82	33	to	to	ADP
cte-299	82	34	cloud	cloud	ADJ
cte-299	82	35	resources	resource	NOUN
cte-299	82	36	with	with	ADP
cte-299	82	37	accelerator	accelerator	NOUN
cte-299	82	38	technology	technology	NOUN
cte-299	82	39	.	.	PUNCT
cte-299	83	1	for	for	ADP
cte-299	83	2	instance	instance	NOUN
cte-299	83	3	,	,	PUNCT
cte-299	83	4	courses	course	NOUN
cte-299	83	5	such	such	ADJ
cte-299	83	6	as	as	ADP
cte-299	83	7	introduction	introduction	NOUN
cte-299	83	8	to	to	ADP
cte-299	83	9	computing	compute	VERB
cte-299	83	10	for	for	ADP
cte-299	83	11	physicists	physicist	NOUN
cte-299	83	12	(	(	PUNCT
cte-299	83	13	abbreviated	abbreviate	VERB
cte-299	83	14	to	to	PART
cte-299	83	15	datf	datf	VERB
cte-299	83	16	in	in	ADP
cte-299	83	17	danish	danish	PROPN
cte-299	83	18	)	)	PUNCT
cte-299	84	1	[	[	X
cte-299	84	2	56	56	NUM
cte-299	84	3	]	]	PUNCT
cte-299	84	4	,	,	PUNCT
cte-299	84	5	applied	apply	VERB
cte-299	84	6	statistics	statistic	NOUN
cte-299	84	7	:	:	PUNCT
cte-299	84	8	from	from	ADP
cte-299	84	9	data	datum	NOUN
cte-299	84	10	to	to	ADP
cte-299	84	11	results	result	NOUN
cte-299	84	12	(	(	PUNCT
cte-299	84	13	appstat	appstat	NOUN
cte-299	84	14	)	)	PUNCT
cte-299	85	1	[	[	X
cte-299	85	2	54	54	NUM
cte-299	85	3	]	]	PUNCT
cte-299	85	4	,	,	PUNCT
cte-299	85	5	and	and	CCONJ
cte-299	85	6	high	high	ADJ
cte-299	85	7	performance	performance	NOUN
cte-299	85	8	parallel	parallel	NOUN
cte-299	85	9	computing	computing	NOUN
cte-299	85	10	(	(	PUNCT
cte-299	85	11	hppc	hppc	NOUN
cte-299	85	12	)	)	PUNCT
cte-299	86	1	[	[	X
cte-299	86	2	55	55	NUM
cte-299	86	3	]	]	PUNCT
cte-299	86	4	,	,	PUNCT
cte-299	86	5	all	all	PRON
cte-299	86	6	would	would	AUX
cte-299	86	7	benefit	benefit	VERB
cte-299	86	8	from	from	ADP
cte-299	86	9	having	have	VERB
cte-299	86	10	access	access	NOUN
cte-299	86	11	to	to	ADP
cte-299	86	12	gpu	gpu	NOUN
cte-299	86	13	accelerators	accelerator	NOUN
cte-299	86	14	to	to	PART
cte-299	86	15	solve	solve	VERB
cte-299	86	16	several	several	ADJ
cte-299	86	17	of	of	ADP
cte-299	86	18	the	the	DET
cte-299	86	19	practical	practical	ADJ
cte-299	86	20	exercises	exercise	NOUN
cte-299	86	21	and	and	CCONJ
cte-299	86	22	hand	hand	NOUN
cte-299	86	23	-	-	PUNCT
cte-299	86	24	in	in	ADP
cte-299	86	25	assignments	assignment	NOUN
cte-299	86	26	.	.	PUNCT
cte-299	87	1	2.2	2.2	NUM
cte-299	87	2	.	.	PUNCT
cte-299	88	1	erda	erda	PROPN
cte-299	88	2	erda	erda	PROPN
cte-299	88	3	provides	provide	VERB
cte-299	88	4	a	a	DET
cte-299	88	5	web	web	NOUN
cte-299	88	6	based	base	VERB
cte-299	88	7	data	data	NOUN
cte-299	88	8	management	management	NOUN
cte-299	88	9	platform	platform	NOUN
cte-299	88	10	across	across	ADP
cte-299	88	11	ucph	ucph	PROPN
cte-299	88	12	with	with	ADP
cte-299	88	13	a	a	DET
cte-299	88	14	primary	primary	ADJ
cte-299	88	15	focus	focus	NOUN
cte-299	88	16	on	on	ADP
cte-299	88	17	the	the	DET
cte-299	88	18	faculty	faculty	NOUN
cte-299	88	19	of	of	ADP
cte-299	88	20	science	science	NOUN
cte-299	88	21	.	.	PUNCT
cte-299	89	1	its	its	PRON
cte-299	89	2	primary	primary	ADJ
cte-299	89	3	role	role	NOUN
cte-299	89	4	is	be	AUX
cte-299	89	5	to	to	PART
cte-299	89	6	be	be	AUX
cte-299	89	7	a	a	DET
cte-299	89	8	data	data	NOUN
cte-299	89	9	repository	repository	NOUN
cte-299	89	10	for	for	ADP
cte-299	89	11	all	all	DET
cte-299	89	12	employees	employee	NOUN
cte-299	89	13	and	and	CCONJ
cte-299	89	14	students	student	NOUN
cte-299	89	15	across	across	ADP
cte-299	89	16	ucph	ucph	PROPN
cte-299	89	17	.	.	PUNCT
cte-299	90	1	through	through	ADP
cte-299	90	2	a	a	DET
cte-299	90	3	simple	simple	ADJ
cte-299	90	4	web	web	NOUN
cte-299	90	5	ui	ui	NOUN
cte-299	90	6	powered	power	VERB
cte-299	90	7	by	by	ADP
cte-299	90	8	a	a	DET
cte-299	90	9	combination	combination	NOUN
cte-299	90	10	of	of	ADP
cte-299	90	11	an	an	DET
cte-299	90	12	apache	apache	NOUN
cte-299	90	13	webserver	webserver	NOUN
cte-299	90	14	and	and	CCONJ
cte-299	90	15	a	a	DET
cte-299	90	16	python	python	NOUN
cte-299	90	17	based	base	VERB
cte-299	90	18	backend	backend	NOUN
cte-299	90	19	,	,	PUNCT
cte-299	90	20	users	user	NOUN
cte-299	90	21	are	be	AUX
cte-299	90	22	able	able	ADJ
cte-299	90	23	to	to	PART
cte-299	90	24	either	either	CCONJ
cte-299	90	25	interact	interact	VERB
cte-299	90	26	with	with	ADP
cte-299	90	27	the	the	DET
cte-299	90	28	different	different	ADJ
cte-299	90	29	services	service	NOUN
cte-299	90	30	through	through	ADP
cte-299	90	31	its	its	PRON
cte-299	90	32	navigation	navigation	NOUN
cte-299	90	33	menu	menu	NOUN
cte-299	90	34	,	,	PUNCT
cte-299	90	35	or	or	CCONJ
cte-299	90	36	a	a	DET
cte-299	90	37	user	user	NOUN
cte-299	90	38	’s	’s	PART
cte-299	90	39	individual	individual	ADJ
cte-299	90	40	files	file	NOUN
cte-299	90	41	and	and	CCONJ
cte-299	90	42	folders	folder	NOUN
cte-299	90	43	via	via	ADP
cte-299	90	44	its	its	PRON
cte-299	90	45	file	file	NOUN
cte-299	90	46	manager	manager	NOUN
cte-299	90	47	.	.	PUNCT
cte-299	91	1	an	an	DET
cte-299	91	2	example	example	NOUN
cte-299	91	3	of	of	ADP
cte-299	91	4	the	the	DET
cte-299	91	5	interface	interface	NOUN
cte-299	91	6	can	can	AUX
cte-299	91	7	be	be	AUX
cte-299	91	8	seen	see	VERB
cte-299	91	9	in	in	ADP
cte-299	91	10	figure	figure	NOUN
cte-299	91	11	1	1	NUM
cte-299	91	12	.	.	PUNCT
cte-299	92	1	the	the	DET
cte-299	92	2	platform	platform	NOUN
cte-299	92	3	itself	itself	PRON
cte-299	92	4	is	be	AUX
cte-299	92	5	a	a	DET
cte-299	92	6	ucph	ucph	NOUN
cte-299	92	7	-	-	PUNCT
cte-299	92	8	specific	specific	ADJ
cte-299	92	9	version	version	NOUN
cte-299	92	10	of	of	ADP
cte-299	92	11	the	the	DET
cte-299	92	12	open	open	ADJ
cte-299	92	13	source	source	NOUN
cte-299	92	14	minimum	minimum	NOUN
cte-299	92	15	intrusion	intrusion	NOUN
cte-299	92	16	grid	grid	NOUN
cte-299	92	17	(	(	PUNCT
cte-299	92	18	mig	mig	PROPN
cte-299	92	19	)	)	PUNCT
cte-299	93	1	[	[	X
cte-299	93	2	6	6	NUM
cte-299	93	3	]	]	PUNCT
cte-299	93	4	,	,	PUNCT
cte-299	93	5	that	that	PRON
cte-299	93	6	provides	provide	VERB
cte-299	93	7	multiple	multiple	ADJ
cte-299	93	8	data	datum	NOUN
cte-299	93	9	management	management	NOUN
cte-299	93	10	functionalities	functionality	NOUN
cte-299	93	11	.	.	PUNCT
cte-299	94	1	these	these	DET
cte-299	94	2	functionalities	functionality	NOUN
cte-299	94	3	includes	include	VERB
cte-299	94	4	easy	easy	ADJ
cte-299	94	5	and	and	CCONJ
cte-299	94	6	secure	secure	ADJ
cte-299	94	7	upload	upload	NOUN
cte-299	94	8	of	of	ADP
cte-299	94	9	datasets	dataset	NOUN
cte-299	94	10	,	,	PUNCT
cte-299	94	11	simple	simple	ADJ
cte-299	94	12	access	access	NOUN
cte-299	94	13	mechanisms	mechanism	NOUN
cte-299	94	14	through	through	ADP
cte-299	94	15	a	a	DET
cte-299	94	16	web	web	NOUN
cte-299	94	17	file	file	NOUN
cte-299	94	18	manager	manager	NOUN
cte-299	94	19	,	,	PUNCT
cte-299	94	20	and	and	CCONJ
cte-299	94	21	the	the	DET
cte-299	94	22	ability	ability	NOUN
cte-299	94	23	to	to	PART
cte-299	94	24	establish	establish	VERB
cte-299	94	25	collaboration	collaboration	NOUN
cte-299	94	26	and	and	CCONJ
cte-299	94	27	data	datum	NOUN
cte-299	94	28	sharing	sharing	NOUN
cte-299	94	29	between	between	ADP
cte-299	94	30	users	user	NOUN
cte-299	94	31	through	through	ADP
cte-299	94	32	workgroups	workgroup	NOUN
cte-299	94	33	.	.	PUNCT
cte-299	95	1	2.3	2.3	NUM
cte-299	95	2	.	.	PUNCT
cte-299	96	1	jupyter	jupyter	ADJ
cte-299	96	2	project	project	NOUN
cte-299	96	3	jupyter	jupyter	ADV
cte-299	97	1	[	[	X
cte-299	97	2	40	40	NUM
cte-299	97	3	]	]	PUNCT
cte-299	97	4	develops	develop	VERB
cte-299	97	5	a	a	DET
cte-299	97	6	variety	variety	NOUN
cte-299	97	7	of	of	ADP
cte-299	97	8	open	open	ADJ
cte-299	97	9	source	source	NOUN
cte-299	97	10	tools	tool	NOUN
cte-299	97	11	.	.	PUNCT
cte-299	98	1	these	these	DET
cte-299	98	2	tools	tool	NOUN
cte-299	98	3	aim	aim	VERB
cte-299	98	4	at	at	ADP
cte-299	98	5	supporting	support	VERB
cte-299	98	6	interactive	interactive	ADJ
cte-299	98	7	data	datum	NOUN
cte-299	98	8	science	science	NOUN
cte-299	98	9	,	,	PUNCT
cte-299	98	10	and	and	CCONJ
cte-299	98	11	scientific	scientific	ADJ
cte-299	98	12	computing	computing	NOUN
cte-299	98	13	in	in	ADP
cte-299	98	14	general	general	ADJ
cte-299	98	15	.	.	PUNCT
cte-299	99	1	the	the	DET
cte-299	99	2	foundation	foundation	NOUN
cte-299	99	3	of	of	ADP
cte-299	99	4	these	these	PRON
cte-299	99	5	is	be	AUX
cte-299	99	6	the	the	DET
cte-299	99	7	ipython	ipython	NOUN
cte-299	99	8	notebook	notebook	NOUN
cte-299	99	9	(	(	PUNCT
cte-299	99	10	.ipynb	.ipynb	NOUN
cte-299	99	11	)	)	PUNCT
cte-299	99	12	format	format	NOUN
cte-299	99	13	(	(	PUNCT
cte-299	99	14	evolved	evolve	VERB
cte-299	99	15	out	out	ADP
cte-299	99	16	of	of	ADP
cte-299	99	17	the	the	DET
cte-299	99	18	ipython	ipython	NOUN
cte-299	99	19	project	project	NOUN
cte-299	99	20	[	[	X
cte-299	99	21	36	36	NUM
cte-299	99	22	]	]	PUNCT
cte-299	99	23	)	)	PUNCT
cte-299	99	24	.	.	PUNCT
cte-299	100	1	this	this	DET
cte-299	100	2	format	format	NOUN
cte-299	100	3	is	be	AUX
cte-299	100	4	based	base	VERB
cte-299	100	5	on	on	ADP
cte-299	100	6	interpreting	interpret	VERB
cte-299	100	7	special	special	ADJ
cte-299	100	8	segments	segment	NOUN
cte-299	100	9	of	of	ADP
cte-299	100	10	a	a	DET
cte-299	100	11	json	json	NOUN
cte-299	100	12	document	document	NOUN
cte-299	100	13	as	as	ADP
cte-299	100	14	source	source	NOUN
cte-299	100	15	code	code	NOUN
cte-299	100	16	,	,	PUNCT
cte-299	100	17	which	which	PRON
cte-299	100	18	can	can	AUX
cte-299	100	19	be	be	AUX
cte-299	100	20	executed	execute	VERB
cte-299	100	21	by	by	ADP
cte-299	100	22	a	a	DET
cte-299	100	23	custom	custom	NOUN
cte-299	100	24	programming	programming	NOUN
cte-299	100	25	language	language	NOUN
cte-299	100	26	runtime	runtime	NOUN
cte-299	100	27	environment	environment	NOUN
cte-299	100	28	,	,	PUNCT
cte-299	100	29	also	also	ADV
cte-299	100	30	known	know	VERB
cte-299	100	31	as	as	ADP
cte-299	100	32	a	a	DET
cte-299	100	33	kernel	kernel	NOUN
cte-299	100	34	.	.	PUNCT
cte-299	101	1	the	the	DET
cte-299	101	2	jupyterlab	jupyterlab	PROPN
cte-299	102	1	[	[	X
cte-299	102	2	38	38	NUM
cte-299	102	3	]	]	PUNCT
cte-299	102	4	interface	interface	NOUN
cte-299	102	5	(	(	PUNCT
cte-299	102	6	as	as	SCONJ
cte-299	102	7	shown	show	VERB
cte-299	102	8	in	in	ADP
cte-299	102	9	figure	figure	NOUN
cte-299	102	10	2	2	NUM
cte-299	102	11	)	)	PUNCT
cte-299	102	12	is	be	AUX
cte-299	102	13	the	the	DET
cte-299	102	14	standard	standard	ADJ
cte-299	102	15	web	web	NOUN
cte-299	102	16	interface	interface	NOUN
cte-299	102	17	for	for	ADP
cte-299	102	18	interacting	interact	VERB
cte-299	102	19	with	with	ADP
cte-299	102	20	the	the	DET
cte-299	102	21	underlying	underlying	ADJ
cte-299	102	22	notebooks	notebook	NOUN
cte-299	102	23	.	.	PUNCT
cte-299	103	1	jupyterhub	jupyterhub	PROPN
cte-299	104	1	[	[	X
cte-299	104	2	39	39	NUM
cte-299	104	3	]	]	PUNCT
cte-299	104	4	is	be	AUX
cte-299	104	5	the	the	DET
cte-299	104	6	de	de	ADJ
cte-299	104	7	-	-	ADJ
cte-299	104	8	facto	facto	X
cte-299	104	9	standard	standard	NOUN
cte-299	104	10	to	to	PART
cte-299	104	11	enable	enable	VERB
cte-299	104	12	multiple	multiple	ADJ
cte-299	104	13	users	user	NOUN
cte-299	104	14	to	to	PART
cte-299	104	15	utilize	utilize	VERB
cte-299	104	16	the	the	DET
cte-299	104	17	same	same	ADJ
cte-299	104	18	compute	compute	NOUN
cte-299	104	19	resources	resource	NOUN
cte-299	104	20	for	for	ADP
cte-299	104	21	individual	individual	ADJ
cte-299	104	22	jupyter	jupyter	ADJ
cte-299	104	23	notebook	notebook	NOUN
cte-299	104	24	/	/	SYM
cte-299	104	25	lab	lab	NOUN
cte-299	104	26	sessions	session	NOUN
cte-299	104	27	.	.	PUNCT
cte-299	105	1	it	it	PRON
cte-299	105	2	does	do	VERB
cte-299	105	3	this	this	PRON
cte-299	105	4	through	through	ADP
cte-299	105	5	its	its	PRON
cte-299	105	6	own	own	ADJ
cte-299	105	7	web	web	NOUN
cte-299	105	8	interface	interface	NOUN
cte-299	105	9	gateway	gateway	NOUN
cte-299	105	10	and	and	CCONJ
cte-299	105	11	backend	backend	NOUN
cte-299	105	12	database	database	NOUN
cte-299	105	13	,	,	PUNCT
cte-299	105	14	to	to	PART
cte-299	105	15	segment	segment	VERB
cte-299	105	16	and	and	CCONJ
cte-299	105	17	register	register	VERB
cte-299	105	18	individual	individual	ADJ
cte-299	105	19	users	user	NOUN
cte-299	105	20	before	before	ADP
cte-299	105	21	allowing	allow	VERB
cte-299	105	22	them	they	PRON
cte-299	105	23	to	to	PART
cte-299	105	24	start	start	VERB
cte-299	105	25	a	a	DET
cte-299	105	26	jupyter	jupyter	ADJ
cte-299	105	27	session	session	NOUN
cte-299	105	28	.	.	PUNCT
cte-299	106	1	441	441	NUM
cte-299	106	2	cte	cte	NOUN
cte-299	106	3	workshop	workshop	NOUN
cte-299	106	4	proceedings	proceeding	NOUN
cte-299	106	5	,	,	PUNCT
cte-299	106	6	2021	2021	NUM
cte-299	106	7	,	,	PUNCT
cte-299	106	8	vol	vol	NOUN
cte-299	106	9	.	.	NOUN
cte-299	106	10	8	8	NUM
cte-299	106	11	:	:	PUNCT
cte-299	106	12	cte-2020	cte-2020	NOUN
cte-299	106	13	,	,	PUNCT
cte-299	106	14	pp	pp	X
cte-299	106	15	.	.	PUNCT
cte-299	107	1	438	438	NUM
cte-299	107	2	-	-	PUNCT
cte-299	107	3	457	457	NUM
cte-299	107	4	figure	figure	NOUN
cte-299	107	5	1	1	NUM
cte-299	107	6	:	:	PUNCT
cte-299	107	7	erda	erda	ADJ
cte-299	107	8	interface	interface	NOUN
cte-299	107	9	give	give	VERB
cte-299	107	10	adequate	adequate	ADJ
cte-299	107	11	and	and	CCONJ
cte-299	107	12	reliably	reliably	ADV
cte-299	107	13	answers	answer	NOUN
cte-299	107	14	are	be	AUX
cte-299	107	15	immense	immense	ADJ
cte-299	107	16	.	.	PUNCT
cte-299	108	1	the	the	DET
cte-299	108	2	inherent	inherent	ADJ
cte-299	108	3	independence	independence	NOUN
cte-299	108	4	of	of	ADP
cte-299	108	5	these	these	DET
cte-299	108	6	calculations	calculation	NOUN
cte-299	108	7	,	,	PUNCT
cte-299	108	8	makes	make	VERB
cte-299	108	9	them	they	PRON
cte-299	108	10	suitable	suitable	ADJ
cte-299	108	11	for	for	ADP
cte-299	108	12	being	be	AUX
cte-299	108	13	performed	perform	VERB
cte-299	108	14	in	in	ADP
cte-299	108	15	parallel	parallel	NOUN
cte-299	108	16	,	,	PUNCT
cte-299	108	17	making	make	VERB
cte-299	108	18	it	it	PRON
cte-299	108	19	hugely	hugely	ADV
cte-299	108	20	beneficial	beneficial	ADJ
cte-299	108	21	to	to	PART
cte-299	108	22	utilize	utilize	VERB
cte-299	108	23	gpus	gpu	NOUN
cte-299	108	24	.	.	PUNCT
cte-299	109	1	[	[	X
cte-299	109	2	17	17	NUM
cte-299	109	3	]	]	PUNCT
cte-299	109	4	.	.	PUNCT
cte-299	109	5	given	give	VERB
cte-299	109	6	that	that	SCONJ
cte-299	109	7	the	the	DET
cte-299	109	8	dag	dag	PROPN
cte-299	109	9	service	service	NOUN
cte-299	109	10	was	be	AUX
cte-299	109	11	an	an	DET
cte-299	109	12	established	establish	VERB
cte-299	109	13	service	service	NOUN
cte-299	109	14	at	at	ADP
cte-299	109	15	ucph	ucph	PROPN
cte-299	109	16	for	for	ADP
cte-299	109	17	data	datum	NOUN
cte-299	109	18	analysing	analysing	NOUN
cte-299	109	19	and	and	CCONJ
cte-299	109	20	programming	programming	NOUN
cte-299	109	21	in	in	ADP
cte-299	109	22	teaching	teach	VERB
cte-299	109	23	bachelor	bachelor	NOUN
cte-299	109	24	and	and	CCONJ
cte-299	109	25	master	master	NOUN
cte-299	109	26	students	student	NOUN
cte-299	109	27	,	,	PUNCT
cte-299	109	28	it	it	PRON
cte-299	109	29	seemed	seem	VERB
cte-299	109	30	the	the	DET
cte-299	109	31	ideal	ideal	ADJ
cte-299	109	32	candidate	candidate	NOUN
cte-299	109	33	to	to	PART
cte-299	109	34	enable	enable	VERB
cte-299	109	35	with	with	ADP
cte-299	109	36	access	access	NOUN
cte-299	109	37	to	to	ADP
cte-299	109	38	cloud	cloud	ADJ
cte-299	109	39	resources	resource	NOUN
cte-299	109	40	with	with	ADP
cte-299	109	41	accelerator	accelerator	NOUN
cte-299	109	42	technology	technology	NOUN
cte-299	109	43	.	.	PUNCT
cte-299	110	1	for	for	ADP
cte-299	110	2	instance	instance	NOUN
cte-299	110	3	,	,	PUNCT
cte-299	110	4	courses	course	NOUN
cte-299	110	5	such	such	ADJ
cte-299	110	6	as	as	ADP
cte-299	110	7	introduction	introduction	NOUN
cte-299	110	8	to	to	ADP
cte-299	110	9	computing	compute	VERB
cte-299	110	10	for	for	ADP
cte-299	110	11	physicists	physicist	NOUN
cte-299	110	12	(	(	PUNCT
cte-299	110	13	abbreviated	abbreviate	VERB
cte-299	110	14	to	to	PART
cte-299	110	15	datf	datf	VERB
cte-299	110	16	in	in	ADP
cte-299	110	17	danish	danish	PROPN
cte-299	110	18	)	)	PUNCT
cte-299	111	1	[	[	X
cte-299	111	2	18	18	NUM
cte-299	111	3	]	]	PUNCT
cte-299	111	4	,	,	PUNCT
cte-299	111	5	applied	apply	VERB
cte-299	111	6	statistics	statistic	NOUN
cte-299	111	7	:	:	PUNCT
cte-299	111	8	from	from	ADP
cte-299	111	9	data	datum	NOUN
cte-299	111	10	to	to	ADP
cte-299	111	11	results	result	NOUN
cte-299	111	12	(	(	PUNCT
cte-299	111	13	appstat	appstat	NOUN
cte-299	111	14	)	)	PUNCT
cte-299	112	1	[	[	X
cte-299	112	2	19	19	NUM
cte-299	112	3	]	]	PUNCT
cte-299	112	4	,	,	PUNCT
cte-299	112	5	and	and	CCONJ
cte-299	112	6	high	high	ADJ
cte-299	112	7	performance	performance	NOUN
cte-299	112	8	parallel	parallel	NOUN
cte-299	112	9	computing	computing	NOUN
cte-299	112	10	(	(	PUNCT
cte-299	112	11	hppc	hppc	NOUN
cte-299	112	12	)	)	PUNCT
cte-299	113	1	[	[	X
cte-299	113	2	20	20	NUM
cte-299	113	3	]	]	PUNCT
cte-299	113	4	,	,	PUNCT
cte-299	113	5	all	all	PRON
cte-299	113	6	would	would	AUX
cte-299	113	7	benefit	benefit	VERB
cte-299	113	8	from	from	ADP
cte-299	113	9	having	have	VERB
cte-299	113	10	access	access	NOUN
cte-299	113	11	to	to	ADP
cte-299	113	12	gpu	gpu	NOUN
cte-299	113	13	accelerators	accelerator	NOUN
cte-299	113	14	to	to	PART
cte-299	113	15	solve	solve	VERB
cte-299	113	16	several	several	ADJ
cte-299	113	17	of	of	ADP
cte-299	113	18	the	the	DET
cte-299	113	19	practical	practical	ADJ
cte-299	113	20	exercises	exercise	NOUN
cte-299	113	21	and	and	CCONJ
cte-299	113	22	hand	hand	NOUN
cte-299	113	23	-	-	PUNCT
cte-299	113	24	in	in	ADP
cte-299	113	25	assignments	assignment	NOUN
cte-299	113	26	.	.	PUNCT
cte-299	114	1	2.2	2.2	NUM
cte-299	114	2	.	.	PUNCT
cte-299	115	1	erda	erda	PROPN
cte-299	115	2	erda	erda	PROPN
cte-299	115	3	provides	provide	VERB
cte-299	115	4	a	a	DET
cte-299	115	5	web	web	NOUN
cte-299	115	6	based	base	VERB
cte-299	115	7	data	data	NOUN
cte-299	115	8	management	management	NOUN
cte-299	115	9	platform	platform	NOUN
cte-299	115	10	across	across	ADP
cte-299	115	11	ucph	ucph	PROPN
cte-299	115	12	with	with	ADP
cte-299	115	13	a	a	DET
cte-299	115	14	primary	primary	ADJ
cte-299	115	15	focus	focus	NOUN
cte-299	115	16	on	on	ADP
cte-299	115	17	the	the	DET
cte-299	115	18	faculty	faculty	NOUN
cte-299	115	19	of	of	ADP
cte-299	115	20	science	science	NOUN
cte-299	115	21	.	.	PUNCT
cte-299	116	1	its	its	PRON
cte-299	116	2	primary	primary	ADJ
cte-299	116	3	role	role	NOUN
cte-299	116	4	is	be	AUX
cte-299	116	5	to	to	PART
cte-299	116	6	be	be	AUX
cte-299	116	7	a	a	DET
cte-299	116	8	data	data	NOUN
cte-299	116	9	repository	repository	NOUN
cte-299	116	10	for	for	ADP
cte-299	116	11	all	all	DET
cte-299	116	12	employees	employee	NOUN
cte-299	116	13	and	and	CCONJ
cte-299	116	14	students	student	NOUN
cte-299	116	15	across	across	ADP
cte-299	116	16	ucph	ucph	PROPN
cte-299	116	17	.	.	PUNCT
cte-299	117	1	through	through	ADP
cte-299	117	2	a	a	DET
cte-299	117	3	simple	simple	ADJ
cte-299	117	4	web	web	NOUN
cte-299	117	5	ui	ui	NOUN
cte-299	117	6	powered	power	VERB
cte-299	117	7	by	by	ADP
cte-299	117	8	a	a	DET
cte-299	117	9	combination	combination	NOUN
cte-299	117	10	of	of	ADP
cte-299	117	11	an	an	DET
cte-299	117	12	apache	apache	NOUN
cte-299	117	13	webserver	webserver	NOUN
cte-299	117	14	and	and	CCONJ
cte-299	117	15	a	a	DET
cte-299	117	16	python	python	NOUN
cte-299	117	17	based	base	VERB
cte-299	117	18	backend	backend	NOUN
cte-299	117	19	,	,	PUNCT
cte-299	117	20	users	user	NOUN
cte-299	117	21	are	be	AUX
cte-299	117	22	able	able	ADJ
cte-299	117	23	to	to	PART
cte-299	117	24	either	either	CCONJ
cte-299	117	25	interact	interact	VERB
cte-299	117	26	with	with	ADP
cte-299	117	27	the	the	DET
cte-299	117	28	different	different	ADJ
cte-299	117	29	services	service	NOUN
cte-299	117	30	through	through	ADP
cte-299	117	31	its	its	PRON
cte-299	117	32	navigation	navigation	NOUN
cte-299	117	33	menu	menu	NOUN
cte-299	117	34	,	,	PUNCT
cte-299	117	35	or	or	CCONJ
cte-299	117	36	a	a	DET
cte-299	117	37	user	user	NOUN
cte-299	117	38	’s	’s	PART
cte-299	117	39	individual	individual	ADJ
cte-299	117	40	files	file	NOUN
cte-299	117	41	and	and	CCONJ
cte-299	117	42	folders	folder	NOUN
cte-299	117	43	via	via	ADP
cte-299	117	44	its	its	PRON
cte-299	117	45	file	file	NOUN
cte-299	117	46	manager	manager	NOUN
cte-299	117	47	.	.	PUNCT
cte-299	118	1	an	an	DET
cte-299	118	2	example	example	NOUN
cte-299	118	3	of	of	ADP
cte-299	118	4	the	the	DET
cte-299	118	5	interface	interface	NOUN
cte-299	118	6	can	can	AUX
cte-299	118	7	be	be	AUX
cte-299	118	8	seen	see	VERB
cte-299	118	9	in	in	ADP
cte-299	118	10	figure	figure	NOUN
cte-299	118	11	1	1	NUM
cte-299	118	12	.	.	PUNCT
cte-299	119	1	the	the	DET
cte-299	119	2	platform	platform	NOUN
cte-299	119	3	itself	itself	PRON
cte-299	119	4	is	be	AUX
cte-299	119	5	a	a	DET
cte-299	119	6	ucph	ucph	NOUN
cte-299	119	7	-	-	PUNCT
cte-299	119	8	specific	specific	ADJ
cte-299	119	9	version	version	NOUN
cte-299	119	10	of	of	ADP
cte-299	119	11	the	the	DET
cte-299	119	12	open	open	ADJ
cte-299	119	13	source	source	NOUN
cte-299	119	14	minimum	minimum	NOUN
cte-299	119	15	intrusion	intrusion	NOUN
cte-299	119	16	grid	grid	NOUN
cte-299	119	17	(	(	PUNCT
cte-299	119	18	mig	mig	PROPN
cte-299	119	19	)	)	PUNCT
cte-299	120	1	[	[	X
cte-299	120	2	21	21	NUM
cte-299	120	3	]	]	PUNCT
cte-299	120	4	,	,	PUNCT
cte-299	120	5	that	that	PRON
cte-299	120	6	provides	provide	VERB
cte-299	120	7	multiple	multiple	ADJ
cte-299	120	8	data	datum	NOUN
cte-299	120	9	management	management	NOUN
cte-299	120	10	functionalities	functionality	NOUN
cte-299	120	11	.	.	PUNCT
cte-299	121	1	these	these	DET
cte-299	121	2	functionalities	functionality	NOUN
cte-299	121	3	includes	include	VERB
cte-299	121	4	easy	easy	ADJ
cte-299	121	5	and	and	CCONJ
cte-299	121	6	secure	secure	ADJ
cte-299	121	7	upload	upload	NOUN
cte-299	121	8	of	of	ADP
cte-299	121	9	datasets	dataset	NOUN
cte-299	121	10	,	,	PUNCT
cte-299	121	11	simple	simple	ADJ
cte-299	121	12	access	access	NOUN
cte-299	121	13	mechanisms	mechanism	NOUN
cte-299	121	14	through	through	ADP
cte-299	121	15	a	a	DET
cte-299	121	16	web	web	NOUN
cte-299	121	17	file	file	NOUN
cte-299	121	18	manager	manager	NOUN
cte-299	121	19	,	,	PUNCT
cte-299	121	20	and	and	CCONJ
cte-299	121	21	the	the	DET
cte-299	121	22	ability	ability	NOUN
cte-299	121	23	to	to	PART
cte-299	121	24	establish	establish	VERB
cte-299	121	25	collaboration	collaboration	NOUN
cte-299	121	26	and	and	CCONJ
cte-299	121	27	data	datum	NOUN
cte-299	121	28	sharing	sharing	NOUN
cte-299	121	29	between	between	ADP
cte-299	121	30	users	user	NOUN
cte-299	121	31	through	through	ADP
cte-299	121	32	workgroups	workgroup	NOUN
cte-299	121	33	.	.	PUNCT
cte-299	122	1	figure	figure	NOUN
cte-299	122	2	1	1	NUM
cte-299	122	3	:	:	PUNCT
cte-299	122	4	erda	erda	ADJ
cte-299	122	5	interface	interface	NOUN
cte-299	122	6	in	in	ADP
cte-299	122	7	addition	addition	NOUN
cte-299	122	8	,	,	PUNCT
cte-299	122	9	jupyterhub	jupyterhub	NOUN
cte-299	122	10	allows	allow	VERB
cte-299	122	11	for	for	ADP
cte-299	122	12	the	the	DET
cte-299	122	13	extension	extension	NOUN
cte-299	122	14	of	of	ADP
cte-299	122	15	both	both	DET
cte-299	122	16	custom	custom	NOUN
cte-299	122	17	spawners	spawner	NOUN
cte-299	122	18	and	and	CCONJ
cte-299	122	19	authenticators	authenticator	NOUN
cte-299	122	20	,	,	PUNCT
cte-299	122	21	enabling	enable	VERB
cte-299	122	22	3rd	3rd	PROPN
cte-299	122	23	party	party	NOUN
cte-299	122	24	implementations	implementation	NOUN
cte-299	122	25	.	.	PUNCT
cte-299	123	1	the	the	DET
cte-299	123	2	authenticator	authenticator	NOUN
cte-299	123	3	is	be	AUX
cte-299	123	4	in	in	ADP
cte-299	123	5	charge	charge	NOUN
cte-299	123	6	of	of	ADP
cte-299	123	7	validating	validate	VERB
cte-299	123	8	that	that	SCONJ
cte-299	123	9	a	a	DET
cte-299	123	10	particular	particular	ADJ
cte-299	123	11	request	request	NOUN
cte-299	123	12	is	be	AUX
cte-299	123	13	from	from	ADP
cte-299	123	14	an	an	DET
cte-299	123	15	authentic	authentic	ADJ
cte-299	123	16	user	user	NOUN
cte-299	123	17	.	.	PUNCT
cte-299	124	1	the	the	DET
cte-299	124	2	responsibility	responsibility	NOUN
cte-299	124	3	of	of	ADP
cte-299	124	4	the	the	DET
cte-299	124	5	spawner	spawner	NOUN
cte-299	124	6	is	be	AUX
cte-299	124	7	how	how	SCONJ
cte-299	124	8	a	a	DET
cte-299	124	9	jupyter	jupyter	ADJ
cte-299	124	10	session	session	NOUN
cte-299	124	11	is	be	AUX
cte-299	124	12	to	to	PART
cte-299	124	13	be	be	AUX
cte-299	124	14	scheduled	schedule	VERB
cte-299	124	15	on	on	ADP
cte-299	124	16	a	a	DET
cte-299	124	17	resource	resource	NOUN
cte-299	124	18	.	.	PUNCT
cte-299	125	1	currently	currently	ADV
cte-299	125	2	there	there	PRON
cte-299	125	3	exist	exist	VERB
cte-299	125	4	only	only	ADV
cte-299	125	5	static	static	ADJ
cte-299	125	6	spawners	spawner	NOUN
cte-299	125	7	that	that	PRON
cte-299	125	8	utilize	utilize	VERB
cte-299	125	9	either	either	CCONJ
cte-299	125	10	preconfigured	preconfigured	ADJ
cte-299	125	11	resources	resource	NOUN
cte-299	125	12	that	that	PRON
cte-299	125	13	have	have	AUX
cte-299	125	14	been	be	AUX
cte-299	125	15	deployed	deploy	VERB
cte-299	125	16	via	via	ADP
cte-299	125	17	batch	batch	NOUN
cte-299	125	18	,	,	PUNCT
cte-299	125	19	or	or	CCONJ
cte-299	125	20	container	container	NOUN
cte-299	125	21	spawners	spawner	NOUN
cte-299	125	22	,	,	PUNCT
cte-299	125	23	or	or	CCONJ
cte-299	125	24	at	at	ADP
cte-299	125	25	selective	selective	ADJ
cte-299	125	26	cloud	cloud	NOUN
cte-299	125	27	providers	provider	NOUN
cte-299	125	28	such	such	ADJ
cte-299	125	29	as	as	ADP
cte-299	125	30	aws	aw	NOUN
cte-299	125	31	[	[	X
cte-299	125	32	9	9	NUM
cte-299	125	33	]	]	PUNCT
cte-299	125	34	.	.	PUNCT
cte-299	126	1	as	as	ADP
cte-299	126	2	an	an	DET
cte-299	126	3	exception	exception	NOUN
cte-299	126	4	to	to	ADP
cte-299	126	5	this	this	PRON
cte-299	126	6	,	,	PUNCT
cte-299	126	7	the	the	DET
cte-299	126	8	wrapspawner	wrapspawner	NOUN
cte-299	126	9	[	[	X
cte-299	126	10	60	60	NUM
cte-299	126	11	]	]	PUNCT
cte-299	126	12	allows	allow	VERB
cte-299	126	13	for	for	ADP
cte-299	126	14	dynamic	dynamic	ADJ
cte-299	126	15	user	user	NOUN
cte-299	126	16	selections	selection	NOUN
cte-299	126	17	through	through	ADP
cte-299	126	18	predefined	predefine	VERB
cte-299	126	19	provides	provide	NOUN
cte-299	126	20	.	.	PUNCT
cte-299	127	1	however	however	ADV
cte-299	127	2	,	,	PUNCT
cte-299	127	3	these	these	DET
cte-299	127	4	profiles	profile	NOUN
cte-299	127	5	can	can	AUX
cte-299	127	6	not	not	PART
cte-299	127	7	be	be	AUX
cte-299	127	8	changed	change	VERB
cte-299	127	9	after	after	SCONJ
cte-299	127	10	the	the	DET
cte-299	127	11	jupyterhub	jupyterhub	NOUN
cte-299	127	12	service	service	NOUN
cte-299	127	13	is	be	AUX
cte-299	127	14	launched	launch	VERB
cte-299	127	15	,	,	PUNCT
cte-299	127	16	making	make	VERB
cte-299	127	17	it	it	PRON
cte-299	127	18	impossible	impossible	ADJ
cte-299	127	19	to	to	PART
cte-299	127	20	dynamically	dynamically	ADV
cte-299	127	21	change	change	VERB
cte-299	127	22	the	the	DET
cte-299	127	23	set	set	NOUN
cte-299	127	24	of	of	ADP
cte-299	127	25	supported	support	VERB
cte-299	127	26	resources	resource	NOUN
cte-299	127	27	and	and	CCONJ
cte-299	127	28	providers	provider	NOUN
cte-299	127	29	.	.	PUNCT
cte-299	128	1	therefore	therefore	ADV
cte-299	128	2	it	it	PRON
cte-299	128	3	would	would	AUX
cte-299	128	4	be	be	AUX
cte-299	128	5	of	of	ADP
cte-299	128	6	benefit	benefit	NOUN
cte-299	128	7	if	if	SCONJ
cte-299	128	8	a	a	DET
cte-299	128	9	spawner	spawner	NOUN
cte-299	128	10	extended	extend	VERB
cte-299	128	11	the	the	DET
cte-299	128	12	wrapspawner	wrapspawner	NOUN
cte-299	128	13	’s	’s	PART
cte-299	128	14	existing	exist	VERB
cte-299	128	15	capabilities	capability	NOUN
cte-299	128	16	with	with	ADP
cte-299	128	17	the	the	DET
cte-299	128	18	ability	ability	NOUN
cte-299	128	19	to	to	PART
cte-299	128	20	dynamically	dynamically	ADV
cte-299	128	21	add	add	VERB
cte-299	128	22	or	or	CCONJ
cte-299	128	23	remove	remove	VERB
cte-299	128	24	providers	provider	NOUN
cte-299	128	25	and	and	CCONJ
cte-299	128	26	resources	resource	NOUN
cte-299	128	27	.	.	PUNCT
cte-299	129	1	3	3	X
cte-299	129	2	.	.	X
cte-299	129	3	related	relate	VERB
cte-299	129	4	work	work	NOUN
cte-299	129	5	as	as	SCONJ
cte-299	129	6	presented	present	VERB
cte-299	129	7	in	in	ADP
cte-299	129	8	[	[	X
cte-299	129	9	41	41	NUM
cte-299	129	10	]	]	PUNCT
cte-299	129	11	,	,	PUNCT
cte-299	129	12	web	web	NOUN
cte-299	129	13	-	-	PUNCT
cte-299	129	14	based	base	VERB
cte-299	129	15	learning	learning	NOUN
cte-299	129	16	by	by	ADP
cte-299	129	17	utilizing	utilize	VERB
cte-299	129	18	cloud	cloud	NOUN
cte-299	129	19	services	service	NOUN
cte-299	129	20	and	and	CCONJ
cte-299	129	21	platforms	platform	NOUN
cte-299	129	22	as	as	ADP
cte-299	129	23	part	part	NOUN
cte-299	129	24	of	of	ADP
cte-299	129	25	the	the	DET
cte-299	129	26	curriculum	curriculum	NOUN
cte-299	129	27	is	be	AUX
cte-299	129	28	not	not	PART
cte-299	129	29	only	only	ADV
cte-299	129	30	feasible	feasible	ADJ
cte-299	129	31	,	,	PUNCT
cte-299	129	32	but	but	CCONJ
cte-299	129	33	advisable	advisable	ADJ
cte-299	129	34	.	.	PUNCT
cte-299	130	1	in	in	ADP
cte-299	130	2	particular	particular	ADJ
cte-299	130	3	,	,	PUNCT
cte-299	130	4	when	when	SCONJ
cte-299	130	5	it	it	PRON
cte-299	130	6	comes	come	VERB
cte-299	130	7	to	to	ADP
cte-299	130	8	courses	course	NOUN
cte-299	130	9	with	with	ADP
cte-299	130	10	programming	programming	NOUN
cte-299	130	11	activities	activity	NOUN
cte-299	130	12	for	for	ADP
cte-299	130	13	students	student	NOUN
cte-299	130	14	,	,	PUNCT
cte-299	130	15	educational	educational	ADJ
cte-299	130	16	institutions	institution	NOUN
cte-299	130	17	should	should	AUX
cte-299	130	18	enable	enable	VERB
cte-299	130	19	access	access	NOUN
cte-299	130	20	to	to	ADP
cte-299	130	21	innovative	innovative	ADJ
cte-299	130	22	web	web	NOUN
cte-299	130	23	-	-	PUNCT
cte-299	130	24	based	base	VERB
cte-299	130	25	technologies	technology	NOUN
cte-299	130	26	that	that	PRON
cte-299	130	27	supports	support	VERB
cte-299	130	28	their	their	PRON
cte-299	130	29	learning	learning	NOUN
cte-299	130	30	.	.	PUNCT
cte-299	131	1	these	these	PRON
cte-299	131	2	include	include	VERB
cte-299	131	3	interactive	interactive	ADJ
cte-299	131	4	programming	programming	NOUN
cte-299	131	5	,	,	PUNCT
cte-299	131	6	442	442	NUM
cte-299	131	7	cte	cte	NOUN
cte-299	131	8	workshop	workshop	NOUN
cte-299	131	9	proceedings	proceeding	NOUN
cte-299	131	10	,	,	PUNCT
cte-299	131	11	2021	2021	NUM
cte-299	131	12	,	,	PUNCT
cte-299	131	13	vol	vol	NOUN
cte-299	131	14	.	.	NOUN
cte-299	131	15	8	8	NUM
cte-299	131	16	:	:	PUNCT
cte-299	131	17	cte-2020	cte-2020	NOUN
cte-299	131	18	,	,	PUNCT
cte-299	131	19	pp	pp	X
cte-299	131	20	.	.	PUNCT
cte-299	132	1	438	438	NUM
cte-299	132	2	-	-	PUNCT
cte-299	132	3	457	457	NUM
cte-299	132	4	figure	figure	NOUN
cte-299	132	5	2	2	NUM
cte-299	132	6	:	:	PUNCT
cte-299	132	7	jupyterlab	jupyterlab	PROPN
cte-299	132	8	interface	interface	PROPN
cte-299	132	9	[	[	X
cte-299	132	10	36	36	NUM
cte-299	132	11	]	]	PUNCT
cte-299	132	12	.	.	PUNCT
cte-299	133	1	all	all	PRON
cte-299	133	2	of	of	ADP
cte-299	133	3	these	these	DET
cte-299	133	4	online	online	ADJ
cte-299	133	5	options	option	NOUN
cte-299	133	6	,	,	PUNCT
cte-299	133	7	have	have	VERB
cte-299	133	8	the	the	DET
cte-299	133	9	following	following	NOUN
cte-299	133	10	in	in	ADP
cte-299	133	11	common	common	ADJ
cte-299	133	12	.	.	PUNCT
cte-299	134	1	they	they	PRON
cte-299	134	2	all	all	PRON
cte-299	134	3	have	have	VERB
cte-299	134	4	free	free	ADJ
cte-299	134	5	tier	tier	NOUN
cte-299	134	6	plans	plan	NOUN
cte-299	134	7	available	available	ADJ
cte-299	134	8	with	with	ADP
cte-299	134	9	certain	certain	ADJ
cte-299	134	10	hardware	hardware	NOUN
cte-299	134	11	and	and	CCONJ
cte-299	134	12	usage	usage	NOUN
cte-299	134	13	limitations	limitation	NOUN
cte-299	134	14	.	.	PUNCT
cte-299	135	1	all	all	PRON
cte-299	135	2	are	be	AUX
cte-299	135	3	run	run	VERB
cte-299	135	4	entirely	entirely	ADV
cte-299	135	5	in	in	ADP
cte-299	135	6	the	the	DET
cte-299	135	7	web	web	NOUN
cte-299	135	8	browser	browser	NOUN
cte-299	135	9	and	and	CCONJ
cte-299	135	10	do	do	AUX
cte-299	135	11	n’t	not	PART
cte-299	135	12	require	require	VERB
cte-299	135	13	anything	anything	PRON
cte-299	135	14	to	to	PART
cte-299	135	15	be	be	AUX
cte-299	135	16	installed	instal	VERB
cte-299	135	17	locally	locally	ADV
cte-299	135	18	.	.	PUNCT
cte-299	136	1	at	at	ADP
cte-299	136	2	most	most	ADV
cte-299	136	3	they	they	PRON
cte-299	136	4	require	require	VERB
cte-299	136	5	a	a	DET
cte-299	136	6	valid	valid	ADJ
cte-299	136	7	account	account	NOUN
cte-299	136	8	to	to	PART
cte-299	136	9	get	get	AUX
cte-299	136	10	started	start	VERB
cte-299	136	11	.	.	PUNCT
cte-299	137	1	each	each	PRON
cte-299	137	2	of	of	ADP
cte-299	137	3	them	they	PRON
cte-299	137	4	present	present	VERB
cte-299	137	5	a	a	DET
cte-299	137	6	jupyter	jupyter	ADJ
cte-299	137	7	notebook	notebook	NOUN
cte-299	137	8	or	or	CCONJ
cte-299	137	9	notebook	notebook	NOUN
cte-299	137	10	like	like	ADP
cte-299	137	11	interface	interface	NOUN
cte-299	137	12	,	,	PUNCT
cte-299	137	13	which	which	PRON
cte-299	137	14	allows	allow	VERB
cte-299	137	15	for	for	ADP
cte-299	137	16	both	both	CCONJ
cte-299	137	17	export	export	NOUN
cte-299	137	18	and	and	CCONJ
cte-299	137	19	import	import	NOUN
cte-299	137	20	of	of	ADP
cte-299	137	21	notebooks	notebook	NOUN
cte-299	137	22	in	in	ADP
cte-299	137	23	the	the	DET
cte-299	137	24	standard	standard	ADJ
cte-299	137	25	format	format	NOUN
cte-299	137	26	.	.	PUNCT
cte-299	138	1	an	an	DET
cte-299	138	2	overview	overview	NOUN
cte-299	138	3	of	of	ADP
cte-299	138	4	a	a	DET
cte-299	138	5	subset	subset	NOUN
cte-299	138	6	of	of	ADP
cte-299	138	7	the	the	DET
cte-299	138	8	supported	support	VERB
cte-299	138	9	features	feature	NOUN
cte-299	138	10	and	and	CCONJ
cte-299	138	11	usage	usage	NOUN
cte-299	138	12	limits	limit	NOUN
cte-299	138	13	across	across	ADP
cte-299	138	14	these	these	DET
cte-299	138	15	platforms	platform	NOUN
cte-299	138	16	can	can	AUX
cte-299	138	17	be	be	AUX
cte-299	138	18	seen	see	VERB
cte-299	138	19	in	in	ADP
cte-299	138	20	table	table	NOUN
cte-299	138	21	1	1	NUM
cte-299	138	22	,	,	PUNCT
cte-299	138	23	and	and	CCONJ
cte-299	138	24	their	their	PRON
cte-299	138	25	hardware	hardware	NOUN
cte-299	138	26	capabilities	capability	NOUN
cte-299	138	27	in	in	ADP
cte-299	138	28	table	table	NOUN
cte-299	138	29	2	2	NUM
cte-299	138	30	.	.	PUNCT
cte-299	138	31	from	from	ADP
cte-299	138	32	looking	look	VERB
cte-299	138	33	at	at	ADP
cte-299	138	34	the	the	DET
cte-299	138	35	features	feature	NOUN
cte-299	138	36	,	,	PUNCT
cte-299	138	37	each	each	DET
cte-299	138	38	provider	provider	NOUN
cte-299	138	39	is	be	AUX
cte-299	138	40	fairly	fairly	ADV
cte-299	138	41	similar	similar	ADJ
cte-299	138	42	in	in	ADP
cte-299	138	43	terms	term	NOUN
cte-299	138	44	of	of	ADP
cte-299	138	45	enabling	enable	VERB
cte-299	138	46	languages	language	NOUN
cte-299	138	47	,	,	PUNCT
cte-299	138	48	collaborating	collaborating	NOUN
cte-299	138	49	,	,	PUNCT
cte-299	138	50	and	and	CCONJ
cte-299	138	51	native	native	ADJ
cte-299	138	52	persistence	persistence	NOUN
cte-299	138	53	(	(	PUNCT
cte-299	138	54	i.e.	i.e.	X
cte-299	138	55	the	the	DET
cte-299	138	56	ability	ability	NOUN
cte-299	138	57	to	to	PART
cte-299	138	58	keep	keep	VERB
cte-299	138	59	data	datum	NOUN
cte-299	138	60	after	after	SCONJ
cte-299	138	61	the	the	DET
cte-299	138	62	session	session	NOUN
cte-299	138	63	has	have	AUX
cte-299	138	64	ended	end	VERB
cte-299	138	65	)	)	PUNCT
cte-299	138	66	.	.	PUNCT
cte-299	139	1	however	however	ADV
cte-299	139	2	,	,	PUNCT
cte-299	139	3	there	there	PRON
cte-299	139	4	is	be	VERB
cte-299	139	5	a	a	DET
cte-299	139	6	noticeable	noticeable	ADJ
cte-299	139	7	difference	difference	NOUN
cte-299	139	8	,	,	PUNCT
cte-299	139	9	in	in	ADP
cte-299	139	10	the	the	DET
cte-299	139	11	maximum	maximum	ADJ
cte-299	139	12	time	time	NOUN
cte-299	139	13	(	(	PUNCT
cte-299	139	14	maxtime	maxtime	NOUN
cte-299	139	15	)	)	PUNCT
cte-299	139	16	that	that	SCONJ
cte-299	139	17	each	each	DET
cte-299	139	18	provider	provider	NOUN
cte-299	139	19	allows	allow	VERB
cte-299	139	20	a	a	DET
cte-299	139	21	given	give	VERB
cte-299	139	22	session	session	NOUN
cte-299	139	23	to	to	PART
cte-299	139	24	be	be	AUX
cte-299	139	25	inactive	inactive	ADJ
cte-299	139	26	before	before	SCONJ
cte-299	139	27	it	it	PRON
cte-299	139	28	is	be	AUX
cte-299	139	29	stopped	stop	VERB
cte-299	139	30	.	.	PUNCT
cte-299	140	1	with	with	ADP
cte-299	140	2	cocalc	cocalc	NOUN
cte-299	140	3	being	be	AUX
cte-299	140	4	the	the	DET
cte-299	140	5	most	most	ADV
cte-299	140	6	generous	generous	ADJ
cte-299	140	7	,	,	PUNCT
cte-299	140	8	allowing	allow	VERB
cte-299	140	9	24	24	NUM
cte-299	140	10	hours	hour	NOUN
cte-299	140	11	of	of	ADP
cte-299	140	12	activity	activity	NOUN
cte-299	140	13	before	before	ADP
cte-299	140	14	termination	termination	NOUN
cte-299	140	15	.	.	PUNCT
cte-299	141	1	in	in	ADP
cte-299	141	2	contrast	contrast	NOUN
cte-299	141	3	,	,	PUNCT
cte-299	141	4	internal	internal	ADJ
cte-299	141	5	hosted	host	VERB
cte-299	141	6	services	service	NOUN
cte-299	141	7	such	such	ADJ
cte-299	141	8	as	as	ADP
cte-299	141	9	dag	dag	PROPN
cte-299	141	10	allow	allow	VERB
cte-299	141	11	for	for	ADP
cte-299	141	12	the	the	DET
cte-299	141	13	institution	institution	NOUN
cte-299	141	14	to	to	PART
cte-299	141	15	define	define	VERB
cte-299	141	16	this	this	DET
cte-299	141	17	policy	policy	NOUN
cte-299	141	18	.	.	PUNCT
cte-299	142	1	at	at	ADP
cte-299	142	2	ucph	ucph	PROPN
cte-299	142	3	,	,	PUNCT
cte-299	142	4	we	we	PRON
cte-299	142	5	have	have	AUX
cte-299	142	6	defined	define	VERB
cte-299	142	7	this	this	PRON
cte-299	142	8	to	to	PART
cte-299	142	9	be	be	AUX
cte-299	142	10	2	2	NUM
cte-299	142	11	hours	hour	NOUN
cte-299	142	12	of	of	ADP
cte-299	142	13	inactivity	inactivity	NOUN
cte-299	142	14	,	,	PUNCT
cte-299	142	15	and	and	CCONJ
cte-299	142	16	an	an	DET
cte-299	142	17	unlimited	unlimited	ADJ
cte-299	142	18	amount	amount	NOUN
cte-299	142	19	of	of	ADP
cte-299	142	20	active	active	ADJ
cte-299	142	21	time	time	NOUN
cte-299	142	22	for	for	ADP
cte-299	142	23	an	an	DET
cte-299	142	24	individual	individual	ADJ
cte-299	142	25	session	session	NOUN
cte-299	142	26	.	.	PUNCT
cte-299	143	1	however	however	ADV
cte-299	143	2	,	,	PUNCT
cte-299	143	3	as	as	SCONJ
cte-299	143	4	table	table	NOUN
cte-299	143	5	2	2	NUM
cte-299	143	6	shows	show	NOUN
cte-299	143	7	,	,	PUNCT
cte-299	143	8	we	we	PRON
cte-299	143	9	currently	currently	ADV
cte-299	143	10	do	do	AUX
cte-299	143	11	n’t	not	PART
cte-299	143	12	provide	provide	VERB
cte-299	143	13	any	any	DET
cte-299	143	14	gpu	gpu	NOUN
cte-299	143	15	capability	capability	NOUN
cte-299	143	16	,	,	PUNCT
cte-299	143	17	which	which	PRON
cte-299	143	18	is	be	AUX
cte-299	143	19	something	something	PRON
cte-299	143	20	that	that	PRON
cte-299	143	21	could	could	AUX
cte-299	143	22	be	be	AUX
cte-299	143	23	changed	change	VERB
cte-299	143	24	through	through	ADP
cte-299	143	25	the	the	DET
cte-299	143	26	utilisation	utilisation	NOUN
cte-299	143	27	of	of	ADP
cte-299	143	28	an	an	DET
cte-299	143	29	external	external	ADJ
cte-299	143	30	cloud	cloud	NOUN
cte-299	143	31	with	with	ADP
cte-299	143	32	gpu	gpu	NOUN
cte-299	143	33	powered	power	VERB
cte-299	143	34	compute	compute	NOUN
cte-299	143	35	resources	resource	NOUN
cte-299	143	36	.	.	PUNCT
cte-299	144	1	given	give	VERB
cte-299	144	2	this	this	PRON
cte-299	144	3	,	,	PUNCT
cte-299	144	4	the	the	DET
cte-299	144	5	dag	dag	PROPN
cte-299	144	6	service	service	NOUN
cte-299	144	7	seemed	seem	VERB
cte-299	144	8	as	as	ADP
cte-299	144	9	the	the	DET
cte-299	144	10	ideal	ideal	ADJ
cte-299	144	11	candidate	candidate	NOUN
cte-299	144	12	to	to	PART
cte-299	144	13	empower	empower	VERB
cte-299	144	14	with	with	ADP
cte-299	144	15	external	external	ADJ
cte-299	144	16	cloud	cloud	ADJ
cte-299	144	17	resources	resource	NOUN
cte-299	144	18	.	.	PUNCT
cte-299	145	1	both	both	PRON
cte-299	145	2	because	because	SCONJ
cte-299	145	3	it	it	PRON
cte-299	145	4	provides	provide	VERB
cte-299	145	5	similar	similar	ADJ
cte-299	145	6	features	feature	NOUN
cte-299	145	7	as	as	ADP
cte-299	145	8	the	the	DET
cte-299	145	9	public	public	ADJ
cte-299	145	10	cloud	cloud	NOUN
cte-299	145	11	providers	provider	NOUN
cte-299	145	12	in	in	ADP
cte-299	145	13	terms	term	NOUN
cte-299	145	14	of	of	ADP
cte-299	145	15	languages	language	NOUN
cte-299	145	16	and	and	CCONJ
cte-299	145	17	collaborate	collaborate	VERB
cte-299	145	18	ability	ability	NOUN
cte-299	145	19	,	,	PUNCT
cte-299	145	20	but	but	CCONJ
cte-299	145	21	also	also	ADV
cte-299	145	22	since	since	SCONJ
cte-299	145	23	it	it	PRON
cte-299	145	24	is	be	AUX
cte-299	145	25	integrated	integrate	VERB
cte-299	145	26	directly	directly	ADV
cte-299	145	27	with	with	ADP
cte-299	145	28	ucphs	ucph	NOUN
cte-299	145	29	data	data	PROPN
cte-299	145	30	management	management	PROPN
cte-299	145	31	service	service	NOUN
cte-299	145	32	.	.	PUNCT
cte-299	146	1	figure	figure	NOUN
cte-299	146	2	2	2	NUM
cte-299	146	3	:	:	PUNCT
cte-299	146	4	jupyterlab	jupyterlab	PROPN
cte-299	146	5	interface	interface	PROPN
cte-299	146	6	version	version	NOUN
cte-299	146	7	control	control	NOUN
cte-299	146	8	and	and	CCONJ
cte-299	146	9	automated	automate	VERB
cte-299	146	10	programming	programming	NOUN
cte-299	146	11	assessments	assessment	NOUN
cte-299	146	12	to	to	PART
cte-299	146	13	ensure	ensure	VERB
cte-299	146	14	instant	instant	ADJ
cte-299	146	15	feedback	feedback	NOUN
cte-299	146	16	.	.	PUNCT
cte-299	147	1	3.1	3.1	NUM
cte-299	147	2	.	.	NOUN
cte-299	147	3	interactive	interactive	ADJ
cte-299	147	4	programming	programming	NOUN
cte-299	147	5	portals	portal	NOUN
cte-299	147	6	research	research	NOUN
cte-299	147	7	in	in	ADP
cte-299	147	8	cloud	cloud	NOUN
cte-299	147	9	computing	computing	NOUN
cte-299	147	10	for	for	ADP
cte-299	147	11	education	education	NOUN
cte-299	147	12	typically	typically	ADV
cte-299	147	13	revolves	revolve	VERB
cte-299	147	14	around	around	ADP
cte-299	147	15	using	use	VERB
cte-299	147	16	web	web	NOUN
cte-299	147	17	-	-	ADJ
cte-299	147	18	enabled	enable	VERB
cte-299	147	19	software	software	NOUN
cte-299	147	20	as	as	ADP
cte-299	147	21	a	a	DET
cte-299	147	22	service	service	NOUN
cte-299	147	23	(	(	PUNCT
cte-299	147	24	saas	saas	NOUN
cte-299	147	25	)	)	PUNCT
cte-299	147	26	applications	application	NOUN
cte-299	147	27	.	.	PUNCT
cte-299	148	1	examples	example	NOUN
cte-299	148	2	of	of	ADP
cte-299	148	3	such	such	ADJ
cte-299	148	4	include	include	VERB
cte-299	148	5	platforms	platform	NOUN
cte-299	148	6	such	such	ADJ
cte-299	148	7	as	as	ADP
cte-299	148	8	github	github	NOUN
cte-299	148	9	[	[	X
cte-299	148	10	12	12	NUM
cte-299	148	11	]	]	PUNCT
cte-299	148	12	,	,	PUNCT
cte-299	148	13	google	google	PROPN
cte-299	148	14	docs	doc	NOUN
cte-299	149	1	[	[	X
cte-299	149	2	14	14	NUM
cte-299	149	3	]	]	PUNCT
cte-299	149	4	,	,	PUNCT
cte-299	149	5	google	google	PROPN
cte-299	149	6	colaboratory	colaboratory	PROPN
cte-299	150	1	[	[	X
cte-299	150	2	15	15	NUM
cte-299	150	3	]	]	PUNCT
cte-299	150	4	,	,	PUNCT
cte-299	150	5	kaggle	kaggle	VERB
cte-299	150	6	[	[	X
cte-299	150	7	22	22	NUM
cte-299	150	8	]	]	PUNCT
cte-299	150	9	,	,	PUNCT
cte-299	150	10	and	and	CCONJ
cte-299	150	11	binder	binder	NOUN
cte-299	150	12	[	[	X
cte-299	150	13	37	37	NUM
cte-299	150	14	]	]	PUNCT
cte-299	150	15	.	.	PUNCT
cte-299	151	1	each	each	PRON
cte-299	151	2	of	of	ADP
cte-299	151	3	these	these	PRON
cte-299	151	4	can	can	AUX
cte-299	151	5	fill	fill	VERB
cte-299	151	6	a	a	DET
cte-299	151	7	particular	particular	ADJ
cte-299	151	8	niche	niche	NOUN
cte-299	151	9	in	in	ADP
cte-299	151	10	a	a	DET
cte-299	151	11	course	course	NOUN
cte-299	151	12	at	at	ADP
cte-299	151	13	the	the	DET
cte-299	151	14	teacher	teacher	NOUN
cte-299	151	15	’s	’s	PART
cte-299	151	16	or	or	CCONJ
cte-299	151	17	student	student	NOUN
cte-299	151	18	’s	’s	PART
cte-299	151	19	discretion	discretion	NOUN
cte-299	151	20	.	.	PUNCT
cte-299	152	1	nevertheless	nevertheless	ADV
cte-299	152	2	,	,	PUNCT
cte-299	152	3	the	the	DET
cte-299	152	4	provided	provide	VERB
cte-299	152	5	capability	capability	NOUN
cte-299	152	6	often	often	ADV
cte-299	152	7	does	do	AUX
cte-299	152	8	come	come	VERB
cte-299	152	9	with	with	ADP
cte-299	152	10	its	its	PRON
cte-299	152	11	own	own	ADJ
cte-299	152	12	burdens	burden	NOUN
cte-299	152	13	,	,	PUNCT
cte-299	152	14	in	in	SCONJ
cte-299	152	15	that	that	SCONJ
cte-299	152	16	the	the	DET
cte-299	152	17	administration	administration	NOUN
cte-299	152	18	of	of	ADP
cte-299	152	19	the	the	DET
cte-299	152	20	service	service	NOUN
cte-299	152	21	is	be	AUX
cte-299	152	22	often	often	ADV
cte-299	152	23	left	leave	VERB
cte-299	152	24	to	to	ADP
cte-299	152	25	the	the	DET
cte-299	152	26	teaching	teaching	NOUN
cte-299	152	27	team	team	NOUN
cte-299	152	28	responsible	responsible	ADJ
cte-299	152	29	for	for	ADP
cte-299	152	30	the	the	DET
cte-299	152	31	course	course	NOUN
cte-299	152	32	.	.	PUNCT
cte-299	153	1	this	this	DET
cte-299	153	2	responsibility	responsibility	NOUN
cte-299	153	3	typically	typically	ADV
cte-299	153	4	includes	include	VERB
cte-299	153	5	establishing	establish	VERB
cte-299	153	6	student	student	NOUN
cte-299	153	7	access	access	NOUN
cte-299	153	8	,	,	PUNCT
cte-299	153	9	course	course	NOUN
cte-299	153	10	material	material	NOUN
cte-299	153	11	distribution	distribution	NOUN
cte-299	153	12	to	to	ADP
cte-299	153	13	the	the	DET
cte-299	153	14	specific	specific	ADJ
cte-299	153	15	platform	platform	NOUN
cte-299	153	16	,	,	PUNCT
cte-299	153	17	guides	guide	NOUN
cte-299	153	18	on	on	ADP
cte-299	153	19	how	how	SCONJ
cte-299	153	20	to	to	PART
cte-299	153	21	get	get	AUX
cte-299	153	22	started	start	VERB
cte-299	153	23	with	with	ADP
cte-299	153	24	the	the	DET
cte-299	153	25	service	service	NOUN
cte-299	153	26	and	and	CCONJ
cte-299	153	27	solving	solve	VERB
cte-299	153	28	eventual	eventual	ADJ
cte-299	153	29	problems	problem	NOUN
cte-299	153	30	related	relate	VERB
cte-299	153	31	to	to	ADP
cte-299	153	32	the	the	DET
cte-299	153	33	service	service	NOUN
cte-299	153	34	throughout	throughout	ADP
cte-299	153	35	the	the	DET
cte-299	153	36	course	course	NOUN
cte-299	153	37	.	.	PUNCT
cte-299	154	1	in	in	ADP
cte-299	154	2	addition	addition	NOUN
cte-299	154	3	,	,	PUNCT
cte-299	154	4	many	many	ADJ
cte-299	154	5	of	of	ADP
cte-299	154	6	the	the	DET
cte-299	154	7	external	external	ADJ
cte-299	154	8	cloud	cloud	NOUN
cte-299	154	9	services	service	NOUN
cte-299	154	10	that	that	PRON
cte-299	154	11	offer	offer	VERB
cte-299	154	12	free	free	ADJ
cte-299	154	13	usage	usage	NOUN
cte-299	154	14	,	,	PUNCT
cte-299	154	15	often	often	ADV
cte-299	154	16	have	have	VERB
cte-299	154	17	certain	certain	ADJ
cte-299	154	18	limitations	limitation	NOUN
cte-299	154	19	,	,	PUNCT
cte-299	154	20	such	such	ADJ
cte-299	154	21	as	as	ADP
cte-299	154	22	how	how	SCONJ
cte-299	154	23	much	much	ADJ
cte-299	154	24	instance	instance	NOUN
cte-299	154	25	utilisation	utilisation	NOUN
cte-299	154	26	a	a	DET
cte-299	154	27	given	give	VERB
cte-299	154	28	user	user	NOUN
cte-299	154	29	can	can	AUX
cte-299	154	30	consume	consume	VERB
cte-299	154	31	in	in	ADP
cte-299	154	32	a	a	DET
cte-299	154	33	given	give	VERB
cte-299	154	34	time	time	NOUN
cte-299	154	35	span	span	NOUN
cte-299	154	36	.	.	PUNCT
cte-299	155	1	instead	instead	ADV
cte-299	155	2	,	,	PUNCT
cte-299	155	3	providing	provide	VERB
cte-299	155	4	such	such	ADJ
cte-299	155	5	functionalities	functionality	NOUN
cte-299	155	6	as	as	ADP
cte-299	155	7	science	science	NOUN
cte-299	155	8	it	it	PRON
cte-299	155	9	services	service	NOUN
cte-299	155	10	,	,	PUNCT
cte-299	155	11	could	could	AUX
cte-299	155	12	reduce	reduce	VERB
cte-299	155	13	these	these	DET
cte-299	155	14	overheads	overhead	NOUN
cte-299	155	15	and	and	CCONJ
cte-299	155	16	enable	enable	VERB
cte-299	155	17	seamless	seamless	ADJ
cte-299	155	18	integration	integration	NOUN
cte-299	155	19	into	into	ADP
cte-299	155	20	the	the	DET
cte-299	155	21	courses	course	NOUN
cte-299	155	22	.	.	PUNCT
cte-299	156	1	furthermore	furthermore	ADV
cte-299	156	2	,	,	PUNCT
cte-299	156	3	existing	exist	VERB
cte-299	156	4	resources	resource	NOUN
cte-299	156	5	could	could	AUX
cte-299	156	6	be	be	AUX
cte-299	156	7	used	use	VERB
cte-299	156	8	to	to	PART
cte-299	156	9	serve	serve	VERB
cte-299	156	10	the	the	DET
cte-299	156	11	service	service	NOUN
cte-299	156	12	by	by	ADP
cte-299	156	13	scaling	scale	VERB
cte-299	156	14	through	through	ADP
cte-299	156	15	an	an	DET
cte-299	156	16	established	establish	VERB
cte-299	156	17	grid	grid	NOUN
cte-299	156	18	of	of	ADP
cte-299	156	19	clouds	cloud	NOUN
cte-299	156	20	.	.	PUNCT
cte-299	157	1	443	443	NUM
cte-299	157	2	cte	cte	NOUN
cte-299	157	3	workshop	workshop	NOUN
cte-299	157	4	proceedings	proceeding	NOUN
cte-299	157	5	,	,	PUNCT
cte-299	157	6	2021	2021	NUM
cte-299	157	7	,	,	PUNCT
cte-299	157	8	vol	vol	NOUN
cte-299	157	9	.	.	NOUN
cte-299	157	10	8	8	NUM
cte-299	157	11	:	:	PUNCT
cte-299	157	12	cte-2020	cte-2020	NOUN
cte-299	157	13	,	,	PUNCT
cte-299	157	14	pp	pp	X
cte-299	157	15	.	.	PUNCT
cte-299	158	1	438	438	NUM
cte-299	158	2	-	-	PUNCT
cte-299	158	3	457	457	NUM
cte-299	158	4	table	table	NOUN
cte-299	158	5	1	1	NUM
cte-299	158	6	subset	subset	NOUN
cte-299	158	7	of	of	ADP
cte-299	158	8	jupyter	jupyter	ADJ
cte-299	158	9	cloud	cloud	NOUN
cte-299	158	10	platforms	platform	NOUN
cte-299	158	11	features	feature	VERB
cte-299	158	12	provider	provider	NOUN
cte-299	158	13	native	native	ADJ
cte-299	158	14	persistence	persistence	NOUN
cte-299	158	15	languages	language	NOUN
cte-299	158	16	collaborate	collaborate	VERB
cte-299	158	17	maxtime	maxtime	NOUN
cte-299	158	18	(	(	PUNCT
cte-299	158	19	inactive	inactive	ADJ
cte-299	158	20	,	,	PUNCT
cte-299	158	21	max	max	PROPN
cte-299	158	22	)	)	PUNCT
cte-299	158	23	binder[50	binder[50	PROPN
cte-299	158	24	]	]	PUNCT
cte-299	158	25	none	none	NOUN
cte-299	158	26	user	user	NOUN
cte-299	158	27	specified	specify	VERB
cte-299	158	28	1	1	NUM
cte-299	158	29	git	git	NOUN
cte-299	158	30	10	10	NUM
cte-299	158	31	m	m	NOUN
cte-299	158	32	,	,	PUNCT
cte-299	158	33	12h2	12h2	NUM
cte-299	158	34	kaggle	kaggle	VERB
cte-299	159	1	[	[	X
cte-299	159	2	23	23	NUM
cte-299	159	3	]	]	PUNCT
cte-299	159	4	kaggle	kaggle	NOUN
cte-299	159	5	datasets	dataset	NOUN
cte-299	159	6	python3	python3	NOUN
cte-299	159	7	,	,	PUNCT
cte-299	159	8	r	r	NOUN
cte-299	159	9	yes	yes	INTJ
cte-299	159	10	60	60	NUM
cte-299	159	11	m	m	NOUN
cte-299	159	12	,	,	PUNCT
cte-299	159	13	9h	9h	NUM
cte-299	159	14	google	google	PROPN
cte-299	159	15	colab	colab	PROPN
cte-299	160	1	[	[	X
cte-299	160	2	13	13	NUM
cte-299	160	3	]	]	X
cte-299	160	4	gdrive	gdrive	NOUN
cte-299	160	5	,	,	PUNCT
cte-299	160	6	gcloud	gcloud	ADJ
cte-299	160	7	storage	storage	NOUN
cte-299	160	8	python3	python3	NOUN
cte-299	160	9	,	,	PUNCT
cte-299	160	10	r	r	NOUN
cte-299	160	11	yes	yes	INTJ
cte-299	160	12	60m,12h	60m,12h	NUM
cte-299	160	13	*	*	SYM
cte-299	160	14	3	3	NUM
cte-299	160	15	azure	azure	NOUN
cte-299	160	16	notebooks	notebook	NOUN
cte-299	160	17	[	[	X
cte-299	160	18	26	26	NUM
cte-299	160	19	,	,	PUNCT
cte-299	160	20	27	27	NUM
cte-299	160	21	]	]	PUNCT
cte-299	160	22	azure	azure	NOUN
cte-299	160	23	libraries	library	NOUN
cte-299	160	24	python{2,3},r	python{2,3},r	PROPN
cte-299	160	25	,	,	PUNCT
cte-299	160	26	f	f	X
cte-299	160	27	#	#	NOUN
cte-299	160	28	na	na	ADP
cte-299	160	29	60m,8h	60m,8h	PROPN
cte-299	160	30	*	*	SYM
cte-299	160	31	4	4	NUM
cte-299	160	32	cocalc	cocalc	NOUN
cte-299	160	33	[	[	X
cte-299	160	34	47	47	NUM
cte-299	160	35	]	]	PUNCT
cte-299	160	36	cocalc	cocalc	NOUN
cte-299	160	37	project	project	PROPN
cte-299	160	38	python{2,3	python{2,3	PROPN
cte-299	160	39	}	}	PUNCT
cte-299	160	40	,	,	PUNCT
cte-299	160	41	r	r	PROPN
cte-299	160	42	,	,	PUNCT
cte-299	160	43	julia	julia	PROPN
cte-299	160	44	,	,	PUNCT
cte-299	160	45	etc	etc	X
cte-299	160	46	yes	yes	NOUN
cte-299	160	47	*	*	PROPN
cte-299	160	48	30	30	NUM
cte-299	160	49	m	m	NOUN
cte-299	160	50	,	,	PUNCT
cte-299	160	51	24h	24h	AUX
cte-299	160	52	datalore	datalore	VERB
cte-299	160	53	[	[	X
cte-299	160	54	21	21	NUM
cte-299	160	55	]	]	PUNCT
cte-299	160	56	per	per	ADP
cte-299	160	57	workbook	workbook	NOUN
cte-299	160	58	python3	python3	PROPN
cte-299	160	59	yes	yes	INTJ
cte-299	160	60	60	60	NUM
cte-299	160	61	m	m	PROPN
cte-299	160	62	,	,	PUNCT
cte-299	160	63	120h	120h	PROPN
cte-299	160	64	5	5	NUM
cte-299	160	65	dag	dag	PROPN
cte-299	160	66	[	[	X
cte-299	160	67	2	2	NUM
cte-299	160	68	]	]	PUNCT
cte-299	160	69	erda	erda	ADJ
cte-299	160	70	python2,3	python2,3	PROPN
cte-299	160	71	,	,	PUNCT
cte-299	160	72	r	r	NOUN
cte-299	160	73	,	,	PUNCT
cte-299	160	74	c++	c++	NOUN
cte-299	160	75	,	,	PUNCT
cte-299	160	76	etc	etc	X
cte-299	160	77	yes	ye	NOUN
cte-299	160	78	2h	2h	NUM
cte-299	160	79	,	,	PUNCT
cte-299	160	80	unlimited	unlimited	ADJ
cte-299	160	81	6	6	NUM
cte-299	160	82	in	in	ADP
cte-299	160	83	terms	term	NOUN
cte-299	160	84	of	of	ADP
cte-299	160	85	existing	exist	VERB
cte-299	160	86	public	public	ADJ
cte-299	160	87	cloud	cloud	NOUN
cte-299	160	88	platforms	platform	NOUN
cte-299	160	89	that	that	PRON
cte-299	160	90	can	can	AUX
cte-299	160	91	provide	provide	VERB
cte-299	160	92	jupyter	jupyter	ADJ
cte-299	160	93	notebook	notebook	NOUN
cte-299	160	94	experiences	experience	NOUN
cte-299	160	95	,	,	PUNCT
cte-299	160	96	dag	dag	PROPN
cte-299	160	97	is	be	AUX
cte-299	160	98	similar	similar	ADJ
cte-299	160	99	to	to	ADP
cte-299	160	100	google	google	PROPN
cte-299	160	101	colaboratory	colaboratory	PROPN
cte-299	160	102	,	,	PUNCT
cte-299	160	103	binder	binder	NOUN
cte-299	160	104	,	,	PUNCT
cte-299	160	105	kaggle	kaggle	NOUN
cte-299	160	106	,	,	PUNCT
cte-299	160	107	azure	azure	ADJ
cte-299	160	108	notebooks	notebook	NOUN
cte-299	160	109	[	[	X
cte-299	160	110	28	28	NUM
cte-299	160	111	]	]	PUNCT
cte-299	160	112	,	,	PUNCT
cte-299	160	113	cocalc	cocalc	VERB
cte-299	160	114	[	[	X
cte-299	160	115	46	46	NUM
cte-299	160	116	]	]	PUNCT
cte-299	160	117	,	,	PUNCT
cte-299	160	118	and	and	CCONJ
cte-299	160	119	datalore	datalore	VERB
cte-299	160	120	[	[	X
cte-299	160	121	20	20	NUM
cte-299	160	122	]	]	PUNCT
cte-299	160	123	.	.	PUNCT
cte-299	161	1	all	all	PRON
cte-299	161	2	of	of	ADP
cte-299	161	3	these	these	DET
cte-299	161	4	online	online	ADJ
cte-299	161	5	options	option	NOUN
cte-299	161	6	,	,	PUNCT
cte-299	161	7	have	have	VERB
cte-299	161	8	the	the	DET
cte-299	161	9	following	following	NOUN
cte-299	161	10	in	in	ADP
cte-299	161	11	common	common	ADJ
cte-299	161	12	.	.	PUNCT
cte-299	162	1	they	they	PRON
cte-299	162	2	all	all	PRON
cte-299	162	3	have	have	VERB
cte-299	162	4	free	free	ADJ
cte-299	162	5	tier	tier	NOUN
cte-299	162	6	plans	plan	NOUN
cte-299	162	7	available	available	ADJ
cte-299	162	8	with	with	ADP
cte-299	162	9	certain	certain	ADJ
cte-299	162	10	hardware	hardware	NOUN
cte-299	162	11	and	and	CCONJ
cte-299	162	12	usage	usage	NOUN
cte-299	162	13	limitations	limitation	NOUN
cte-299	162	14	.	.	PUNCT
cte-299	163	1	all	all	PRON
cte-299	163	2	are	be	AUX
cte-299	163	3	run	run	VERB
cte-299	163	4	entirely	entirely	ADV
cte-299	163	5	in	in	ADP
cte-299	163	6	the	the	DET
cte-299	163	7	web	web	NOUN
cte-299	163	8	browser	browser	NOUN
cte-299	163	9	and	and	CCONJ
cte-299	163	10	do	do	AUX
cte-299	163	11	n’t	not	PART
cte-299	163	12	require	require	VERB
cte-299	163	13	anything	anything	PRON
cte-299	163	14	to	to	PART
cte-299	163	15	be	be	AUX
cte-299	163	16	installed	instal	VERB
cte-299	163	17	locally	locally	ADV
cte-299	163	18	.	.	PUNCT
cte-299	164	1	at	at	ADP
cte-299	164	2	most	most	ADV
cte-299	164	3	they	they	PRON
cte-299	164	4	require	require	VERB
cte-299	164	5	a	a	DET
cte-299	164	6	valid	valid	ADJ
cte-299	164	7	account	account	NOUN
cte-299	164	8	to	to	PART
cte-299	164	9	get	get	AUX
cte-299	164	10	started	start	VERB
cte-299	164	11	.	.	PUNCT
cte-299	165	1	each	each	PRON
cte-299	165	2	of	of	ADP
cte-299	165	3	them	they	PRON
cte-299	165	4	present	present	VERB
cte-299	165	5	a	a	DET
cte-299	165	6	jupyter	jupyter	ADJ
cte-299	165	7	notebook	notebook	NOUN
cte-299	165	8	or	or	CCONJ
cte-299	165	9	notebook	notebook	NOUN
cte-299	165	10	like	like	ADP
cte-299	165	11	interface	interface	NOUN
cte-299	165	12	,	,	PUNCT
cte-299	165	13	which	which	PRON
cte-299	165	14	allows	allow	VERB
cte-299	165	15	for	for	ADP
cte-299	165	16	both	both	CCONJ
cte-299	165	17	export	export	NOUN
cte-299	165	18	and	and	CCONJ
cte-299	165	19	import	import	NOUN
cte-299	165	20	of	of	ADP
cte-299	165	21	notebooks	notebook	NOUN
cte-299	165	22	in	in	ADP
cte-299	165	23	the	the	DET
cte-299	165	24	standard	standard	ADJ
cte-299	165	25	format	format	NOUN
cte-299	165	26	.	.	PUNCT
cte-299	166	1	an	an	DET
cte-299	166	2	overview	overview	NOUN
cte-299	166	3	of	of	ADP
cte-299	166	4	a	a	DET
cte-299	166	5	subset	subset	NOUN
cte-299	166	6	of	of	ADP
cte-299	166	7	the	the	DET
cte-299	166	8	supported	support	VERB
cte-299	166	9	features	feature	NOUN
cte-299	166	10	and	and	CCONJ
cte-299	166	11	usage	usage	NOUN
cte-299	166	12	limits	limit	NOUN
cte-299	166	13	across	across	ADP
cte-299	166	14	these	these	DET
cte-299	166	15	platforms	platform	NOUN
cte-299	166	16	can	can	AUX
cte-299	166	17	be	be	AUX
cte-299	166	18	seen	see	VERB
cte-299	166	19	in	in	ADP
cte-299	166	20	table	table	NOUN
cte-299	166	21	1	1	NUM
cte-299	166	22	,	,	PUNCT
cte-299	166	23	and	and	CCONJ
cte-299	166	24	their	their	PRON
cte-299	166	25	hardware	hardware	NOUN
cte-299	166	26	capabilities	capability	NOUN
cte-299	166	27	in	in	ADP
cte-299	166	28	table	table	NOUN
cte-299	166	29	2	2	NUM
cte-299	166	30	.	.	PUNCT
cte-299	166	31	from	from	ADP
cte-299	166	32	looking	look	VERB
cte-299	166	33	at	at	ADP
cte-299	166	34	the	the	DET
cte-299	166	35	features	feature	NOUN
cte-299	166	36	,	,	PUNCT
cte-299	166	37	each	each	DET
cte-299	166	38	provider	provider	NOUN
cte-299	166	39	is	be	AUX
cte-299	166	40	fairly	fairly	ADV
cte-299	166	41	similar	similar	ADJ
cte-299	166	42	in	in	ADP
cte-299	166	43	terms	term	NOUN
cte-299	166	44	of	of	ADP
cte-299	166	45	enabling	enable	VERB
cte-299	166	46	languages	language	NOUN
cte-299	166	47	,	,	PUNCT
cte-299	166	48	collaborating	collaborating	NOUN
cte-299	166	49	,	,	PUNCT
cte-299	166	50	and	and	CCONJ
cte-299	166	51	native	native	ADJ
cte-299	166	52	persistence	persistence	NOUN
cte-299	166	53	(	(	PUNCT
cte-299	166	54	i.e.	i.e.	X
cte-299	166	55	the	the	DET
cte-299	166	56	ability	ability	NOUN
cte-299	166	57	to	to	PART
cte-299	166	58	keep	keep	VERB
cte-299	166	59	data	datum	NOUN
cte-299	166	60	after	after	SCONJ
cte-299	166	61	the	the	DET
cte-299	166	62	session	session	NOUN
cte-299	166	63	has	have	AUX
cte-299	166	64	ended	end	VERB
cte-299	166	65	)	)	PUNCT
cte-299	166	66	.	.	PUNCT
cte-299	167	1	however	however	ADV
cte-299	167	2	,	,	PUNCT
cte-299	167	3	there	there	PRON
cte-299	167	4	is	be	VERB
cte-299	167	5	a	a	DET
cte-299	167	6	noticeable	noticeable	ADJ
cte-299	167	7	difference	difference	NOUN
cte-299	167	8	,	,	PUNCT
cte-299	167	9	in	in	ADP
cte-299	167	10	the	the	DET
cte-299	167	11	maximum	maximum	ADJ
cte-299	167	12	time	time	NOUN
cte-299	167	13	(	(	PUNCT
cte-299	167	14	maxtime	maxtime	NOUN
cte-299	167	15	)	)	PUNCT
cte-299	167	16	that	that	SCONJ
cte-299	167	17	each	each	DET
cte-299	167	18	provider	provider	NOUN
cte-299	167	19	allows	allow	VERB
cte-299	167	20	a	a	DET
cte-299	167	21	given	give	VERB
cte-299	167	22	session	session	NOUN
cte-299	167	23	to	to	PART
cte-299	167	24	be	be	AUX
cte-299	167	25	inactive	inactive	ADJ
cte-299	167	26	before	before	SCONJ
cte-299	167	27	it	it	PRON
cte-299	167	28	is	be	AUX
cte-299	167	29	stopped	stop	VERB
cte-299	167	30	.	.	PUNCT
cte-299	168	1	with	with	ADP
cte-299	168	2	cocalc	cocalc	NOUN
cte-299	168	3	being	be	AUX
cte-299	168	4	the	the	DET
cte-299	168	5	most	most	ADV
cte-299	168	6	generous	generous	ADJ
cte-299	168	7	,	,	PUNCT
cte-299	168	8	allowing	allow	VERB
cte-299	168	9	24	24	NUM
cte-299	168	10	hours	hour	NOUN
cte-299	168	11	of	of	ADP
cte-299	168	12	activity	activity	NOUN
cte-299	168	13	before	before	ADP
cte-299	168	14	termination	termination	NOUN
cte-299	168	15	.	.	PUNCT
cte-299	169	1	in	in	ADP
cte-299	169	2	contrast	contrast	NOUN
cte-299	169	3	,	,	PUNCT
cte-299	169	4	internal	internal	ADJ
cte-299	169	5	hosted	host	VERB
cte-299	169	6	services	service	NOUN
cte-299	169	7	such	such	ADJ
cte-299	169	8	as	as	ADP
cte-299	169	9	dag	dag	PROPN
cte-299	169	10	allow	allow	VERB
cte-299	169	11	for	for	ADP
cte-299	169	12	the	the	DET
cte-299	169	13	institution	institution	NOUN
cte-299	169	14	to	to	PART
cte-299	169	15	define	define	VERB
cte-299	169	16	this	this	DET
cte-299	169	17	policy	policy	NOUN
cte-299	169	18	.	.	PUNCT
cte-299	170	1	at	at	ADP
cte-299	170	2	ucph	ucph	PROPN
cte-299	170	3	,	,	PUNCT
cte-299	170	4	we	we	PRON
cte-299	170	5	have	have	AUX
cte-299	170	6	defined	define	VERB
cte-299	170	7	this	this	PRON
cte-299	170	8	to	to	PART
cte-299	170	9	be	be	AUX
cte-299	170	10	2	2	NUM
cte-299	170	11	hours	hour	NOUN
cte-299	170	12	of	of	ADP
cte-299	170	13	inactivity	inactivity	NOUN
cte-299	170	14	,	,	PUNCT
cte-299	170	15	and	and	CCONJ
cte-299	170	16	an	an	DET
cte-299	170	17	unlimited	unlimited	ADJ
cte-299	170	18	amount	amount	NOUN
cte-299	170	19	of	of	ADP
cte-299	170	20	active	active	ADJ
cte-299	170	21	time	time	NOUN
cte-299	170	22	for	for	ADP
cte-299	170	23	an	an	DET
cte-299	170	24	individual	individual	ADJ
cte-299	170	25	session	session	NOUN
cte-299	170	26	.	.	PUNCT
cte-299	171	1	however	however	ADV
cte-299	171	2	,	,	PUNCT
cte-299	171	3	as	as	SCONJ
cte-299	171	4	table	table	NOUN
cte-299	171	5	2	2	NUM
cte-299	171	6	shows	show	NOUN
cte-299	171	7	,	,	PUNCT
cte-299	171	8	we	we	PRON
cte-299	171	9	currently	currently	ADV
cte-299	171	10	do	do	AUX
cte-299	171	11	n’t	not	PART
cte-299	171	12	provide	provide	VERB
cte-299	171	13	any	any	DET
cte-299	171	14	gpu	gpu	NOUN
cte-299	171	15	capability	capability	NOUN
cte-299	171	16	,	,	PUNCT
cte-299	171	17	which	which	PRON
cte-299	171	18	is	be	AUX
cte-299	171	19	something	something	PRON
cte-299	171	20	that	that	PRON
cte-299	171	21	could	could	AUX
cte-299	171	22	be	be	AUX
cte-299	171	23	changed	change	VERB
cte-299	171	24	through	through	ADP
cte-299	171	25	the	the	DET
cte-299	171	26	utilisation	utilisation	NOUN
cte-299	171	27	of	of	ADP
cte-299	171	28	an	an	DET
cte-299	171	29	external	external	ADJ
cte-299	171	30	cloud	cloud	NOUN
cte-299	171	31	with	with	ADP
cte-299	171	32	gpu	gpu	NOUN
cte-299	171	33	powered	power	VERB
cte-299	171	34	compute	compute	NOUN
cte-299	171	35	resources	resource	NOUN
cte-299	171	36	.	.	PUNCT
cte-299	172	1	given	give	VERB
cte-299	172	2	this	this	PRON
cte-299	172	3	,	,	PUNCT
cte-299	172	4	the	the	DET
cte-299	172	5	dag	dag	PROPN
cte-299	172	6	service	service	NOUN
cte-299	172	7	seemed	seem	VERB
cte-299	172	8	as	as	ADP
cte-299	172	9	the	the	DET
cte-299	172	10	ideal	ideal	ADJ
cte-299	172	11	candidate	candidate	NOUN
cte-299	172	12	to	to	PART
cte-299	172	13	empower	empower	VERB
cte-299	172	14	with	with	ADP
cte-299	172	15	external	external	ADJ
cte-299	172	16	cloud	cloud	ADJ
cte-299	172	17	resources	resource	NOUN
cte-299	172	18	.	.	PUNCT
cte-299	173	1	both	both	PRON
cte-299	173	2	because	because	SCONJ
cte-299	173	3	it	it	PRON
cte-299	173	4	provides	provide	VERB
cte-299	173	5	similar	similar	ADJ
cte-299	173	6	features	feature	NOUN
cte-299	173	7	as	as	ADP
cte-299	173	8	the	the	DET
cte-299	173	9	public	public	ADJ
cte-299	173	10	cloud	cloud	NOUN
cte-299	173	11	providers	provider	NOUN
cte-299	173	12	in	in	ADP
cte-299	173	13	terms	term	NOUN
cte-299	173	14	of	of	ADP
cte-299	173	15	languages	language	NOUN
cte-299	173	16	and	and	CCONJ
cte-299	173	17	collaborate	collaborate	VERB
cte-299	173	18	ability	ability	NOUN
cte-299	173	19	,	,	PUNCT
cte-299	173	20	but	but	CCONJ
cte-299	173	21	also	also	ADV
cte-299	173	22	since	since	SCONJ
cte-299	173	23	it	it	PRON
cte-299	173	24	is	be	AUX
cte-299	173	25	integrated	integrate	VERB
cte-299	173	26	directly	directly	ADV
cte-299	173	27	with	with	ADP
cte-299	173	28	ucphs	ucph	NOUN
cte-299	173	29	data	data	PROPN
cte-299	173	30	management	management	PROPN
cte-299	173	31	service	service	NOUN
cte-299	173	32	.	.	PUNCT
cte-299	174	1	3.2	3.2	NUM
cte-299	174	2	.	.	PUNCT
cte-299	175	1	cloud	cloud	NOUN
cte-299	175	2	orchestration	orchestration	NOUN
cte-299	175	3	cloud	cloud	NOUN
cte-299	175	4	resources	resource	NOUN
cte-299	175	5	are	be	AUX
cte-299	175	6	typically	typically	ADV
cte-299	175	7	provided	provide	VERB
cte-299	175	8	by	by	ADP
cte-299	175	9	the	the	DET
cte-299	175	10	infrastructure	infrastructure	NOUN
cte-299	175	11	service	service	NOUN
cte-299	175	12	through	through	ADP
cte-299	175	13	some	some	DET
cte-299	175	14	form	form	NOUN
cte-299	175	15	of	of	ADP
cte-299	175	16	orchestration	orchestration	NOUN
cte-299	175	17	.	.	PUNCT
cte-299	176	1	orchestration	orchestration	NOUN
cte-299	176	2	is	be	AUX
cte-299	176	3	a	a	DET
cte-299	176	4	term	term	NOUN
cte-299	176	5	for	for	ADP
cte-299	176	6	providing	provide	VERB
cte-299	176	7	an	an	DET
cte-299	176	8	automated	automate	VERB
cte-299	176	9	method	method	NOUN
cte-299	176	10	to	to	ADP
cte-299	176	11	configure	configure	NOUN
cte-299	176	12	,	,	PUNCT
cte-299	176	13	manage	manage	VERB
cte-299	176	14	and	and	CCONJ
cte-299	176	15	coordinate	coordinate	VERB
cte-299	176	16	computer	computer	NOUN
cte-299	176	17	systems	system	NOUN
cte-299	176	18	[	[	X
cte-299	176	19	45	45	NUM
cte-299	176	20	]	]	PUNCT
cte-299	176	21	.	.	PUNCT
cte-299	177	1	through	through	ADP
cte-299	177	2	orchestration	orchestration	NOUN
cte-299	177	3	,	,	PUNCT
cte-299	177	4	an	an	DET
cte-299	177	5	organisation	organisation	NOUN
cte-299	177	6	or	or	CCONJ
cte-299	177	7	individual	individual	NOUN
cte-299	177	8	is	be	AUX
cte-299	177	9	able	able	ADJ
cte-299	177	10	to	to	PART
cte-299	177	11	establish	establish	VERB
cte-299	177	12	a	a	DET
cte-299	177	13	complex	complex	ADJ
cte-299	177	14	infrastructure	infrastructure	NOUN
cte-299	177	15	through	through	ADP
cte-299	177	16	a	a	DET
cte-299	177	17	well	well	ADV
cte-299	177	18	defined	define	VERB
cte-299	177	19	workflow	workflow	NOUN
cte-299	177	20	.	.	PUNCT
cte-299	178	1	for	for	ADP
cte-299	178	2	instance	instance	NOUN
cte-299	178	3	,	,	PUNCT
cte-299	178	4	444	444	NUM
cte-299	178	5	cte	cte	NOUN
cte-299	178	6	workshop	workshop	NOUN
cte-299	178	7	proceedings	proceeding	NOUN
cte-299	178	8	,	,	PUNCT
cte-299	178	9	2021	2021	NUM
cte-299	178	10	,	,	PUNCT
cte-299	178	11	vol	vol	NOUN
cte-299	178	12	.	.	NOUN
cte-299	178	13	8	8	NUM
cte-299	178	14	:	:	PUNCT
cte-299	178	15	cte-2020	cte-2020	NOUN
cte-299	178	16	,	,	PUNCT
cte-299	178	17	pp	pp	X
cte-299	178	18	.	.	PUNCT
cte-299	179	1	438	438	NUM
cte-299	179	2	-	-	PUNCT
cte-299	179	3	457	457	NUM
cte-299	179	4	table	table	NOUN
cte-299	179	5	2	2	NUM
cte-299	179	6	hardware	hardware	NOUN
cte-299	179	7	available	available	ADJ
cte-299	179	8	on	on	ADP
cte-299	179	9	jupyter	jupyter	ADJ
cte-299	179	10	cloud	cloud	NOUN
cte-299	179	11	platforms	platform	NOUN
cte-299	179	12	provider	provider	NOUN
cte-299	179	13	cpu	cpu	NOUN
cte-299	179	14	memory	memory	NOUN
cte-299	179	15	(	(	PUNCT
cte-299	179	16	gb	gb	NOUN
cte-299	179	17	)	)	PUNCT
cte-299	179	18	disk	disk	NOUN
cte-299	179	19	size	size	NOUN
cte-299	179	20	(	(	PUNCT
cte-299	179	21	gb	gb	NOUN
cte-299	179	22	)	)	PUNCT
cte-299	179	23	accelerators	accelerator	NOUN
cte-299	179	24	binder	binder	VERB
cte-299	179	25	na	na	ADP
cte-299	179	26	1	1	NUM
cte-299	179	27	min	min	NOUN
cte-299	179	28	,	,	PUNCT
cte-299	179	29	2	2	NUM
cte-299	179	30	max	max	NOUN
cte-299	179	31	no	no	DET
cte-299	179	32	specified	specified	ADJ
cte-299	179	33	limit	limit	NOUN
cte-299	179	34	*	*	PUNCT
cte-299	179	35	none	none	NOUN
cte-299	179	36	kaggle1	kaggle1	NOUN
cte-299	179	37	4	4	NUM
cte-299	179	38	cores	core	NOUN
cte-299	179	39	17	17	NUM
cte-299	179	40	5	5	NUM
cte-299	179	41	none	none	NOUN
cte-299	179	42	kaggle2	kaggle2	NOUN
cte-299	179	43	2	2	NUM
cte-299	179	44	cores	core	NOUN
cte-299	179	45	14	14	NUM
cte-299	179	46	5	5	NUM
cte-299	179	47	gpu	gpu	PROPN
cte-299	179	48	7	7	NUM
cte-299	179	49	or	or	CCONJ
cte-299	179	50	tpu	tpu	PRON
cte-299	179	51	8	8	NUM
cte-299	180	1	[	[	X
cte-299	180	2	1	1	NUM
cte-299	180	3	]	]	X
cte-299	180	4	google	google	PROPN
cte-299	180	5	colab	colab	PROPN
cte-299	180	6	free	free	VERB
cte-299	180	7	na	na	PART
cte-299	180	8	na	na	PART
cte-299	180	9	gdrive	gdrive	VERB
cte-299	180	10	15	15	NUM
cte-299	180	11	gpu	gpu	NOUN
cte-299	180	12	or	or	CCONJ
cte-299	180	13	tpu	tpu	PROPN
cte-299	180	14	(	(	PUNCT
cte-299	180	15	thresholded	thresholde	VERB
cte-299	180	16	access	access	NOUN
cte-299	180	17	)	)	PUNCT
cte-299	180	18	azure	azure	NOUN
cte-299	180	19	notebooks	notebook	NOUN
cte-299	180	20	(	(	PUNCT
cte-299	180	21	per	per	ADP
cte-299	180	22	project	project	NOUN
cte-299	180	23	)	)	PUNCT
cte-299	180	24	na	na	ADP
cte-299	180	25	4	4	NUM
cte-299	180	26	1	1	NUM
cte-299	180	27	gpu	gpu	NOUN
cte-299	180	28	(	(	PUNCT
cte-299	180	29	pay	pay	NOUN
cte-299	180	30	)	)	PUNCT
cte-299	180	31	cocalc	cocalc	NOUN
cte-299	180	32	(	(	PUNCT
cte-299	180	33	per	per	ADP
cte-299	180	34	project	project	NOUN
cte-299	180	35	)	)	PUNCT
cte-299	180	36	1	1	NUM
cte-299	180	37	shared	share	VERB
cte-299	180	38	core	core	NOUN
cte-299	180	39	1	1	NUM
cte-299	180	40	shared	share	VERB
cte-299	180	41	3	3	NUM
cte-299	180	42	none	none	NOUN
cte-299	180	43	datalore	datalore	NOUN
cte-299	180	44	2	2	NUM
cte-299	180	45	cores	core	NOUN
cte-299	180	46	4	4	NUM
cte-299	180	47	10	10	NUM
cte-299	180	48	none	none	NOUN
cte-299	180	49	dag	dag	NOUN
cte-299	180	50	8	8	NUM
cte-299	180	51	cores	core	NOUN
cte-299	180	52	8	8	NUM
cte-299	180	53	unlimited	unlimited	ADJ
cte-299	180	54	9	9	NUM
cte-299	180	55	none	none	NOUN
cte-299	180	56	figure	figure	NOUN
cte-299	180	57	3	3	NUM
cte-299	180	58	:	:	PUNCT
cte-299	180	59	workflow	workflow	NOUN
cte-299	180	60	for	for	ADP
cte-299	180	61	orchestrating	orchestrate	VERB
cte-299	180	62	a	a	DET
cte-299	180	63	compute	compute	NOUN
cte-299	180	64	node	node	NOUN
cte-299	180	65	subset	subset	NOUN
cte-299	180	66	of	of	ADP
cte-299	180	67	the	the	DET
cte-299	180	68	orchestration	orchestration	NOUN
cte-299	180	69	functionalities	functionality	NOUN
cte-299	180	70	such	such	ADJ
cte-299	180	71	as	as	ADP
cte-299	180	72	provisioning	provisioning	NOUN
cte-299	180	73	and	and	CCONJ
cte-299	180	74	deployment	deployment	NOUN
cte-299	180	75	or	or	CCONJ
cte-299	180	76	configuration	configuration	NOUN
cte-299	180	77	and	and	CCONJ
cte-299	180	78	maintenance	maintenance	NOUN
cte-299	180	79	.	.	PUNCT
cte-299	181	1	for	for	ADP
cte-299	181	2	instance	instance	NOUN
cte-299	181	3	terrafrom	terrafrom	PROPN
cte-299	181	4	is	be	AUX
cte-299	181	5	a	a	DET
cte-299	181	6	tool	tool	NOUN
cte-299	181	7	that	that	PRON
cte-299	181	8	focuses	focus	VERB
cte-299	181	9	on	on	ADP
cte-299	181	10	infrastructure	infrastructure	NOUN
cte-299	181	11	deployment	deployment	NOUN
cte-299	181	12	whereas	whereas	SCONJ
cte-299	181	13	puppet	puppet	NOUN
cte-299	181	14	,	,	PUNCT
cte-299	181	15	chef	chef	NOUN
cte-299	181	16	and	and	CCONJ
cte-299	181	17	ansible	ansible	NOUN
cte-299	181	18	are	be	AUX
cte-299	181	19	primarily	primarily	ADV
cte-299	181	20	concerned	concerned	ADJ
cte-299	181	21	with	with	ADP
cte-299	181	22	configuration	configuration	NOUN
cte-299	181	23	and	and	CCONJ
cte-299	181	24	maintenance	maintenance	NOUN
cte-299	181	25	of	of	ADP
cte-299	181	26	existing	exist	VERB
cte-299	181	27	systems	system	NOUN
cte-299	181	28	.	.	PUNCT
cte-299	182	1	in	in	ADP
cte-299	182	2	contrast	contrast	NOUN
cte-299	182	3	commercial	commercial	ADJ
cte-299	182	4	cloud	cloud	NOUN
cte-299	182	5	providers	provider	NOUN
cte-299	182	6	typically	typically	ADV
cte-299	182	7	also	also	ADV
cte-299	182	8	provide	provide	VERB
cte-299	182	9	their	their	PRON
cte-299	182	10	own	own	ADJ
cte-299	182	11	orchestration	orchestration	NOUN
cte-299	182	12	-	-	PUNCT
cte-299	182	13	like	like	ADJ
cte-299	182	14	tools	tool	NOUN
cte-299	182	15	and	and	CCONJ
cte-299	182	16	software	software	NOUN
cte-299	182	17	development	development	NOUN
cte-299	182	18	kits	kit	NOUN
cte-299	182	19	(	(	PUNCT
cte-299	182	20	sdk)s	sdk)s	PROPN
cte-299	182	21	,	,	PUNCT
cte-299	182	22	enabling	enable	VERB
cte-299	182	23	the	the	DET
cte-299	182	24	ability	ability	NOUN
cte-299	182	25	to	to	PART
cte-299	182	26	interact	interact	VERB
cte-299	182	27	with	with	ADP
cte-299	182	28	their	their	PRON
cte-299	182	29	respective	respective	ADJ
cte-299	182	30	cloud	cloud	NOUN
cte-299	182	31	system	system	NOUN
cte-299	182	32	.	.	PUNCT
cte-299	183	1	for	for	ADP
cte-299	183	2	instance	instance	NOUN
cte-299	183	3	,	,	PUNCT
cte-299	183	4	oracle	oracle	PROPN
cte-299	183	5	provides	provide	VERB
cte-299	183	6	the	the	DET
cte-299	183	7	oracle	oracle	NOUN
cte-299	183	8	cloud	cloud	PROPN
cte-299	183	9	infrastructure	infrastructure	PROPN
cte-299	183	10	cli	cli	NOUN
cte-299	183	11	[	[	X
cte-299	183	12	51	51	NUM
cte-299	183	13	]	]	SYM
cte-299	183	14	tool	tool	NOUN
cte-299	183	15	that	that	PRON
cte-299	183	16	can	can	AUX
cte-299	183	17	interact	interact	VERB
cte-299	183	18	with	with	ADP
cte-299	183	19	their	their	PRON
cte-299	183	20	infrastructure	infrastructure	NOUN
cte-299	183	21	.	.	PUNCT
cte-299	184	1	the	the	DET
cte-299	184	2	same	same	ADJ
cte-299	184	3	applies	apply	VERB
cte-299	184	4	to	to	ADP
cte-299	184	5	the	the	DET
cte-299	184	6	amazon	amazon	NOUN
cte-299	184	7	aws	aws	PROPN
cte-299	184	8	cli	cli	PROPN
cte-299	184	9	[	[	X
cte-299	184	10	52	52	NUM
cte-299	184	11	]	]	PUNCT
cte-299	184	12	,	,	PUNCT
cte-299	184	13	in	in	ADP
cte-299	184	14	addition	addition	NOUN
cte-299	184	15	to	to	ADP
cte-299	184	16	a	a	DET
cte-299	184	17	vast	vast	ADJ
cte-299	184	18	complement	complement	NOUN
cte-299	184	19	of	of	ADP
cte-299	184	20	tool	tool	NOUN
cte-299	184	21	-	-	PUNCT
cte-299	184	22	kits	kit	NOUN
cte-299	184	23	[	[	X
cte-299	184	24	53	53	NUM
cte-299	184	25	]	]	PUNCT
cte-299	184	26	that	that	PRON
cte-299	184	27	provide	provide	VERB
cte-299	184	28	many	many	ADJ
cte-299	184	29	different	different	ADJ
cte-299	184	30	aws	aws	NOUN
cte-299	184	31	functionalities	functionality	NOUN
cte-299	184	32	including	include	VERB
cte-299	184	33	orchestration	orchestration	NOUN
cte-299	184	34	.	.	PUNCT
cte-299	185	1	in	in	ADP
cte-299	185	2	contrast	contrast	NOUN
cte-299	185	3	,	,	PUNCT
cte-299	185	4	commercial	commercial	ADJ
cte-299	185	5	cloud	cloud	NOUN
cte-299	185	6	provided	provide	VERB
cte-299	185	7	tools	tool	NOUN
cte-299	185	8	are	be	AUX
cte-299	185	9	often	often	ADV
cte-299	185	10	limited	limit	VERB
cte-299	185	11	to	to	PART
cte-299	185	12	only	only	ADV
cte-299	185	13	support	support	VERB
cte-299	185	14	the	the	DET
cte-299	185	15	publishing	publishing	NOUN
cte-299	185	16	cloud	cloud	NOUN
cte-299	185	17	vendor	vendor	NOUN
cte-299	185	18	and	and	CCONJ
cte-299	185	19	do	do	AUX
cte-299	185	20	not	not	PART
cte-299	185	21	offer	offer	VERB
cte-299	185	22	cross	cross	ADJ
cte-299	185	23	-	-	ADJ
cte-299	185	24	cloud	cloud	ADJ
cte-299	185	25	compatibility	compatibility	NOUN
cte-299	185	26	,	,	PUNCT
cte-299	185	27	or	or	CCONJ
cte-299	185	28	the	the	DET
cte-299	185	29	ability	ability	NOUN
cte-299	185	30	to	to	PART
cte-299	185	31	utilize	utilize	VERB
cte-299	185	32	multiple	multiple	ADJ
cte-299	185	33	cloud	cloud	NOUN
cte-299	185	34	providers	provider	NOUN
cte-299	185	35	interchangeably	interchangeably	ADV
cte-299	185	36	.	.	PUNCT
cte-299	186	1	cloud	cloud	NOUN
cte-299	186	2	orchestration	orchestration	NOUN
cte-299	186	3	developments	development	NOUN
cte-299	186	4	for	for	ADP
cte-299	186	5	the	the	DET
cte-299	186	6	scientific	scientific	ADJ
cte-299	186	7	community	community	NOUN
cte-299	186	8	,	,	PUNCT
cte-299	186	9	especially	especially	ADV
cte-299	186	10	those	those	PRON
cte-299	186	11	aiming	aim	VERB
cte-299	186	12	to	to	PART
cte-299	186	13	provide	provide	VERB
cte-299	186	14	cross	cross	ADJ
cte-299	186	15	-	-	ADJ
cte-299	186	16	cloud	cloud	ADJ
cte-299	186	17	deployments	deployment	NOUN
cte-299	186	18	,	,	PUNCT
cte-299	186	19	have	have	AUX
cte-299	186	20	mostly	mostly	ADV
cte-299	186	21	been	be	AUX
cte-299	186	22	based	base	VERB
cte-299	186	23	on	on	ADP
cte-299	186	24	utilizing	utilize	VERB
cte-299	186	25	on	on	ADP
cte-299	186	26	premise	premise	ADJ
cte-299	186	27	cloud	cloud	NOUN
cte-299	186	28	iaas	iaas	NOUN
cte-299	186	29	platforms	platform	NOUN
cte-299	186	30	such	such	ADJ
cte-299	186	31	as	as	ADP
cte-299	186	32	openstack	openstack	PROPN
cte-299	186	33	[	[	X
cte-299	186	34	54	54	NUM
cte-299	186	35	]	]	PUNCT
cte-299	186	36	and	and	CCONJ
cte-299	186	37	opennebula	opennebula	VERB
cte-299	186	38	[	[	X
cte-299	186	39	55	55	NUM
cte-299	186	40	]	]	PUNCT
cte-299	186	41	.	.	PUNCT
cte-299	187	1	developments	development	NOUN
cte-299	187	2	have	have	AUX
cte-299	187	3	focused	focus	VERB
cte-299	187	4	on	on	ADP
cte-299	187	5	providing	provide	VERB
cte-299	187	6	higher	high	ADJ
cte-299	187	7	layers	layer	NOUN
cte-299	187	8	of	of	ADP
cte-299	187	9	abstraction	abstraction	NOUN
cte-299	187	10	to	to	PART
cte-299	187	11	expose	expose	VERB
cte-299	187	12	a	a	DET
cte-299	187	13	common	common	ADJ
cte-299	187	14	apis	apis	NOUN
cte-299	187	15	that	that	PRON
cte-299	187	16	allow	allow	VERB
cte-299	187	17	for	for	ADP
cte-299	187	18	the	the	DET
cte-299	187	19	interchangeable	interchangeable	ADJ
cte-299	187	20	usage	usage	NOUN
cte-299	187	21	of	of	ADP
cte-299	187	22	the	the	DET
cte-299	187	23	underlying	underlying	ADJ
cte-299	187	24	supported	support	VERB
cte-299	187	25	iaas	iaas	NOUN
cte-299	187	26	platforms	platform	NOUN
cte-299	187	27	.	.	PUNCT
cte-299	188	1	the	the	DET
cte-299	188	2	infrastructure	infrastructure	NOUN
cte-299	188	3	is	be	AUX
cte-299	188	4	typically	typically	ADV
cte-299	188	5	defined	define	VERB
cte-299	188	6	in	in	ADP
cte-299	188	7	these	these	DET
cte-299	188	8	frameworks	framework	NOUN
cte-299	188	9	through	through	ADP
cte-299	188	10	a	a	DET
cte-299	188	11	domain	domain	NOUN
cte-299	188	12	specific	specific	ADJ
cte-299	188	13	language	language	NOUN
cte-299	188	14	(	(	PUNCT
cte-299	188	15	dsl	dsl	PROPN
cte-299	188	16	)	)	PUNCT
cte-299	188	17	that	that	PRON
cte-299	188	18	describes	describe	VERB
cte-299	188	19	how	how	SCONJ
cte-299	188	20	the	the	DET
cte-299	188	21	infrastructure	infrastructure	NOUN
cte-299	188	22	should	should	AUX
cte-299	188	23	look	look	VERB
cte-299	188	24	when	when	SCONJ
cte-299	188	25	orchestrated	orchestrate	VERB
cte-299	188	26	.	.	PUNCT
cte-299	189	1	examples	example	NOUN
cte-299	189	2	of	of	ADP
cte-299	189	3	this	this	PRON
cte-299	189	4	include	include	VERB
cte-299	189	5	cloud	cloud	NOUN
cte-299	189	6	projects	project	NOUN
cte-299	189	7	such	such	ADJ
cte-299	189	8	as	as	ADP
cte-299	189	9	indigo	indigo	NOUN
cte-299	189	10	-	-	PUNCT
cte-299	189	11	cloud	cloud	NOUN
cte-299	189	12	[	[	X
cte-299	189	13	56	56	NUM
cte-299	189	14	]	]	X
cte-299	190	1	[	[	X
cte-299	190	2	57	57	NUM
cte-299	190	3	]	]	PUNCT
cte-299	190	4	,	,	PUNCT
cte-299	190	5	agrodat	agrodat	VERB
cte-299	191	1	[	[	X
cte-299	191	2	58	58	NUM
cte-299	191	3	]	]	PUNCT
cte-299	191	4	and	and	CCONJ
cte-299	191	5	occupus	occupus	VERB
cte-299	192	1	[	[	X
cte-299	192	2	58	58	NUM
cte-299	192	3	]	]	PUNCT
cte-299	192	4	.	.	PUNCT
cte-299	193	1	these	these	DET
cte-299	193	2	frameworks	framework	NOUN
cte-299	193	3	,	,	PUNCT
cte-299	193	4	nonetheless	nonetheless	ADV
cte-299	193	5	do	do	AUX
cte-299	193	6	not	not	PART
cte-299	193	7	allow	allow	VERB
cte-299	193	8	for	for	ADP
cte-299	193	9	the	the	DET
cte-299	193	10	utilization	utilization	NOUN
cte-299	193	11	of	of	ADP
cte-299	193	12	commercial	commercial	ADJ
cte-299	193	13	or	or	CCONJ
cte-299	193	14	public	public	ADJ
cte-299	193	15	cloud	cloud	NOUN
cte-299	193	16	platforms	platform	NOUN
cte-299	193	17	,	,	PUNCT
cte-299	193	18	since	since	SCONJ
cte-299	193	19	they	they	PRON
cte-299	193	20	rely	rely	VERB
cte-299	193	21	on	on	ADP
cte-299	193	22	the	the	DET
cte-299	193	23	utilization	utilization	NOUN
cte-299	193	24	of	of	ADP
cte-299	193	25	organisationally	organisationally	ADV
cte-299	193	26	defined	define	VERB
cte-299	193	27	clouds	cloud	NOUN
cte-299	193	28	that	that	PRON
cte-299	193	29	are	be	AUX
cte-299	193	30	traditionally	traditionally	ADV
cte-299	193	31	deployed	deploy	VERB
cte-299	193	32	,	,	PUNCT
cte-299	193	33	managed	manage	VERB
cte-299	193	34	,	,	PUNCT
cte-299	193	35	and	and	CCONJ
cte-299	193	36	hosted	host	VERB
cte-299	193	37	by	by	ADP
cte-299	193	38	the	the	DET
cte-299	193	39	organisation	organisation	NOUN
cte-299	193	40	itself	itself	PRON
cte-299	193	41	.	.	PUNCT
cte-299	194	1	although	although	SCONJ
cte-299	194	2	required	require	VERB
cte-299	194	3	,	,	PUNCT
cte-299	194	4	if	if	SCONJ
cte-299	194	5	as	as	SCONJ
cte-299	194	6	stated	state	VERB
cte-299	194	7	,	,	PUNCT
cte-299	194	8	we	we	PRON
cte-299	194	9	are	be	AUX
cte-299	194	10	to	to	PART
cte-299	194	11	establish	establish	VERB
cte-299	194	12	a	a	DET
cte-299	194	13	grid	grid	NOUN
cte-299	194	14	of	of	ADP
cte-299	194	15	clouds	cloud	NOUN
cte-299	194	16	which	which	PRON
cte-299	194	17	should	should	AUX
cte-299	194	18	allow	allow	VERB
cte-299	194	19	for	for	ADP
cte-299	194	20	the	the	DET
cte-299	194	21	inclusion	inclusion	NOUN
cte-299	194	22	of	of	ADP
cte-299	194	23	public	public	ADJ
cte-299	194	24	and	and	CCONJ
cte-299	194	25	commercial	commercial	ADJ
cte-299	194	26	cloud	cloud	NOUN
cte-299	194	27	platforms	platform	NOUN
cte-299	194	28	.	.	PUNCT
cte-299	195	1	the	the	DET
cte-299	195	2	corc	corc	NOUN
cte-299	195	3	framework	framework	NOUN
cte-299	195	4	was	be	AUX
cte-299	195	5	developed	develop	VERB
cte-299	195	6	and	and	CCONJ
cte-299	195	7	designed	design	VERB
cte-299	195	8	to	to	PART
cte-299	195	9	eventually	eventually	ADV
cte-299	195	10	support	support	VERB
cte-299	195	11	the	the	DET
cte-299	195	12	scheduling	scheduling	NOUN
cte-299	195	13	of	of	ADP
cte-299	195	14	cloud	cloud	ADJ
cte-299	195	15	resources	resource	NOUN
cte-299	195	16	across	across	ADP
cte-299	195	17	both	both	DET
cte-299	195	18	organisations	organisation	NOUN
cte-299	195	19	and	and	CCONJ
cte-299	195	20	public	public	ADJ
cte-299	195	21	cloud	cloud	NOUN
cte-299	195	22	providers	provider	NOUN
cte-299	195	23	.	.	PUNCT
cte-299	196	1	4	4	X
cte-299	196	2	.	.	X
cte-299	196	3	the	the	DET
cte-299	196	4	first	first	ADJ
cte-299	196	5	cloud	cloud	NOUN
cte-299	196	6	enabled	enable	VERB
cte-299	196	7	service	service	NOUN
cte-299	196	8	to	to	PART
cte-299	196	9	establish	establish	VERB
cte-299	196	10	a	a	DET
cte-299	196	11	grid	grid	NOUN
cte-299	196	12	of	of	ADP
cte-299	196	13	cloud	cloud	ADJ
cte-299	196	14	resources	resource	NOUN
cte-299	196	15	,	,	PUNCT
cte-299	196	16	we	we	PRON
cte-299	196	17	started	start	VERB
cte-299	196	18	with	with	ADP
cte-299	196	19	enabling	enable	VERB
cte-299	196	20	the	the	DET
cte-299	196	21	usage	usage	NOUN
cte-299	196	22	of	of	ADP
cte-299	196	23	a	a	DET
cte-299	196	24	single	single	ADJ
cte-299	196	25	public	public	ADJ
cte-299	196	26	cloud	cloud	NOUN
cte-299	196	27	provider	provider	NOUN
cte-299	196	28	to	to	PART
cte-299	196	29	schedule	schedule	VERB
cte-299	196	30	dag	dag	PROPN
cte-299	196	31	notebooks	notebook	NOUN
cte-299	196	32	on	on	ADP
cte-299	196	33	.	.	PUNCT
cte-299	197	1	through	through	ADP
cte-299	197	2	this	this	PRON
cte-299	197	3	we	we	PRON
cte-299	197	4	created	create	VERB
cte-299	197	5	the	the	DET
cte-299	197	6	foundations	foundation	NOUN
cte-299	197	7	for	for	ADP
cte-299	197	8	the	the	DET
cte-299	197	9	eventual	eventual	ADJ
cte-299	197	10	grid	grid	NOUN
cte-299	197	11	structure	structure	NOUN
cte-299	197	12	that	that	PRON
cte-299	197	13	would	would	AUX
cte-299	197	14	allow	allow	VERB
cte-299	197	15	the	the	DET
cte-299	197	16	resources	resource	NOUN
cte-299	197	17	to	to	PART
cte-299	197	18	be	be	AUX
cte-299	197	19	scheduled	schedule	VERB
cte-299	197	20	across	across	ADP
cte-299	197	21	multiple	multiple	ADJ
cte-299	197	22	clouds	cloud	NOUN
cte-299	197	23	and	and	CCONJ
cte-299	197	24	organisations	organisation	NOUN
cte-299	197	25	.	.	PUNCT
cte-299	198	1	4.1	4.1	NUM
cte-299	198	2	.	.	PUNCT
cte-299	198	3	corc	corc	VERB
cte-299	198	4	the	the	DET
cte-299	198	5	corc	corc	NOUN
cte-299	198	6	framework	framework	NOUN
cte-299	198	7	was	be	AUX
cte-299	198	8	implemented	implement	VERB
cte-299	198	9	as	as	ADP
cte-299	198	10	a	a	DET
cte-299	198	11	python	python	NOUN
cte-299	198	12	package	package	NOUN
cte-299	198	13	.	.	PUNCT
cte-299	199	1	the	the	DET
cte-299	199	2	package	package	NOUN
cte-299	199	3	establishes	establish	VERB
cte-299	199	4	the	the	DET
cte-299	199	5	foundations	foundation	NOUN
cte-299	199	6	for	for	ADP
cte-299	199	7	essential	essential	ADJ
cte-299	199	8	functions	function	NOUN
cte-299	199	9	such	such	ADJ
cte-299	199	10	as	as	ADP
cte-299	199	11	orchestration	orchestration	NOUN
cte-299	199	12	,	,	PUNCT
cte-299	199	13	computation	computation	NOUN
cte-299	199	14	,	,	PUNCT
cte-299	199	15	configuration	configuration	NOUN
cte-299	199	16	,	,	PUNCT
cte-299	199	17	and	and	CCONJ
cte-299	199	18	authentication	authentication	NOUN
cte-299	199	19	against	against	ADP
cte-299	199	20	supported	support	VERB
cte-299	199	21	cloud	cloud	NOUN
cte-299	199	22	providers	provider	NOUN
cte-299	199	23	and	and	CCONJ
cte-299	199	24	cloud	cloud	ADJ
cte-299	199	25	resources	resource	NOUN
cte-299	199	26	.	.	PUNCT
cte-299	200	1	overall	overall	ADV
cte-299	200	2	,	,	PUNCT
cte-299	200	3	corc	corc	VERB
cte-299	200	4	is	be	AUX
cte-299	200	5	a	a	DET
cte-299	200	6	combination	combination	NOUN
cte-299	200	7	of	of	ADP
cte-299	200	8	an	an	DET
cte-299	200	9	infrastructure	infrastructure	NOUN
cte-299	200	10	as	as	ADP
cte-299	200	11	a	a	DET
cte-299	200	12	service	service	NOUN
cte-299	200	13	(	(	PUNCT
cte-299	200	14	iaas	iaas	NOUN
cte-299	200	15	)	)	PUNCT
cte-299	200	16	management	management	NOUN
cte-299	200	17	library	library	NOUN
cte-299	200	18	,	,	PUNCT
cte-299	200	19	and	and	CCONJ
cte-299	200	20	a	a	DET
cte-299	200	21	computation	computation	NOUN
cte-299	200	22	oriented	orient	VERB
cte-299	200	23	scheduler	scheduler	NOUN
cte-299	200	24	.	.	PUNCT
cte-299	201	1	this	this	PRON
cte-299	201	2	enables	enable	VERB
cte-299	201	3	the	the	DET
cte-299	201	4	ability	ability	NOUN
cte-299	201	5	figure	figure	NOUN
cte-299	201	6	3	3	NUM
cte-299	201	7	:	:	PUNCT
cte-299	201	8	workflow	workflow	NOUN
cte-299	201	9	for	for	ADP
cte-299	201	10	orchestrating	orchestrate	VERB
cte-299	201	11	a	a	DET
cte-299	201	12	compute	compute	NOUN
cte-299	201	13	node	node	NOUN
cte-299	201	14	the	the	DET
cte-299	201	15	successful	successful	ADJ
cte-299	201	16	creation	creation	NOUN
cte-299	201	17	of	of	ADP
cte-299	201	18	a	a	DET
cte-299	201	19	compute	compute	NOUN
cte-299	201	20	node	node	NOUN
cte-299	201	21	involves	involve	VERB
cte-299	201	22	the	the	DET
cte-299	201	23	processing	processing	NOUN
cte-299	201	24	of	of	ADP
cte-299	201	25	a	a	DET
cte-299	201	26	series	series	NOUN
cte-299	201	27	of	of	ADP
cte-299	201	28	complex	complex	ADJ
cte-299	201	29	tasks	task	NOUN
cte-299	201	30	that	that	PRON
cte-299	201	31	all	all	PRON
cte-299	201	32	must	must	AUX
cte-299	201	33	succeed	succeed	VERB
cte-299	201	34	.	.	PUNCT
cte-299	202	1	an	an	DET
cte-299	202	2	example	example	NOUN
cte-299	202	3	of	of	ADP
cte-299	202	4	such	such	DET
cte-299	202	5	a	a	DET
cte-299	202	6	workflow	workflow	NOUN
cte-299	202	7	can	can	AUX
cte-299	202	8	be	be	AUX
cte-299	202	9	seen	see	VERB
cte-299	202	10	in	in	ADP
cte-299	202	11	figure	figure	NOUN
cte-299	202	12	4	4	NUM
cte-299	202	13	.	.	PUNCT
cte-299	203	1	here	here	ADV
cte-299	203	2	a	a	DET
cte-299	203	3	valid	valid	ADJ
cte-299	203	4	image	image	NOUN
cte-299	203	5	,	,	PUNCT
cte-299	203	6	shape	shape	NOUN
cte-299	203	7	,	,	PUNCT
cte-299	203	8	location	location	NOUN
cte-299	203	9	and	and	CCONJ
cte-299	203	10	network	network	NOUN
cte-299	203	11	has	have	VERB
cte-299	203	12	to	to	PART
cte-299	203	13	be	be	AUX
cte-299	203	14	discovered	discover	VERB
cte-299	203	15	,	,	PUNCT
cte-299	203	16	selected	select	VERB
cte-299	203	17	,	,	PUNCT
cte-299	203	18	and	and	CCONJ
cte-299	203	19	successfully	successfully	ADV
cte-299	203	20	utilized	utilize	VERB
cte-299	203	21	together	together	ADV
cte-299	203	22	in	in	ADP
cte-299	203	23	order	order	NOUN
cte-299	203	24	for	for	SCONJ
cte-299	203	25	the	the	DET
cte-299	203	26	cloud	cloud	ADJ
cte-299	203	27	compute	compute	NOUN
cte-299	203	28	node	node	NOUN
cte-299	203	29	to	to	PART
cte-299	203	30	be	be	AUX
cte-299	203	31	established	establish	VERB
cte-299	203	32	.	.	PUNCT
cte-299	204	1	an	an	DET
cte-299	204	2	image	image	NOUN
cte-299	204	3	is	be	AUX
cte-299	204	4	the	the	DET
cte-299	204	5	target	target	NOUN
cte-299	204	6	operating	operating	NOUN
cte-299	204	7	system	system	NOUN
cte-299	204	8	and	and	CCONJ
cte-299	204	9	distribution	distribution	NOUN
cte-299	204	10	,	,	PUNCT
cte-299	204	11	for	for	ADP
cte-299	204	12	instance	instance	NOUN
cte-299	204	13	ubuntu	ubuntu	PROPN
cte-299	204	14	20.04	20.04	NUM
cte-299	204	15	lts	lts	NOUN
cte-299	204	16	.	.	PUNCT
cte-299	205	1	a	a	DET
cte-299	205	2	shape	shape	NOUN
cte-299	205	3	is	be	AUX
cte-299	205	4	the	the	DET
cte-299	205	5	physical	physical	ADJ
cte-299	205	6	configuration	configuration	NOUN
cte-299	205	7	of	of	ADP
cte-299	205	8	the	the	DET
cte-299	205	9	node	node	NOUN
cte-299	205	10	,	,	PUNCT
cte-299	205	11	typically	typically	ADV
cte-299	205	12	involving	involve	VERB
cte-299	205	13	the	the	DET
cte-299	205	14	amount	amount	NOUN
cte-299	205	15	of	of	ADP
cte-299	205	16	cpu	cpu	NOUN
cte-299	205	17	cores	core	NOUN
cte-299	205	18	,	,	PUNCT
cte-299	205	19	memory	memory	NOUN
cte-299	205	20	and	and	CCONJ
cte-299	205	21	potential	potential	ADJ
cte-299	205	22	accelerators	accelerator	NOUN
cte-299	205	23	.	.	PUNCT
cte-299	206	1	location	location	NOUN
cte-299	206	2	is	be	AUX
cte-299	206	3	typically	typically	ADV
cte-299	206	4	the	the	DET
cte-299	206	5	physical	physical	ADJ
cte-299	206	6	location	location	NOUN
cte-299	206	7	of	of	ADP
cte-299	206	8	where	where	SCONJ
cte-299	206	9	the	the	DET
cte-299	206	10	resource	resource	NOUN
cte-299	206	11	is	be	AUX
cte-299	206	12	to	to	PART
cte-299	206	13	be	be	AUX
cte-299	206	14	created	create	VERB
cte-299	206	15	.	.	PUNCT
cte-299	207	1	cloud	cloud	NOUN
cte-299	207	2	providers	provider	NOUN
cte-299	207	3	often	often	ADV
cte-299	207	4	use	use	VERB
cte-299	207	5	the	the	DET
cte-299	207	6	term	term	NOUN
cte-299	207	7	availability	availability	NOUN
cte-299	207	8	zone	zone	NOUN
cte-299	207	9	instead	instead	ADV
cte-299	208	1	but	but	CCONJ
cte-299	208	2	it	it	PRON
cte-299	208	3	generally	generally	ADV
cte-299	208	4	defines	define	VERB
cte-299	208	5	which	which	PRON
cte-299	208	6	datacenter	datacenter	NOUN
cte-299	208	7	to	to	PART
cte-299	208	8	utilize	utilize	VERB
cte-299	208	9	for	for	ADP
cte-299	208	10	the	the	DET
cte-299	208	11	given	give	VERB
cte-299	208	12	task	task	NOUN
cte-299	208	13	.	.	PUNCT
cte-299	209	1	network	network	NOUN
cte-299	209	2	encompasses	encompass	VERB
cte-299	209	3	the	the	DET
cte-299	209	4	entirety	entirety	NOUN
cte-299	209	5	of	of	ADP
cte-299	209	6	the	the	DET
cte-299	209	7	underlying	underlying	ADJ
cte-299	209	8	network	network	NOUN
cte-299	209	9	configuration	configuration	NOUN
cte-299	209	10	,	,	PUNCT
cte-299	209	11	including	include	VERB
cte-299	209	12	which	which	DET
cte-299	209	13	subnet	subnet	NOUN
cte-299	209	14	,	,	PUNCT
cte-299	209	15	gateway	gateway	NOUN
cte-299	209	16	,	,	PUNCT
cte-299	209	17	and	and	CCONJ
cte-299	209	18	ip	ip	ADJ
cte-299	209	19	address	address	NOUN
cte-299	209	20	the	the	DET
cte-299	209	21	compute	compute	PROPN
cte-299	209	22	node	node	NOUN
cte-299	209	23	should	should	AUX
cte-299	209	24	utilize	utilize	VERB
cte-299	209	25	.	.	PUNCT
cte-299	210	1	in	in	ADP
cte-299	210	2	the	the	DET
cte-299	210	3	context	context	NOUN
cte-299	210	4	of	of	ADP
cte-299	210	5	a	a	DET
cte-299	210	6	federated	federated	ADJ
cte-299	210	7	network	network	NOUN
cte-299	210	8	like	like	ADP
cte-299	210	9	a	a	DET
cte-299	210	10	grid	grid	NOUN
cte-299	210	11	,	,	PUNCT
cte-299	210	12	the	the	DET
cte-299	210	13	orchestration	orchestration	NOUN
cte-299	210	14	would	would	AUX
cte-299	210	15	ideally	ideally	ADV
cte-299	210	16	involve	involve	VERB
cte-299	210	17	the	the	DET
cte-299	210	18	automated	automate	VERB
cte-299	210	19	provisioning	provisioning	NOUN
cte-299	210	20	of	of	ADP
cte-299	210	21	the	the	DET
cte-299	210	22	computational	computational	ADJ
cte-299	210	23	resource	resource	NOUN
cte-299	210	24	,	,	PUNCT
cte-299	210	25	the	the	DET
cte-299	210	26	configuration	configuration	NOUN
cte-299	210	27	of	of	ADP
cte-299	210	28	said	say	VERB
cte-299	210	29	resource	resource	NOUN
cte-299	210	30	,	,	PUNCT
cte-299	210	31	and	and	CCONJ
cte-299	210	32	ensure	ensure	VERB
cte-299	210	33	that	that	SCONJ
cte-299	210	34	the	the	DET
cte-299	210	35	resource	resource	NOUN
cte-299	210	36	is	be	AUX
cte-299	210	37	correctly	correctly	ADV
cte-299	210	38	reachable	reachable	ADJ
cte-299	210	39	through	through	ADP
cte-299	210	40	a	a	DET
cte-299	210	41	network	network	NOUN
cte-299	210	42	infrastructure	infrastructure	NOUN
cte-299	210	43	.	.	PUNCT
cte-299	211	1	multiple	multiple	ADJ
cte-299	211	2	projects	project	NOUN
cte-299	211	3	have	have	AUX
cte-299	211	4	been	be	AUX
cte-299	211	5	developed	develop	VERB
cte-299	211	6	that	that	DET
cte-299	211	7	automate	automate	ADJ
cte-299	211	8	development	development	NOUN
cte-299	211	9	and	and	CCONJ
cte-299	211	10	system	system	NOUN
cte-299	211	11	administration	administration	NOUN
cte-299	211	12	tasks	task	NOUN
cte-299	211	13	such	such	ADJ
cte-299	211	14	as	as	ADP
cte-299	211	15	maintenance	maintenance	NOUN
cte-299	211	16	,	,	PUNCT
cte-299	211	17	testing	testing	NOUN
cte-299	211	18	,	,	PUNCT
cte-299	211	19	upgrading	upgrading	NOUN
cte-299	211	20	,	,	PUNCT
cte-299	211	21	and	and	CCONJ
cte-299	211	22	configuration	configuration	NOUN
cte-299	211	23	.	.	PUNCT
cte-299	212	1	these	these	PRON
cte-299	212	2	includes	include	VERB
cte-299	212	3	packages	package	NOUN
cte-299	212	4	such	such	ADJ
cte-299	212	5	as	as	ADP
cte-299	212	6	terraform	terraform	NOUN
cte-299	212	7	[	[	X
cte-299	212	8	48	48	NUM
cte-299	212	9	]	]	PUNCT
cte-299	212	10	,	,	PUNCT
cte-299	212	11	puppet	puppet	NOUN
cte-299	212	12	[	[	X
cte-299	212	13	42	42	NUM
cte-299	212	14	]	]	PUNCT
cte-299	212	15	,	,	PUNCT
cte-299	212	16	chef	chef	NOUN
cte-299	213	1	[	[	X
cte-299	213	2	8	8	NUM
cte-299	213	3	]	]	PUNCT
cte-299	213	4	,	,	PUNCT
cte-299	213	5	and	and	CCONJ
cte-299	213	6	ansible	ansible	ADJ
cte-299	213	7	[	[	X
cte-299	213	8	44	44	NUM
cte-299	213	9	]	]	PUNCT
cte-299	213	10	,	,	PUNCT
cte-299	213	11	all	all	PRON
cte-299	213	12	of	of	ADP
cte-299	213	13	which	which	PRON
cte-299	213	14	open	open	ADJ
cte-299	213	15	source	source	NOUN
cte-299	213	16	projects	project	NOUN
cte-299	213	17	that	that	PRON
cte-299	213	18	can	can	AUX
cte-299	213	19	be	be	AUX
cte-299	213	20	utilized	utilize	VERB
cte-299	213	21	across	across	ADP
cte-299	213	22	a	a	DET
cte-299	213	23	range	range	NOUN
cte-299	213	24	of	of	ADP
cte-299	213	25	supported	support	VERB
cte-299	213	26	cloud	cloud	NOUN
cte-299	213	27	providers	provider	NOUN
cte-299	213	28	.	.	PUNCT
cte-299	214	1	nevertheless	nevertheless	ADV
cte-299	214	2	,	,	PUNCT
cte-299	214	3	in	in	ADP
cte-299	214	4	terms	term	NOUN
cte-299	214	5	of	of	ADP
cte-299	214	6	enabling	enable	VERB
cte-299	214	7	workflows	workflow	NOUN
cte-299	214	8	that	that	PRON
cte-299	214	9	can	can	AUX
cte-299	214	10	provide	provide	VERB
cte-299	214	11	orchestration	orchestration	NOUN
cte-299	214	12	capabilities	capability	NOUN
cte-299	214	13	,	,	PUNCT
cte-299	214	14	these	these	DET
cte-299	214	15	tools	tool	NOUN
cte-299	214	16	are	be	AUX
cte-299	214	17	limited	limit	VERB
cte-299	214	18	in	in	SCONJ
cte-299	214	19	that	that	SCONJ
cte-299	214	20	they	they	PRON
cte-299	214	21	typically	typically	ADV
cte-299	214	22	only	only	ADV
cte-299	214	23	focuses	focus	VERB
cte-299	214	24	on	on	ADP
cte-299	214	25	a	a	DET
cte-299	214	26	subset	subset	NOUN
cte-299	214	27	of	of	ADP
cte-299	214	28	the	the	DET
cte-299	214	29	orchestration	orchestration	NOUN
cte-299	214	30	functionalities	functionality	NOUN
cte-299	214	31	such	such	ADJ
cte-299	214	32	as	as	ADP
cte-299	214	33	provisioning	provisioning	NOUN
cte-299	214	34	and	and	CCONJ
cte-299	214	35	deployment	deployment	NOUN
cte-299	214	36	or	or	CCONJ
cte-299	214	37	configuration	configuration	NOUN
cte-299	214	38	and	and	CCONJ
cte-299	214	39	maintenance	maintenance	NOUN
cte-299	214	40	.	.	PUNCT
cte-299	215	1	for	for	ADP
cte-299	215	2	instance	instance	NOUN
cte-299	215	3	terrafrom	terrafrom	PROPN
cte-299	215	4	is	be	AUX
cte-299	215	5	a	a	DET
cte-299	215	6	tool	tool	NOUN
cte-299	215	7	that	that	PRON
cte-299	215	8	focuses	focus	VERB
cte-299	215	9	445	445	NUM
cte-299	215	10	cte	cte	NOUN
cte-299	215	11	workshop	workshop	NOUN
cte-299	215	12	proceedings	proceeding	NOUN
cte-299	215	13	,	,	PUNCT
cte-299	215	14	2021	2021	NUM
cte-299	215	15	,	,	PUNCT
cte-299	215	16	vol	vol	NOUN
cte-299	215	17	.	.	NOUN
cte-299	215	18	8	8	NUM
cte-299	215	19	:	:	PUNCT
cte-299	215	20	cte-2020	cte-2020	NOUN
cte-299	215	21	,	,	PUNCT
cte-299	215	22	pp	pp	X
cte-299	215	23	.	.	PUNCT
cte-299	216	1	438	438	NUM
cte-299	216	2	-	-	PUNCT
cte-299	216	3	457	457	NUM
cte-299	216	4	on	on	ADP
cte-299	216	5	infrastructure	infrastructure	NOUN
cte-299	216	6	deployment	deployment	NOUN
cte-299	216	7	whereas	whereas	SCONJ
cte-299	216	8	puppet	puppet	NOUN
cte-299	216	9	,	,	PUNCT
cte-299	216	10	chef	chef	NOUN
cte-299	216	11	and	and	CCONJ
cte-299	216	12	ansible	ansible	NOUN
cte-299	216	13	are	be	AUX
cte-299	216	14	primarily	primarily	ADV
cte-299	216	15	concerned	concerned	ADJ
cte-299	216	16	with	with	ADP
cte-299	216	17	configuration	configuration	NOUN
cte-299	216	18	and	and	CCONJ
cte-299	216	19	maintenance	maintenance	NOUN
cte-299	216	20	of	of	ADP
cte-299	216	21	existing	exist	VERB
cte-299	216	22	systems	system	NOUN
cte-299	216	23	.	.	PUNCT
cte-299	217	1	in	in	ADP
cte-299	217	2	contrast	contrast	NOUN
cte-299	217	3	commercial	commercial	ADJ
cte-299	217	4	cloud	cloud	NOUN
cte-299	217	5	providers	provider	NOUN
cte-299	217	6	typically	typically	ADV
cte-299	217	7	also	also	ADV
cte-299	217	8	provide	provide	VERB
cte-299	217	9	their	their	PRON
cte-299	217	10	own	own	ADJ
cte-299	217	11	orchestration	orchestration	NOUN
cte-299	217	12	-	-	PUNCT
cte-299	217	13	like	like	ADJ
cte-299	217	14	tools	tool	NOUN
cte-299	217	15	and	and	CCONJ
cte-299	217	16	software	software	NOUN
cte-299	217	17	development	development	NOUN
cte-299	217	18	kits	kit	NOUN
cte-299	217	19	(	(	PUNCT
cte-299	217	20	sdk)s	sdk)s	PROPN
cte-299	217	21	,	,	PUNCT
cte-299	217	22	enabling	enable	VERB
cte-299	217	23	the	the	DET
cte-299	217	24	ability	ability	NOUN
cte-299	217	25	to	to	PART
cte-299	217	26	interact	interact	VERB
cte-299	217	27	with	with	ADP
cte-299	217	28	their	their	PRON
cte-299	217	29	respective	respective	ADJ
cte-299	217	30	cloud	cloud	NOUN
cte-299	217	31	system	system	NOUN
cte-299	217	32	.	.	PUNCT
cte-299	218	1	for	for	ADP
cte-299	218	2	instance	instance	NOUN
cte-299	218	3	,	,	PUNCT
cte-299	218	4	oracle	oracle	PROPN
cte-299	218	5	provides	provide	VERB
cte-299	218	6	the	the	DET
cte-299	218	7	oracle	oracle	NOUN
cte-299	218	8	cloud	cloud	PROPN
cte-299	218	9	infrastructure	infrastructure	PROPN
cte-299	218	10	cli	cli	NOUN
cte-299	218	11	[	[	X
cte-299	218	12	34	34	NUM
cte-299	218	13	]	]	SYM
cte-299	218	14	tool	tool	NOUN
cte-299	218	15	that	that	PRON
cte-299	218	16	can	can	AUX
cte-299	218	17	interact	interact	VERB
cte-299	218	18	with	with	ADP
cte-299	218	19	their	their	PRON
cte-299	218	20	infrastructure	infrastructure	NOUN
cte-299	218	21	.	.	PUNCT
cte-299	219	1	the	the	DET
cte-299	219	2	same	same	ADJ
cte-299	219	3	applies	apply	VERB
cte-299	219	4	to	to	ADP
cte-299	219	5	the	the	DET
cte-299	219	6	amazon	amazon	NOUN
cte-299	219	7	aws	aws	PROPN
cte-299	219	8	cli	cli	PROPN
cte-299	219	9	[	[	X
cte-299	219	10	3	3	NUM
cte-299	219	11	]	]	PUNCT
cte-299	219	12	,	,	PUNCT
cte-299	219	13	in	in	ADP
cte-299	219	14	addition	addition	NOUN
cte-299	219	15	to	to	ADP
cte-299	219	16	a	a	DET
cte-299	219	17	vast	vast	ADJ
cte-299	219	18	complement	complement	NOUN
cte-299	219	19	of	of	ADP
cte-299	219	20	tool	tool	NOUN
cte-299	219	21	-	-	PUNCT
cte-299	219	22	kits	kit	NOUN
cte-299	219	23	[	[	X
cte-299	219	24	4	4	X
cte-299	219	25	]	]	PUNCT
cte-299	219	26	that	that	PRON
cte-299	219	27	provide	provide	VERB
cte-299	219	28	many	many	ADJ
cte-299	219	29	different	different	ADJ
cte-299	219	30	aws	aws	NOUN
cte-299	219	31	functionalities	functionality	NOUN
cte-299	219	32	including	include	VERB
cte-299	219	33	orchestration	orchestration	NOUN
cte-299	219	34	.	.	PUNCT
cte-299	220	1	in	in	ADP
cte-299	220	2	contrast	contrast	NOUN
cte-299	220	3	,	,	PUNCT
cte-299	220	4	commercial	commercial	ADJ
cte-299	220	5	cloud	cloud	NOUN
cte-299	220	6	provided	provide	VERB
cte-299	220	7	tools	tool	NOUN
cte-299	220	8	are	be	AUX
cte-299	220	9	often	often	ADV
cte-299	220	10	limited	limit	VERB
cte-299	220	11	to	to	PART
cte-299	220	12	only	only	ADV
cte-299	220	13	support	support	VERB
cte-299	220	14	the	the	DET
cte-299	220	15	publishing	publishing	NOUN
cte-299	220	16	cloud	cloud	NOUN
cte-299	220	17	vendor	vendor	NOUN
cte-299	220	18	and	and	CCONJ
cte-299	220	19	do	do	AUX
cte-299	220	20	not	not	PART
cte-299	220	21	offer	offer	VERB
cte-299	220	22	cross	cross	ADJ
cte-299	220	23	-	-	ADJ
cte-299	220	24	cloud	cloud	ADJ
cte-299	220	25	compatibility	compatibility	NOUN
cte-299	220	26	,	,	PUNCT
cte-299	220	27	or	or	CCONJ
cte-299	220	28	the	the	DET
cte-299	220	29	ability	ability	NOUN
cte-299	220	30	to	to	PART
cte-299	220	31	utilize	utilize	VERB
cte-299	220	32	multiple	multiple	ADJ
cte-299	220	33	cloud	cloud	NOUN
cte-299	220	34	providers	provider	NOUN
cte-299	220	35	interchangeably	interchangeably	ADV
cte-299	220	36	.	.	PUNCT
cte-299	221	1	cloud	cloud	NOUN
cte-299	221	2	orchestration	orchestration	NOUN
cte-299	221	3	developments	development	NOUN
cte-299	221	4	for	for	ADP
cte-299	221	5	the	the	DET
cte-299	221	6	scientific	scientific	ADJ
cte-299	221	7	community	community	NOUN
cte-299	221	8	,	,	PUNCT
cte-299	221	9	especially	especially	ADV
cte-299	221	10	those	those	PRON
cte-299	221	11	aiming	aim	VERB
cte-299	221	12	to	to	PART
cte-299	221	13	provide	provide	VERB
cte-299	221	14	cross	cross	ADJ
cte-299	221	15	-	-	ADJ
cte-299	221	16	cloud	cloud	ADJ
cte-299	221	17	deployments	deployment	NOUN
cte-299	221	18	,	,	PUNCT
cte-299	221	19	have	have	AUX
cte-299	221	20	mostly	mostly	ADV
cte-299	221	21	been	be	AUX
cte-299	221	22	based	base	VERB
cte-299	221	23	on	on	ADP
cte-299	221	24	utilizing	utilize	VERB
cte-299	221	25	on	on	ADP
cte-299	221	26	premise	premise	ADJ
cte-299	221	27	cloud	cloud	NOUN
cte-299	221	28	iaas	iaas	NOUN
cte-299	221	29	platforms	platform	NOUN
cte-299	221	30	such	such	ADJ
cte-299	221	31	as	as	ADP
cte-299	221	32	openstack	openstack	PROPN
cte-299	221	33	[	[	X
cte-299	221	34	33	33	NUM
cte-299	221	35	]	]	PUNCT
cte-299	221	36	and	and	CCONJ
cte-299	221	37	opennebula	opennebula	X
cte-299	221	38	[	[	X
cte-299	221	39	32	32	NUM
cte-299	221	40	]	]	PUNCT
cte-299	221	41	.	.	PUNCT
cte-299	222	1	developments	development	NOUN
cte-299	222	2	have	have	AUX
cte-299	222	3	focused	focus	VERB
cte-299	222	4	on	on	ADP
cte-299	222	5	providing	provide	VERB
cte-299	222	6	higher	high	ADJ
cte-299	222	7	layers	layer	NOUN
cte-299	222	8	of	of	ADP
cte-299	222	9	abstraction	abstraction	NOUN
cte-299	222	10	to	to	PART
cte-299	222	11	expose	expose	VERB
cte-299	222	12	a	a	DET
cte-299	222	13	common	common	ADJ
cte-299	222	14	apis	apis	NOUN
cte-299	222	15	that	that	PRON
cte-299	222	16	allow	allow	VERB
cte-299	222	17	for	for	ADP
cte-299	222	18	the	the	DET
cte-299	222	19	interchangeable	interchangeable	ADJ
cte-299	222	20	usage	usage	NOUN
cte-299	222	21	of	of	ADP
cte-299	222	22	the	the	DET
cte-299	222	23	underlying	underlying	ADJ
cte-299	222	24	supported	support	VERB
cte-299	222	25	iaas	iaas	NOUN
cte-299	222	26	platforms	platform	NOUN
cte-299	222	27	.	.	PUNCT
cte-299	223	1	the	the	DET
cte-299	223	2	infrastructure	infrastructure	NOUN
cte-299	223	3	is	be	AUX
cte-299	223	4	typically	typically	ADV
cte-299	223	5	defined	define	VERB
cte-299	223	6	in	in	ADP
cte-299	223	7	these	these	DET
cte-299	223	8	frameworks	framework	NOUN
cte-299	223	9	through	through	ADP
cte-299	223	10	a	a	DET
cte-299	223	11	domain	domain	NOUN
cte-299	223	12	specific	specific	ADJ
cte-299	223	13	language	language	NOUN
cte-299	223	14	(	(	PUNCT
cte-299	223	15	dsl	dsl	PROPN
cte-299	223	16	)	)	PUNCT
cte-299	223	17	that	that	PRON
cte-299	223	18	describes	describe	VERB
cte-299	223	19	how	how	SCONJ
cte-299	223	20	the	the	DET
cte-299	223	21	infrastructure	infrastructure	NOUN
cte-299	223	22	should	should	AUX
cte-299	223	23	look	look	VERB
cte-299	223	24	when	when	SCONJ
cte-299	223	25	orchestrated	orchestrate	VERB
cte-299	223	26	.	.	PUNCT
cte-299	224	1	examples	example	NOUN
cte-299	224	2	of	of	ADP
cte-299	224	3	this	this	PRON
cte-299	224	4	include	include	VERB
cte-299	224	5	cloud	cloud	NOUN
cte-299	224	6	projects	project	NOUN
cte-299	224	7	such	such	ADJ
cte-299	224	8	as	as	ADP
cte-299	224	9	indigo	indigo	NOUN
cte-299	224	10	-	-	PUNCT
cte-299	224	11	cloud	cloud	NOUN
cte-299	224	12	[	[	X
cte-299	224	13	18	18	NUM
cte-299	224	14	]	]	X
cte-299	225	1	[	[	X
cte-299	225	2	7	7	NUM
cte-299	225	3	]	]	PUNCT
cte-299	225	4	,	,	PUNCT
cte-299	225	5	agrodat	agrodat	VERB
cte-299	226	1	[	[	X
cte-299	226	2	24	24	NUM
cte-299	226	3	]	]	PUNCT
cte-299	226	4	and	and	CCONJ
cte-299	226	5	occupus	occupus	PROPN
cte-299	226	6	[	[	X
cte-299	226	7	24	24	NUM
cte-299	226	8	]	]	PUNCT
cte-299	226	9	.	.	PUNCT
cte-299	227	1	these	these	DET
cte-299	227	2	frameworks	framework	NOUN
cte-299	227	3	,	,	PUNCT
cte-299	227	4	nonetheless	nonetheless	ADV
cte-299	227	5	do	do	AUX
cte-299	227	6	not	not	PART
cte-299	227	7	allow	allow	VERB
cte-299	227	8	for	for	ADP
cte-299	227	9	the	the	DET
cte-299	227	10	utilization	utilization	NOUN
cte-299	227	11	of	of	ADP
cte-299	227	12	commercial	commercial	ADJ
cte-299	227	13	or	or	CCONJ
cte-299	227	14	public	public	ADJ
cte-299	227	15	cloud	cloud	NOUN
cte-299	227	16	platforms	platform	NOUN
cte-299	227	17	,	,	PUNCT
cte-299	227	18	since	since	SCONJ
cte-299	227	19	they	they	PRON
cte-299	227	20	rely	rely	VERB
cte-299	227	21	on	on	ADP
cte-299	227	22	the	the	DET
cte-299	227	23	utilization	utilization	NOUN
cte-299	227	24	of	of	ADP
cte-299	227	25	organisationally	organisationally	ADV
cte-299	227	26	defined	define	VERB
cte-299	227	27	clouds	cloud	NOUN
cte-299	227	28	that	that	PRON
cte-299	227	29	are	be	AUX
cte-299	227	30	traditionally	traditionally	ADV
cte-299	227	31	deployed	deploy	VERB
cte-299	227	32	,	,	PUNCT
cte-299	227	33	managed	manage	VERB
cte-299	227	34	,	,	PUNCT
cte-299	227	35	and	and	CCONJ
cte-299	227	36	hosted	host	VERB
cte-299	227	37	by	by	ADP
cte-299	227	38	the	the	DET
cte-299	227	39	organisation	organisation	NOUN
cte-299	227	40	itself	itself	PRON
cte-299	227	41	.	.	PUNCT
cte-299	228	1	although	although	SCONJ
cte-299	228	2	required	require	VERB
cte-299	228	3	,	,	PUNCT
cte-299	228	4	if	if	SCONJ
cte-299	228	5	as	as	SCONJ
cte-299	228	6	stated	state	VERB
cte-299	228	7	,	,	PUNCT
cte-299	228	8	we	we	PRON
cte-299	228	9	are	be	AUX
cte-299	228	10	to	to	PART
cte-299	228	11	establish	establish	VERB
cte-299	228	12	a	a	DET
cte-299	228	13	grid	grid	NOUN
cte-299	228	14	of	of	ADP
cte-299	228	15	clouds	cloud	NOUN
cte-299	228	16	which	which	PRON
cte-299	228	17	should	should	AUX
cte-299	228	18	allow	allow	VERB
cte-299	228	19	for	for	ADP
cte-299	228	20	the	the	DET
cte-299	228	21	inclusion	inclusion	NOUN
cte-299	228	22	of	of	ADP
cte-299	228	23	public	public	ADJ
cte-299	228	24	and	and	CCONJ
cte-299	228	25	commercial	commercial	ADJ
cte-299	228	26	cloud	cloud	NOUN
cte-299	228	27	platforms	platform	NOUN
cte-299	228	28	.	.	PUNCT
cte-299	229	1	the	the	DET
cte-299	229	2	corc	corc	NOUN
cte-299	229	3	framework	framework	NOUN
cte-299	229	4	was	be	AUX
cte-299	229	5	developed	develop	VERB
cte-299	229	6	and	and	CCONJ
cte-299	229	7	designed	design	VERB
cte-299	229	8	to	to	PART
cte-299	229	9	eventually	eventually	ADV
cte-299	229	10	support	support	VERB
cte-299	229	11	the	the	DET
cte-299	229	12	scheduling	scheduling	NOUN
cte-299	229	13	of	of	ADP
cte-299	229	14	cloud	cloud	ADJ
cte-299	229	15	resources	resource	NOUN
cte-299	229	16	across	across	ADP
cte-299	229	17	both	both	DET
cte-299	229	18	organisations	organisation	NOUN
cte-299	229	19	and	and	CCONJ
cte-299	229	20	public	public	ADJ
cte-299	229	21	cloud	cloud	NOUN
cte-299	229	22	providers	provider	NOUN
cte-299	229	23	.	.	PUNCT
cte-299	230	1	4	4	X
cte-299	230	2	.	.	X
cte-299	230	3	the	the	DET
cte-299	230	4	first	first	ADJ
cte-299	230	5	cloud	cloud	NOUN
cte-299	230	6	enabled	enable	VERB
cte-299	230	7	service	service	NOUN
cte-299	230	8	to	to	PART
cte-299	230	9	establish	establish	VERB
cte-299	230	10	a	a	DET
cte-299	230	11	grid	grid	NOUN
cte-299	230	12	of	of	ADP
cte-299	230	13	cloud	cloud	ADJ
cte-299	230	14	resources	resource	NOUN
cte-299	230	15	,	,	PUNCT
cte-299	230	16	we	we	PRON
cte-299	230	17	started	start	VERB
cte-299	230	18	with	with	ADP
cte-299	230	19	enabling	enable	VERB
cte-299	230	20	the	the	DET
cte-299	230	21	usage	usage	NOUN
cte-299	230	22	of	of	ADP
cte-299	230	23	a	a	DET
cte-299	230	24	single	single	ADJ
cte-299	230	25	public	public	ADJ
cte-299	230	26	cloud	cloud	NOUN
cte-299	230	27	provider	provider	NOUN
cte-299	230	28	to	to	PART
cte-299	230	29	schedule	schedule	VERB
cte-299	230	30	dag	dag	PROPN
cte-299	230	31	notebooks	notebook	NOUN
cte-299	230	32	on	on	ADP
cte-299	230	33	.	.	PUNCT
cte-299	231	1	through	through	ADP
cte-299	231	2	this	this	PRON
cte-299	231	3	we	we	PRON
cte-299	231	4	created	create	VERB
cte-299	231	5	the	the	DET
cte-299	231	6	foundations	foundation	NOUN
cte-299	231	7	for	for	ADP
cte-299	231	8	the	the	DET
cte-299	231	9	eventual	eventual	ADJ
cte-299	231	10	grid	grid	NOUN
cte-299	231	11	structure	structure	NOUN
cte-299	231	12	that	that	PRON
cte-299	231	13	would	would	AUX
cte-299	231	14	allow	allow	VERB
cte-299	231	15	the	the	DET
cte-299	231	16	resources	resource	NOUN
cte-299	231	17	to	to	PART
cte-299	231	18	be	be	AUX
cte-299	231	19	scheduled	schedule	VERB
cte-299	231	20	across	across	ADP
cte-299	231	21	multiple	multiple	ADJ
cte-299	231	22	clouds	cloud	NOUN
cte-299	231	23	and	and	CCONJ
cte-299	231	24	organisations	organisation	NOUN
cte-299	231	25	.	.	PUNCT
cte-299	232	1	4.1	4.1	NUM
cte-299	232	2	.	.	PUNCT
cte-299	232	3	corc	corc	VERB
cte-299	232	4	the	the	DET
cte-299	232	5	corc	corc	NOUN
cte-299	232	6	framework	framework	NOUN
cte-299	232	7	was	be	AUX
cte-299	232	8	implemented	implement	VERB
cte-299	232	9	as	as	ADP
cte-299	232	10	a	a	DET
cte-299	232	11	python	python	NOUN
cte-299	232	12	package	package	NOUN
cte-299	232	13	.	.	PUNCT
cte-299	233	1	the	the	DET
cte-299	233	2	package	package	NOUN
cte-299	233	3	establishes	establish	VERB
cte-299	233	4	the	the	DET
cte-299	233	5	foundations	foundation	NOUN
cte-299	233	6	for	for	ADP
cte-299	233	7	essential	essential	ADJ
cte-299	233	8	functions	function	NOUN
cte-299	233	9	such	such	ADJ
cte-299	233	10	as	as	ADP
cte-299	233	11	orchestration	orchestration	NOUN
cte-299	233	12	,	,	PUNCT
cte-299	233	13	computation	computation	NOUN
cte-299	233	14	,	,	PUNCT
cte-299	233	15	configuration	configuration	NOUN
cte-299	233	16	,	,	PUNCT
cte-299	233	17	and	and	CCONJ
cte-299	233	18	authentication	authentication	NOUN
cte-299	233	19	against	against	ADP
cte-299	233	20	supported	support	VERB
cte-299	233	21	cloud	cloud	NOUN
cte-299	233	22	providers	provider	NOUN
cte-299	233	23	and	and	CCONJ
cte-299	233	24	cloud	cloud	ADJ
cte-299	233	25	resources	resource	NOUN
cte-299	233	26	.	.	PUNCT
cte-299	234	1	overall	overall	ADV
cte-299	234	2	,	,	PUNCT
cte-299	234	3	corc	corc	VERB
cte-299	234	4	is	be	AUX
cte-299	234	5	a	a	DET
cte-299	234	6	combination	combination	NOUN
cte-299	234	7	of	of	ADP
cte-299	234	8	an	an	DET
cte-299	234	9	infrastructure	infrastructure	NOUN
cte-299	234	10	as	as	ADP
cte-299	234	11	a	a	DET
cte-299	234	12	service	service	NOUN
cte-299	234	13	(	(	PUNCT
cte-299	234	14	iaas	iaas	NOUN
cte-299	234	15	)	)	PUNCT
cte-299	234	16	management	management	NOUN
cte-299	234	17	library	library	NOUN
cte-299	234	18	,	,	PUNCT
cte-299	234	19	and	and	CCONJ
cte-299	234	20	a	a	DET
cte-299	234	21	computation	computation	NOUN
cte-299	234	22	oriented	orient	VERB
cte-299	234	23	scheduler	scheduler	NOUN
cte-299	234	24	.	.	PUNCT
cte-299	235	1	this	this	PRON
cte-299	235	2	enables	enable	VERB
cte-299	235	3	the	the	DET
cte-299	235	4	ability	ability	NOUN
cte-299	235	5	to	to	PART
cte-299	235	6	schedule	schedule	VERB
cte-299	235	7	services	service	NOUN
cte-299	235	8	on	on	ADP
cte-299	235	9	a	a	DET
cte-299	235	10	given	give	VERB
cte-299	235	11	orchestrated	orchestrate	VERB
cte-299	235	12	resource	resource	NOUN
cte-299	235	13	.	.	PUNCT
cte-299	236	1	an	an	DET
cte-299	236	2	overview	overview	NOUN
cte-299	236	3	of	of	ADP
cte-299	236	4	the	the	DET
cte-299	236	5	architecture	architecture	NOUN
cte-299	236	6	can	can	AUX
cte-299	236	7	be	be	AUX
cte-299	236	8	seen	see	VERB
cte-299	236	9	in	in	ADP
cte-299	236	10	figure	figure	NOUN
cte-299	236	11	4.1	4.1	NUM
cte-299	236	12	.	.	PUNCT
cte-299	237	1	the	the	DET
cte-299	237	2	first	first	ADJ
cte-299	237	3	provider	provider	NOUN
cte-299	237	4	to	to	PART
cte-299	237	5	be	be	AUX
cte-299	237	6	integrated	integrate	VERB
cte-299	237	7	into	into	ADP
cte-299	237	8	the	the	DET
cte-299	237	9	framework	framework	NOUN
cte-299	237	10	was	be	AUX
cte-299	237	11	the	the	DET
cte-299	237	12	oci	oci	ADJ
cte-299	237	13	iaas	iaas	NOUN
cte-299	237	14	.	.	PUNCT
cte-299	238	1	this	this	PRON
cte-299	238	2	was	be	AUX
cte-299	238	3	chosen	choose	VERB
cte-299	238	4	,	,	PUNCT
cte-299	238	5	because	because	SCONJ
cte-299	238	6	the	the	DET
cte-299	238	7	ucph	ucph	PROPN
cte-299	238	8	had	have	VERB
cte-299	238	9	a	a	DET
cte-299	238	10	preexisting	preexist	VERB
cte-299	238	11	collaboration	collaboration	NOUN
cte-299	238	12	with	with	ADP
cte-299	238	13	oracle	oracle	NOUN
cte-299	238	14	,	,	PUNCT
cte-299	238	15	that	that	PRON
cte-299	238	16	enabled	enable	VERB
cte-299	238	17	the	the	DET
cte-299	238	18	usage	usage	NOUN
cte-299	238	19	of	of	ADP
cte-299	238	20	donated	donate	VERB
cte-299	238	21	cloud	cloud	NOUN
cte-299	238	22	resources	resource	NOUN
cte-299	238	23	for	for	ADP
cte-299	238	24	testing	testing	NOUN
cte-299	238	25	and	and	CCONJ
cte-299	238	26	development	development	NOUN
cte-299	238	27	.	.	PUNCT
cte-299	239	1	as	as	SCONJ
cte-299	239	2	also	also	ADV
cte-299	239	3	highlighted	highlight	VERB
cte-299	239	4	,	,	PUNCT
cte-299	239	5	this	this	PRON
cte-299	239	6	does	do	AUX
cte-299	239	7	not	not	PART
cte-299	239	8	limit	limit	VERB
cte-299	239	9	the	the	DET
cte-299	239	10	integration	integration	NOUN
cte-299	239	11	of	of	ADP
cte-299	239	12	other	other	ADJ
cte-299	239	13	cloud	cloud	NOUN
cte-299	239	14	providers	provider	NOUN
cte-299	239	15	into	into	ADP
cte-299	239	16	the	the	DET
cte-299	239	17	framework	framework	NOUN
cte-299	239	18	,	,	PUNCT
cte-299	239	19	which	which	PRON
cte-299	239	20	the	the	DET
cte-299	239	21	framework	framework	NOUN
cte-299	239	22	was	be	AUX
cte-299	239	23	designed	design	VERB
cte-299	239	24	446	446	NUM
cte-299	239	25	cte	cte	NOUN
cte-299	239	26	workshop	workshop	NOUN
cte-299	239	27	proceedings	proceeding	NOUN
cte-299	239	28	,	,	PUNCT
cte-299	239	29	2021	2021	NUM
cte-299	239	30	,	,	PUNCT
cte-299	239	31	vol	vol	NOUN
cte-299	239	32	.	.	NOUN
cte-299	239	33	8	8	NUM
cte-299	239	34	:	:	PUNCT
cte-299	239	35	cte-2020	cte-2020	NOUN
cte-299	239	36	,	,	PUNCT
cte-299	239	37	pp	pp	X
cte-299	239	38	.	.	PUNCT
cte-299	240	1	438	438	NUM
cte-299	240	2	-	-	PUNCT
cte-299	240	3	457	457	NUM
cte-299	240	4	provider	provider	NOUN
cte-299	240	5	orchestrator	orchestrator	NOUN
cte-299	240	6	compute	compute	NOUN
cte-299	240	7	configurer	configur	ADJ
cte-299	240	8	authenticatorschedulerstorage	authenticatorschedulerstorage	NOUN
cte-299	240	9	job	job	NOUN
cte-299	240	10	figure	figure	NOUN
cte-299	240	11	4	4	NUM
cte-299	240	12	:	:	PUNCT
cte-299	240	13	cloud	cloud	ADJ
cte-299	240	14	orchestrator	orchestrator	NOUN
cte-299	240	15	framework	framework	NOUN
cte-299	240	16	overview	overview	NOUN
cte-299	240	17	for	for	ADP
cte-299	240	18	.	.	PUNCT
cte-299	241	1	furthermore	furthermore	ADV
cte-299	241	2	,	,	PUNCT
cte-299	241	3	as	as	SCONJ
cte-299	241	4	explored	explore	VERB
cte-299	241	5	in	in	ADP
cte-299	241	6	section	section	NOUN
cte-299	241	7	2.3	2.3	NUM
cte-299	241	8	.	.	PUNCT
cte-299	242	1	a	a	DET
cte-299	242	2	new	new	ADJ
cte-299	242	3	spawner	spawner	NOUN
cte-299	242	4	,	,	PUNCT
cte-299	242	5	named	name	VERB
cte-299	242	6	multiplespawner	multiplespawner	NOUN
cte-299	242	7	was	be	AUX
cte-299	242	8	introduced	introduce	VERB
cte-299	242	9	,	,	PUNCT
cte-299	242	10	to	to	PART
cte-299	242	11	provide	provide	VERB
cte-299	242	12	the	the	DET
cte-299	242	13	necessary	necessary	ADJ
cte-299	242	14	dynamic	dynamic	ADJ
cte-299	242	15	selection	selection	NOUN
cte-299	242	16	of	of	ADP
cte-299	242	17	cloud	cloud	NOUN
cte-299	242	18	providers	provider	NOUN
cte-299	242	19	.	.	PUNCT
cte-299	243	1	as	as	SCONJ
cte-299	243	2	figure	figure	NOUN
cte-299	243	3	4.1	4.1	NUM
cte-299	243	4	indicates	indicate	VERB
cte-299	243	5	,	,	PUNCT
cte-299	243	6	for	for	ADP
cte-299	243	7	each	each	DET
cte-299	243	8	provider	provider	NOUN
cte-299	243	9	that	that	PRON
cte-299	243	10	corc	corc	VERB
cte-299	243	11	supports	support	NOUN
cte-299	243	12	,	,	PUNCT
cte-299	243	13	an	an	DET
cte-299	243	14	orchestrator	orchestrator	NOUN
cte-299	243	15	for	for	ADP
cte-299	243	16	that	that	DET
cte-299	243	17	provider	provider	NOUN
cte-299	243	18	needs	need	VERB
cte-299	243	19	to	to	PART
cte-299	243	20	be	be	AUX
cte-299	243	21	defined	define	VERB
cte-299	243	22	within	within	ADP
cte-299	243	23	corc	corc	NOUN
cte-299	243	24	.	.	PUNCT
cte-299	244	1	in	in	ADP
cte-299	244	2	addition	addition	NOUN
cte-299	244	3	,	,	PUNCT
cte-299	244	4	the	the	DET
cte-299	244	5	framework	framework	NOUN
cte-299	244	6	defines	define	VERB
cte-299	244	7	three	three	NUM
cte-299	244	8	other	other	ADJ
cte-299	244	9	top	top	ADJ
cte-299	244	10	level	level	NOUN
cte-299	244	11	components	component	NOUN
cte-299	244	12	,	,	PUNCT
cte-299	244	13	namely	namely	ADV
cte-299	244	14	compute	compute	NOUN
cte-299	244	15	,	,	PUNCT
cte-299	244	16	configurer	configurer	ADV
cte-299	244	17	,	,	PUNCT
cte-299	244	18	and	and	CCONJ
cte-299	244	19	authenticator	authenticator	NOUN
cte-299	244	20	.	.	PUNCT
cte-299	245	1	all	all	DET
cte-299	245	2	three	three	NUM
cte-299	245	3	are	be	AUX
cte-299	245	4	abstract	abstract	ADJ
cte-299	245	5	definitions	definition	NOUN
cte-299	245	6	allowing	allow	VERB
cte-299	245	7	for	for	ADP
cte-299	245	8	specific	specific	ADJ
cte-299	245	9	implementations	implementation	NOUN
cte-299	245	10	to	to	PART
cte-299	245	11	support	support	VERB
cte-299	245	12	the	the	DET
cte-299	245	13	targeted	target	VERB
cte-299	245	14	resources	resource	NOUN
cte-299	245	15	which	which	PRON
cte-299	245	16	they	they	PRON
cte-299	245	17	apply	apply	VERB
cte-299	245	18	to	to	ADP
cte-299	245	19	.	.	PUNCT
cte-299	246	1	a	a	DET
cte-299	246	2	service	service	NOUN
cte-299	246	3	can	can	AUX
cte-299	246	4	therefore	therefore	ADV
cte-299	246	5	be	be	AUX
cte-299	246	6	enabled	enable	VERB
cte-299	246	7	with	with	ADP
cte-299	246	8	the	the	DET
cte-299	246	9	ability	ability	NOUN
cte-299	246	10	to	to	PART
cte-299	246	11	utilize	utilize	VERB
cte-299	246	12	cloud	cloud	NOUN
cte-299	246	13	resources	resource	NOUN
cte-299	246	14	by	by	ADP
cte-299	246	15	integrating	integrate	VERB
cte-299	246	16	the	the	DET
cte-299	246	17	corc	corc	NOUN
cte-299	246	18	components	component	NOUN
cte-299	246	19	into	into	ADP
cte-299	246	20	the	the	DET
cte-299	246	21	service	service	NOUN
cte-299	246	22	itself	itself	PRON
cte-299	246	23	.	.	PUNCT
cte-299	247	1	this	this	DET
cte-299	247	2	method	method	NOUN
cte-299	247	3	is	be	AUX
cte-299	247	4	limited	limit	VERB
cte-299	247	5	to	to	ADP
cte-299	247	6	services	service	NOUN
cte-299	247	7	that	that	PRON
cte-299	247	8	are	be	AUX
cte-299	247	9	developed	develop	VERB
cte-299	247	10	in	in	ADP
cte-299	247	11	python	python	NOUN
cte-299	247	12	.	.	PUNCT
cte-299	248	1	in	in	ADP
cte-299	248	2	addition	addition	NOUN
cte-299	248	3	,	,	PUNCT
cte-299	248	4	corc	corc	VERB
cte-299	248	5	also	also	ADV
cte-299	248	6	defines	define	VERB
cte-299	248	7	a	a	DET
cte-299	248	8	command	command	NOUN
cte-299	248	9	line	line	NOUN
cte-299	248	10	interface	interface	NOUN
cte-299	248	11	(	(	PUNCT
cte-299	248	12	cli	cli	NOUN
cte-299	248	13	)	)	PUNCT
cte-299	248	14	,	,	PUNCT
cte-299	248	15	that	that	PRON
cte-299	248	16	can	can	AUX
cte-299	248	17	be	be	AUX
cte-299	248	18	used	use	VERB
cte-299	248	19	to	to	PART
cte-299	248	20	interact	interact	VERB
cte-299	248	21	with	with	ADP
cte-299	248	22	the	the	DET
cte-299	248	23	cloud	cloud	NOUN
cte-299	248	24	provided	provide	VERB
cte-299	248	25	resources	resource	NOUN
cte-299	248	26	directly	directly	ADV
cte-299	248	27	.	.	PUNCT
cte-299	249	1	details	detail	NOUN
cte-299	249	2	about	about	ADP
cte-299	249	3	how	how	SCONJ
cte-299	249	4	the	the	DET
cte-299	249	5	framework	framework	NOUN
cte-299	249	6	and	and	CCONJ
cte-299	249	7	cli	cli	NOUN
cte-299	249	8	can	can	AUX
cte-299	249	9	be	be	AUX
cte-299	249	10	used	use	VERB
cte-299	249	11	will	will	AUX
cte-299	249	12	not	not	PART
cte-299	249	13	be	be	AUX
cte-299	249	14	presented	present	VERB
cte-299	249	15	in	in	ADP
cte-299	249	16	this	this	DET
cte-299	249	17	paper	paper	NOUN
cte-299	249	18	,	,	PUNCT
cte-299	249	19	but	but	CCONJ
cte-299	249	20	can	can	AUX
cte-299	249	21	be	be	AUX
cte-299	249	22	found	find	VERB
cte-299	249	23	in	in	ADP
cte-299	249	24	[	[	X
cte-299	249	25	29	29	NUM
cte-299	249	26	]	]	PUNCT
cte-299	249	27	.	.	PUNCT
cte-299	250	1	{	{	PUNCT
cte-299	250	2	"	"	PUNCT
cte-299	250	3	v	v	INTJ
cte-299	250	4	i	i	NOUN
cte-299	251	1	r	r	NOUN
cte-299	252	1	t	t	NOUN
cte-299	252	2	u	u	NOUN
cte-299	252	3	a	a	DET
cte-299	252	4	l	l	NOUN
cte-299	252	5	_	_	PUNCT
cte-299	253	1	m	m	VERB
cte-299	253	2	a	a	PRON
cte-299	253	3	c	c	NOUN
cte-299	253	4	h	h	NOUN
cte-299	254	1	i	i	PRON
cte-299	254	2	n	n	VERB
cte-299	254	3	e	e	NOUN
cte-299	254	4	"	"	PUNCT
cte-299	254	5	:	:	PUNCT
cte-299	254	6	[	[	PUNCT
cte-299	254	7	{	{	PUNCT
cte-299	254	8	"	"	PUNCT
cte-299	254	9	name	name	NOUN
cte-299	254	10	"	"	PUNCT
cte-299	254	11	:	:	PUNCT
cte-299	254	12	"	"	PUNCT
cte-299	254	13	o	o	X
cte-299	254	14	r	r	NOUN
cte-299	254	15	a	a	DET
cte-299	254	16	c	c	NOUN
cte-299	254	17	l	l	NOUN
cte-299	255	1	e	e	X
cte-299	255	2	_	_	PUNCT
cte-299	255	3	l	l	NOUN
cte-299	256	1	i	i	PRON
cte-299	256	2	n	n	VERB
cte-299	256	3	u	u	NOUN
cte-299	256	4	x	x	NOUN
cte-299	256	5	_	_	NOUN
cte-299	256	6	7	7	NUM
cte-299	256	7	_	_	SYM
cte-299	256	8	8	8	NUM
cte-299	256	9	"	"	PUNCT
cte-299	256	10	,	,	PUNCT
cte-299	256	11	"	"	PUNCT
cte-299	256	12	p	p	PROPN
cte-299	256	13	r	r	NOUN
cte-299	256	14	o	o	X
cte-299	256	15	v	v	INTJ
cte-299	256	16	i	i	NOUN
cte-299	256	17	d	d	NOUN
cte-299	256	18	e	e	X
cte-299	256	19	r	r	NOUN
cte-299	256	20	"	"	PUNCT
cte-299	256	21	:	:	PUNCT
cte-299	256	22	"	"	PUNCT
cte-299	256	23	o	o	INTJ
cte-299	256	24	c	c	VERB
cte-299	256	25	i	i	PRON
cte-299	256	26	"	"	PUNCT
cte-299	256	27	,	,	PUNCT
cte-299	256	28	"	"	PUNCT
cte-299	256	29	image	image	NOUN
cte-299	256	30	"	"	PUNCT
cte-299	256	31	:	:	PUNCT
cte-299	256	32	"	"	PUNCT
cte-299	257	1	o	o	X
cte-299	257	2	r	r	NOUN
cte-299	257	3	a	a	DET
cte-299	257	4	c	c	NOUN
cte-299	257	5	l	l	NOUN
cte-299	257	6	e	e	X
cte-299	257	7	linux	linux	PROPN
cte-299	257	8	7	7	NUM
cte-299	257	9	.	.	PUNCT
cte-299	257	10	8	8	NUM
cte-299	257	11	"	"	PUNCT
cte-299	257	12	}	}	PUNCT
cte-299	257	13	]	]	PUNCT
cte-299	257	14	}	}	PUNCT
cte-299	257	15	listing	list	VERB
cte-299	257	16	1	1	NUM
cte-299	257	17	:	:	PUNCT
cte-299	257	18	spawner	spawner	NOUN
cte-299	257	19	deployment	deployment	NOUN
cte-299	257	20	configuration	configuration	NOUN
cte-299	257	21	4.2	4.2	NUM
cte-299	257	22	.	.	PUNCT
cte-299	258	1	multiplespawner	multiplespawner	PROPN
cte-299	258	2	multiplespawner	multiplespawner	PROPN
cte-299	259	1	[	[	X
cte-299	259	2	43	43	NUM
cte-299	259	3	]	]	PUNCT
cte-299	259	4	is	be	AUX
cte-299	259	5	a	a	DET
cte-299	259	6	python	python	NOUN
cte-299	259	7	package	package	NOUN
cte-299	259	8	allowing	allow	VERB
cte-299	259	9	for	for	ADP
cte-299	259	10	the	the	DET
cte-299	259	11	selection	selection	NOUN
cte-299	259	12	of	of	ADP
cte-299	259	13	dynamic	dynamic	ADJ
cte-299	259	14	spawners	spawner	NOUN
cte-299	259	15	and	and	CCONJ
cte-299	259	16	resources	resource	NOUN
cte-299	259	17	.	.	PUNCT
cte-299	260	1	structurally	structurally	ADV
cte-299	260	2	,	,	PUNCT
cte-299	260	3	it	it	PRON
cte-299	260	4	is	be	AUX
cte-299	260	5	inspired	inspire	VERB
cte-299	260	6	by	by	ADP
cte-299	260	7	the	the	DET
cte-299	260	8	wrapspawner	wrapspawner	NOUN
cte-299	261	1	[	[	X
cte-299	261	2	60	60	NUM
cte-299	261	3	]	]	PUNCT
cte-299	261	4	,	,	PUNCT
cte-299	261	5	through	through	ADP
cte-299	261	6	the	the	DET
cte-299	261	7	multiplespawner	multiplespawner	NOUN
cte-299	261	8	integrates	integrate	NOUN
cte-299	261	9	corc	corc	VERB
cte-299	261	10	into	into	ADP
cte-299	261	11	the	the	DET
cte-299	261	12	spawner	spawner	NOUN
cte-299	261	13	ifself	ifself	PRON
cte-299	261	14	.	.	PUNCT
cte-299	262	1	this	this	PRON
cte-299	262	2	enables	enable	VERB
cte-299	262	3	the	the	DET
cte-299	262	4	jupyterhub	jupyterhub	NOUN
cte-299	262	5	service	service	NOUN
cte-299	262	6	to	to	PART
cte-299	262	7	manage	manage	VERB
cte-299	262	8	and	and	CCONJ
cte-299	262	9	utilize	utilize	VERB
cte-299	262	10	cloud	cloud	NOUN
cte-299	262	11	resources	resource	NOUN
cte-299	262	12	on	on	ADP
cte-299	262	13	a	a	DET
cte-299	262	14	dynamic	dynamic	ADJ
cte-299	262	15	set	set	NOUN
cte-299	262	16	of	of	ADP
cte-299	262	17	providers	provider	NOUN
cte-299	262	18	.	.	PUNCT
cte-299	263	1	in	in	ADP
cte-299	263	2	order	order	NOUN
cte-299	263	3	to	to	PART
cte-299	263	4	enable	enable	VERB
cte-299	263	5	the	the	DET
cte-299	263	6	multiplespawner	multiplespawner	NOUN
cte-299	263	7	to	to	PART
cte-299	263	8	support	support	VERB
cte-299	263	9	these	these	DET
cte-299	263	10	dynamic	dynamic	ADJ
cte-299	263	11	resources	resource	NOUN
cte-299	263	12	providers	provider	NOUN
cte-299	263	13	,	,	PUNCT
cte-299	263	14	two	two	NUM
cte-299	263	15	json	json	NOUN
cte-299	263	16	configuration	configuration	NOUN
cte-299	263	17	files	file	NOUN
cte-299	263	18	needs	need	VERB
cte-299	263	19	to	to	PART
cte-299	263	20	be	be	AUX
cte-299	263	21	defined	define	VERB
cte-299	263	22	.	.	PUNCT
cte-299	264	1	one	one	NUM
cte-299	264	2	of	of	ADP
cte-299	264	3	these	these	PRON
cte-299	264	4	is	be	AUX
cte-299	264	5	shown	show	VERB
cte-299	264	6	in	in	ADP
cte-299	264	7	listing	list	VERB
cte-299	264	8	1	1	NUM
cte-299	264	9	,	,	PUNCT
cte-299	264	10	and	and	CCONJ
cte-299	264	11	defines	define	VERB
cte-299	264	12	the	the	DET
cte-299	264	13	specific	specific	ADJ
cte-299	264	14	resource	resource	NOUN
cte-299	264	15	type	type	NOUN
cte-299	264	16	that	that	PRON
cte-299	264	17	should	should	AUX
cte-299	264	18	be	be	AUX
cte-299	264	19	deployed	deploy	VERB
cte-299	264	20	on	on	ADP
cte-299	264	21	the	the	DET
cte-299	264	22	provider	provider	NOUN
cte-299	264	23	.	.	PUNCT
cte-299	265	1	currently	currently	ADV
cte-299	265	2	the	the	DET
cte-299	265	3	multiplespawner	multiplespawner	NOUN
cte-299	265	4	supports	support	VERB
cte-299	265	5	deploying	deploying	NOUN
cte-299	265	6	,	,	PUNCT
cte-299	265	7	‘	'	PUNCT
cte-299	265	8	virtual_machine	virtual_machine	NOUN
cte-299	265	9	‘	'	PUNCT
cte-299	265	10	,	,	PUNCT
cte-299	265	11	‘	'	PUNCT
cte-299	265	12	container	container	NOUN
cte-299	265	13	‘	'	PUNCT
cte-299	265	14	,	,	PUNCT
cte-299	265	15	and	and	CCONJ
cte-299	265	16	‘	'	PUNCT
cte-299	265	17	bare_metal	bare_metal	ADJ
cte-299	265	18	‘	'	PUNCT
cte-299	265	19	resources	resource	NOUN
cte-299	265	20	.	.	PUNCT
cte-299	266	1	the	the	DET
cte-299	266	2	other	other	ADJ
cte-299	266	3	configuration	configuration	NOUN
cte-299	266	4	file	file	NOUN
cte-299	266	5	is	be	AUX
cte-299	266	6	shown	show	VERB
cte-299	266	7	in	in	ADP
cte-299	266	8	listing	list	VERB
cte-299	266	9	2	2	NUM
cte-299	266	10	.	.	PUNCT
cte-299	267	1	it	it	PRON
cte-299	267	2	defines	define	VERB
cte-299	267	3	the	the	DET
cte-299	267	4	template	template	NOUN
cte-299	267	5	configuration	configuration	NOUN
cte-299	267	6	settings	setting	NOUN
cte-299	267	7	that	that	PRON
cte-299	267	8	specify	specify	VERB
cte-299	267	9	which	which	DET
cte-299	267	10	spawner	spawner	NOUN
cte-299	267	11	,	,	PUNCT
cte-299	267	12	configurer	configurer	ADV
cte-299	267	13	,	,	PUNCT
cte-299	267	14	and	and	CCONJ
cte-299	267	15	authenticator	authenticator	VERB
cte-299	267	16	the	the	DET
cte-299	267	17	447	447	NUM
cte-299	267	18	cte	cte	NOUN
cte-299	267	19	workshop	workshop	NOUN
cte-299	267	20	proceedings	proceeding	NOUN
cte-299	267	21	,	,	PUNCT
cte-299	267	22	2021	2021	NUM
cte-299	267	23	,	,	PUNCT
cte-299	267	24	vol	vol	NOUN
cte-299	267	25	.	.	NOUN
cte-299	267	26	8	8	NUM
cte-299	267	27	:	:	PUNCT
cte-299	267	28	cte-2020	cte-2020	NOUN
cte-299	267	29	,	,	PUNCT
cte-299	267	30	pp	pp	X
cte-299	267	31	.	.	PUNCT
cte-299	268	1	438	438	NUM
cte-299	268	2	-	-	PUNCT
cte-299	268	3	457	457	NUM
cte-299	268	4	multiplespawner	multiplespawner	NOUN
cte-299	268	5	should	should	AUX
cte-299	268	6	use	use	VERB
cte-299	268	7	to	to	PART
cte-299	268	8	spawn	spawn	VERB
cte-299	268	9	,	,	PUNCT
cte-299	268	10	configure	configure	NOUN
cte-299	268	11	and	and	CCONJ
cte-299	268	12	connect	connect	VERB
cte-299	268	13	to	to	ADP
cte-299	268	14	the	the	DET
cte-299	268	15	deployed	deploy	VERB
cte-299	268	16	resource	resource	NOUN
cte-299	268	17	.	.	PUNCT
cte-299	269	1	[	[	PUNCT
cte-299	269	2	{	{	PUNCT
cte-299	269	3	"	"	PUNCT
cte-299	269	4	name	name	NOUN
cte-299	269	5	"	"	PUNCT
cte-299	269	6	:	:	PUNCT
cte-299	269	7	"	"	PUNCT
cte-299	269	8	v	v	X
cte-299	269	9	i	i	NOUN
cte-299	269	10	r	r	NOUN
cte-299	269	11	t	t	NOUN
cte-299	269	12	u	u	NOUN
cte-299	269	13	a	a	DET
cte-299	269	14	l	l	NOUN
cte-299	269	15	m	m	VERB
cte-299	269	16	a	a	PRON
cte-299	269	17	c	c	NOUN
cte-299	270	1	h	h	NOUN
cte-299	271	1	i	i	NOUN
cte-299	271	2	n	n	NUM
cte-299	271	3	e	e	NOUN
cte-299	271	4	spawner	spawner	NOUN
cte-299	271	5	"	"	PUNCT
cte-299	271	6	,	,	PUNCT
cte-299	271	7	"	"	PUNCT
cte-299	271	8	r	r	NOUN
cte-299	271	9	e	e	NOUN
cte-299	271	10	s	s	NOUN
cte-299	271	11	o	o	X
cte-299	271	12	u	u	NOUN
cte-299	271	13	r	r	NOUN
cte-299	271	14	c	c	NOUN
cte-299	271	15	e	e	X
cte-299	271	16	_	_	PUNCT
cte-299	272	1	t	t	X
cte-299	272	2	y	y	PROPN
cte-299	272	3	p	p	PROPN
cte-299	272	4	e	e	PROPN
cte-299	272	5	"	"	PUNCT
cte-299	272	6	:	:	PUNCT
cte-299	272	7	"	"	PUNCT
cte-299	272	8	v	v	X
cte-299	273	1	i	i	NOUN
cte-299	273	2	r	r	NOUN
cte-299	273	3	t	t	NOUN
cte-299	273	4	u	u	NOUN
cte-299	273	5	a	a	DET
cte-299	273	6	l	l	NOUN
cte-299	273	7	_	_	PUNCT
cte-299	274	1	m	m	VERB
cte-299	274	2	a	a	PRON
cte-299	274	3	c	c	NOUN
cte-299	274	4	h	h	NOUN
cte-299	275	1	i	i	PRON
cte-299	275	2	n	n	X
cte-299	275	3	e	e	NOUN
cte-299	275	4	"	"	PUNCT
cte-299	275	5	,	,	PUNCT
cte-299	275	6	"	"	PUNCT
cte-299	275	7	p	p	NOUN
cte-299	275	8	r	r	NOUN
cte-299	275	9	o	o	X
cte-299	275	10	v	v	INTJ
cte-299	275	11	i	i	NOUN
cte-299	275	12	d	d	NOUN
cte-299	275	13	e	e	X
cte-299	275	14	r	r	NOUN
cte-299	275	15	s	s	PROPN
cte-299	275	16	"	"	PUNCT
cte-299	275	17	:	:	PUNCT
cte-299	275	18	[	[	PUNCT
cte-299	275	19	"	"	PUNCT
cte-299	275	20	o	o	INTJ
cte-299	275	21	c	c	NOUN
cte-299	275	22	i	i	NOUN
cte-299	275	23	"	"	PUNCT
cte-299	275	24	]	]	PUNCT
cte-299	275	25	,	,	PUNCT
cte-299	275	26	"	"	PUNCT
cte-299	275	27	spawner	spawner	NOUN
cte-299	275	28	"	"	PUNCT
cte-299	275	29	:	:	PUNCT
cte-299	275	30	{	{	PUNCT
cte-299	275	31	"	"	PUNCT
cte-299	275	32	c	c	NOUN
cte-299	275	33	l	l	NOUN
cte-299	276	1	a	a	DET
cte-299	276	2	s	s	X
cte-299	276	3	s	s	X
cte-299	276	4	"	"	PUNCT
cte-299	276	5	:	:	PUNCT
cte-299	276	6	"	"	PUNCT
cte-299	276	7	sshspawner	sshspawner	NOUN
cte-299	276	8	.	.	PUNCT
cte-299	277	1	sshspawner	sshspawner	NOUN
cte-299	277	2	.	.	PUNCT
cte-299	278	1	sshspawner	sshspawner	PROPN
cte-299	278	2	"	"	PUNCT
cte-299	278	3	,	,	PUNCT
cte-299	278	4	"	"	PUNCT
cte-299	278	5	kwargs	kwargs	NOUN
cte-299	278	6	"	"	PUNCT
cte-299	278	7	:	:	PUNCT
cte-299	278	8	{	{	PUNCT
cte-299	278	9	"	"	PUNCT
cte-299	279	1	r	r	NOUN
cte-299	279	2	e	e	NOUN
cte-299	279	3	m	m	NOUN
cte-299	279	4	o	o	NOUN
cte-299	279	5	t	t	NOUN
cte-299	279	6	e	e	X
cte-299	279	7	_	_	PUNCT
cte-299	280	1	h	h	NOUN
cte-299	281	1	o	o	NOUN
cte-299	281	2	s	s	ADP
cte-299	281	3	t	t	X
cte-299	281	4	s	s	PART
cte-299	281	5	"	"	PUNCT
cte-299	281	6	:	:	PUNCT
cte-299	281	7	[	[	PUNCT
cte-299	281	8	"	"	PUNCT
cte-299	281	9	{	{	PUNCT
cte-299	281	10	e	e	NOUN
cte-299	281	11	n	n	NOUN
cte-299	281	12	d	d	NOUN
cte-299	281	13	p	p	X
cte-299	281	14	o	o	X
cte-299	282	1	i	i	PRON
cte-299	282	2	n	n	PROPN
cte-299	282	3	t	t	NOUN
cte-299	282	4	}	}	PUNCT
cte-299	282	5	"	"	PUNCT
cte-299	282	6	]	]	PUNCT
cte-299	282	7	,	,	PUNCT
cte-299	282	8	"	"	PUNCT
cte-299	282	9	r	r	NOUN
cte-299	282	10	e	e	NOUN
cte-299	282	11	m	m	NOUN
cte-299	282	12	o	o	NOUN
cte-299	282	13	t	t	NOUN
cte-299	282	14	e	e	NOUN
cte-299	282	15	_	_	PUNCT
cte-299	283	1	p	p	X
cte-299	283	2	o	o	X
cte-299	283	3	r	r	NOUN
cte-299	283	4	t	t	NOUN
cte-299	283	5	"	"	PUNCT
cte-299	283	6	:	:	PUNCT
cte-299	283	7	"	"	PUNCT
cte-299	283	8	2	2	NUM
cte-299	283	9	2	2	NUM
cte-299	283	10	"	"	PUNCT
cte-299	283	11	,	,	PUNCT
cte-299	283	12	"	"	PUNCT
cte-299	283	13	s	s	NOUN
cte-299	283	14	s	s	NOUN
cte-299	283	15	h	h	NOUN
cte-299	283	16	_	_	PUNCT
cte-299	284	1	k	k	PUNCT
cte-299	284	2	e	e	X
cte-299	285	1	y	y	NOUN
cte-299	285	2	f	f	PROPN
cte-299	286	1	i	i	NOUN
cte-299	286	2	l	l	NOUN
cte-299	286	3	e	e	NOUN
cte-299	286	4	"	"	PUNCT
cte-299	286	5	:	:	PUNCT
cte-299	286	6	"	"	PUNCT
cte-299	286	7	~	~	PUNCT
cte-299	286	8	/	/	PUNCT
cte-299	286	9	.	.	PUNCT
cte-299	287	1	c	c	NOUN
cte-299	288	1	o	o	NOUN
cte-299	288	2	r	r	NOUN
cte-299	288	3	c	c	NOUN
cte-299	288	4	/	/	SYM
cte-299	288	5	s	s	VERB
cte-299	288	6	sh	sh	INTJ
cte-299	288	7	/	/	SYM
cte-299	289	1	i	i	NOUN
cte-299	290	1	d	d	NOUN
cte-299	290	2	_	_	PUNCT
cte-299	291	1	r	r	NOUN
cte-299	291	2	s	s	VERB
cte-299	291	3	a	a	PRON
cte-299	291	4	"	"	PUNCT
cte-299	291	5	,	,	PUNCT
cte-299	291	6	"	"	PUNCT
cte-299	291	7	remote_port_command	remote_port_command	NOUN
cte-299	291	8	"	"	PUNCT
cte-299	291	9	:	:	PUNCT
cte-299	291	10	"	"	PUNCT
cte-299	291	11	/	/	SYM
cte-299	291	12	u	u	NOUN
cte-299	291	13	s	s	NOUN
cte-299	291	14	r	r	NOUN
cte-299	291	15	/	/	SYM
cte-299	291	16	b	b	NOUN
cte-299	291	17	in	in	ADP
cte-299	291	18	/	/	SYM
cte-299	291	19	python3	python3	NOUN
cte-299	291	20	/	/	SYM
cte-299	291	21	u	u	PROPN
cte-299	291	22	s	s	NOUN
cte-299	291	23	r	r	NOUN
cte-299	291	24	/	/	SYM
cte-299	291	25	l	l	NOUN
cte-299	291	26	o	o	NOUN
cte-299	291	27	c	c	NOUN
cte-299	291	28	a	a	PRON
cte-299	291	29	l	l	NOUN
cte-299	291	30	/	/	SYM
cte-299	291	31	b	b	PROPN
cte-299	291	32	in	in	ADP
cte-299	291	33	/	/	SYM
cte-299	291	34	g	g	NOUN
cte-299	291	35	e	e	NOUN
cte-299	291	36	t	t	NOUN
cte-299	291	37	_	_	PUNCT
cte-299	292	1	p	p	X
cte-299	292	2	o	o	X
cte-299	292	3	r	r	NOUN
cte-299	292	4	t	t	NOUN
cte-299	292	5	.	.	PUNCT
cte-299	293	1	py	py	INTJ
cte-299	293	2	"	"	PUNCT
cte-299	293	3	}	}	PUNCT
cte-299	293	4	}	}	PUNCT
cte-299	293	5	,	,	PUNCT
cte-299	293	6	"	"	PUNCT
cte-299	293	7	c	c	NOUN
cte-299	293	8	o	o	NOUN
cte-299	294	1	n	n	CCONJ
cte-299	294	2	f	f	NOUN
cte-299	295	1	i	i	PRON
cte-299	295	2	g	g	NOUN
cte-299	295	3	u	u	NOUN
cte-299	295	4	r	r	NOUN
cte-299	295	5	e	e	NOUN
cte-299	295	6	r	r	NOUN
cte-299	295	7	"	"	PUNCT
cte-299	295	8	:	:	PUNCT
cte-299	295	9	{	{	PUNCT
cte-299	295	10	"	"	PUNCT
cte-299	295	11	c	c	NOUN
cte-299	295	12	l	l	NOUN
cte-299	296	1	a	a	DET
cte-299	296	2	s	s	X
cte-299	296	3	s	s	X
cte-299	296	4	"	"	PUNCT
cte-299	296	5	:	:	PUNCT
cte-299	296	6	"	"	PUNCT
cte-299	296	7	c	c	NOUN
cte-299	296	8	o	o	NOUN
cte-299	296	9	r	r	NOUN
cte-299	296	10	c	c	NOUN
cte-299	296	11	.	.	PUNCT
cte-299	297	1	c	c	NOUN
cte-299	298	1	o	o	NOUN
cte-299	299	1	n	n	CCONJ
cte-299	299	2	f	f	NOUN
cte-299	300	1	i	i	PRON
cte-299	300	2	g	g	NOUN
cte-299	300	3	u	u	NOUN
cte-299	300	4	r	r	NOUN
cte-299	300	5	e	e	NOUN
cte-299	300	6	r	r	NOUN
cte-299	300	7	.	.	PUNCT
cte-299	301	1	a	a	DET
cte-299	301	2	n	n	NOUN
cte-299	301	3	s	s	X
cte-299	301	4	i	i	NOUN
cte-299	301	5	b	b	NOUN
cte-299	301	6	l	l	NOUN
cte-299	301	7	e	e	NOUN
cte-299	302	1	c	c	NOUN
cte-299	302	2	o	o	X
cte-299	303	1	n	n	CCONJ
cte-299	303	2	f	f	NOUN
cte-299	304	1	i	i	PRON
cte-299	304	2	g	g	NOUN
cte-299	304	3	u	u	NOUN
cte-299	304	4	r	r	NOUN
cte-299	304	5	e	e	NOUN
cte-299	304	6	r	r	NOUN
cte-299	304	7	"	"	PUNCT
cte-299	304	8	,	,	PUNCT
cte-299	304	9	"	"	PUNCT
cte-299	304	10	o	o	INTJ
cte-299	305	1	p	p	NOUN
cte-299	305	2	t	t	X
cte-299	306	1	i	i	PRON
cte-299	306	2	o	o	INTJ
cte-299	306	3	n	n	X
cte-299	306	4	s	s	NOUN
cte-299	306	5	"	"	PUNCT
cte-299	306	6	:	:	PUNCT
cte-299	306	7	{	{	PUNCT
cte-299	306	8	"	"	PUNCT
cte-299	306	9	h	h	NOUN
cte-299	307	1	o	o	NOUN
cte-299	307	2	s	s	NOUN
cte-299	307	3	t	t	X
cte-299	307	4	_	_	PUNCT
cte-299	307	5	v	v	ADP
cte-299	307	6	a	a	DET
cte-299	307	7	r	r	NOUN
cte-299	307	8	i	i	PRON
cte-299	307	9	a	a	DET
cte-299	307	10	b	b	NOUN
cte-299	307	11	l	l	NOUN
cte-299	307	12	e	e	X
cte-299	307	13	s	s	X
cte-299	307	14	"	"	PUNCT
cte-299	307	15	:	:	PUNCT
cte-299	307	16	{	{	PUNCT
cte-299	307	17	"	"	PUNCT
cte-299	307	18	a	a	DET
cte-299	307	19	n	n	NOUN
cte-299	307	20	s	s	NOUN
cte-299	307	21	i	i	NOUN
cte-299	307	22	b	b	NOUN
cte-299	307	23	l	l	NOUN
cte-299	307	24	e	e	X
cte-299	307	25	_	_	PUNCT
cte-299	307	26	u	u	NOUN
cte-299	307	27	s	s	PROPN
cte-299	307	28	e	e	NOUN
cte-299	307	29	r	r	NOUN
cte-299	307	30	"	"	PUNCT
cte-299	307	31	:	:	PUNCT
cte-299	307	32	"	"	PUNCT
cte-299	307	33	opc	opc	PROPN
cte-299	307	34	"	"	PUNCT
cte-299	307	35	,	,	PUNCT
cte-299	307	36	"	"	PUNCT
cte-299	307	37	a	a	DET
cte-299	307	38	n	n	NOUN
cte-299	307	39	s	s	NOUN
cte-299	307	40	i	i	NOUN
cte-299	307	41	b	b	NOUN
cte-299	307	42	l	l	NOUN
cte-299	307	43	e	e	X
cte-299	308	1	_	_	PUNCT
cte-299	308	2	b	b	PUNCT
cte-299	309	1	e	e	NOUN
cte-299	309	2	c	c	NOUN
cte-299	309	3	o	o	NOUN
cte-299	309	4	m	m	VERB
cte-299	309	5	e	e	NOUN
cte-299	309	6	"	"	PUNCT
cte-299	309	7	:	:	PUNCT
cte-299	309	8	"	"	PUNCT
cte-299	309	9	yes	yes	INTJ
cte-299	309	10	"	"	PUNCT
cte-299	309	11	,	,	PUNCT
cte-299	309	12	"	"	PUNCT
cte-299	309	13	ans	ans	X
cte-299	309	14	ib	ib	PROPN
cte-299	309	15	le_become_method	le_become_method	PROPN
cte-299	309	16	"	"	PUNCT
cte-299	309	17	:	:	PUNCT
cte-299	309	18	"	"	PUNCT
cte-299	309	19	sudo	sudo	NOUN
cte-299	309	20	"	"	PUNCT
cte-299	309	21	,	,	PUNCT
cte-299	309	22	"	"	PUNCT
cte-299	309	23	new_username	new_username	NOUN
cte-299	309	24	"	"	PUNCT
cte-299	309	25	:	:	PUNCT
cte-299	309	26	"	"	PUNCT
cte-299	309	27	{	{	PUNCT
cte-299	309	28	jupyterhub_user	jupyterhub_user	NOUN
cte-299	309	29	}	}	PUNCT
cte-299	309	30	"	"	PUNCT
cte-299	309	31	}	}	PUNCT
cte-299	309	32	,	,	PUNCT
cte-299	309	33	"	"	PUNCT
cte-299	309	34	h	h	NOUN
cte-299	310	1	o	o	NOUN
cte-299	310	2	s	s	NOUN
cte-299	310	3	t	t	NOUN
cte-299	310	4	_	_	PUNCT
cte-299	310	5	s	s	PART
cte-299	311	1	e	e	X
cte-299	311	2	t	t	NOUN
cte-299	311	3	t	t	PROPN
cte-299	312	1	i	i	PRON
cte-299	312	2	n	n	CCONJ
cte-299	312	3	g	g	PROPN
cte-299	312	4	s	s	PART
cte-299	312	5	"	"	PUNCT
cte-299	312	6	:	:	PUNCT
cte-299	312	7	{	{	PUNCT
cte-299	312	8	"	"	PUNCT
cte-299	312	9	group	group	NOUN
cte-299	312	10	"	"	PUNCT
cte-299	312	11	:	:	PUNCT
cte-299	312	12	"	"	PUNCT
cte-299	312	13	compute	compute	NOUN
cte-299	312	14	"	"	PUNCT
cte-299	312	15	,	,	PUNCT
cte-299	312	16	"	"	PUNCT
cte-299	312	17	p	p	NOUN
cte-299	312	18	o	o	X
cte-299	312	19	r	r	NOUN
cte-299	312	20	t	t	NOUN
cte-299	312	21	"	"	PUNCT
cte-299	312	22	:	:	PUNCT
cte-299	312	23	"	"	PUNCT
cte-299	312	24	2	2	NUM
cte-299	312	25	2	2	NUM
cte-299	312	26	"	"	PUNCT
cte-299	312	27	}	}	PUNCT
cte-299	312	28	,	,	PUNCT
cte-299	312	29	"	"	PUNCT
cte-299	312	30	app	app	PROPN
cte-299	312	31	ly_kwargs	ly_kwargs	X
cte-299	312	32	"	"	PUNCT
cte-299	312	33	:	:	PUNCT
cte-299	312	34	{	{	PUNCT
cte-299	312	35	"	"	PUNCT
cte-299	312	36	p	p	PROPN
cte-299	312	37	l	l	PROPN
cte-299	312	38	aybook_pa	aybook_pa	PROPN
cte-299	312	39	th	th	X
cte-299	312	40	"	"	PUNCT
cte-299	312	41	:	:	PUNCT
cte-299	312	42	"	"	PUNCT
cte-299	312	43	s	s	PROPN
cte-299	312	44	e	e	NOUN
cte-299	312	45	tup_ssh_spawner	tup_ssh_spawner	NOUN
cte-299	312	46	.	.	PUNCT
cte-299	313	1	yml	yml	NOUN
cte-299	313	2	"	"	PUNCT
cte-299	313	3	}	}	PUNCT
cte-299	313	4	}	}	PUNCT
cte-299	313	5	}	}	PUNCT
cte-299	313	6	,	,	PUNCT
cte-299	313	7	"	"	PUNCT
cte-299	313	8	a	a	DET
cte-299	313	9	u	u	NOUN
cte-299	313	10	t	t	NOUN
cte-299	313	11	h	h	NOUN
cte-299	314	1	e	e	PROPN
cte-299	314	2	n	n	NUM
cte-299	314	3	t	t	NOUN
cte-299	315	1	i	i	PRON
cte-299	315	2	c	c	VERB
cte-299	315	3	a	a	DET
cte-299	315	4	t	t	NOUN
cte-299	315	5	o	o	NOUN
cte-299	315	6	r	r	NOUN
cte-299	315	7	"	"	PUNCT
cte-299	315	8	:	:	PUNCT
cte-299	315	9	{	{	PUNCT
cte-299	315	10	"	"	PUNCT
cte-299	316	1	c	c	NOUN
cte-299	316	2	l	l	NOUN
cte-299	316	3	a	a	DET
cte-299	316	4	s	s	X
cte-299	316	5	s	s	X
cte-299	316	6	"	"	PUNCT
cte-299	316	7	:	:	PUNCT
cte-299	316	8	"	"	PUNCT
cte-299	316	9	c	c	NOUN
cte-299	316	10	o	o	NOUN
cte-299	316	11	r	r	NOUN
cte-299	316	12	c	c	NOUN
cte-299	316	13	.	.	PUNCT
cte-299	317	1	a	a	DET
cte-299	317	2	u	u	NOUN
cte-299	317	3	t	t	NOUN
cte-299	317	4	h	h	NOUN
cte-299	317	5	e	e	PROPN
cte-299	317	6	n	n	NUM
cte-299	317	7	t	t	NOUN
cte-299	318	1	i	i	PRON
cte-299	318	2	c	c	VERB
cte-299	318	3	a	a	DET
cte-299	318	4	t	t	NOUN
cte-299	318	5	o	o	NOUN
cte-299	318	6	r	r	NOUN
cte-299	318	7	.	.	PUNCT
cte-299	319	1	s	s	PART
cte-299	319	2	s	s	VERB
cte-299	319	3	h	h	NOUN
cte-299	319	4	a	a	DET
cte-299	319	5	u	u	NOUN
cte-299	319	6	t	t	NOUN
cte-299	319	7	h	h	NOUN
cte-299	320	1	e	e	PROPN
cte-299	320	2	n	n	NUM
cte-299	320	3	t	t	NOUN
cte-299	321	1	i	i	PRON
cte-299	321	2	c	c	VERB
cte-299	321	3	a	a	DET
cte-299	321	4	t	t	NOUN
cte-299	321	5	o	o	NOUN
cte-299	321	6	r	r	NOUN
cte-299	321	7	"	"	PUNCT
cte-299	321	8	,	,	PUNCT
cte-299	321	9	"	"	PUNCT
cte-299	321	10	kwargs	kwargs	NOUN
cte-299	321	11	"	"	PUNCT
cte-299	321	12	:	:	PUNCT
cte-299	321	13	{	{	PUNCT
cte-299	321	14	"	"	PUNCT
cte-299	321	15	c	c	NOUN
cte-299	321	16	r	r	NOUN
cte-299	321	17	e	e	PROPN
cte-299	321	18	a	a	DET
cte-299	321	19	t	t	NOUN
cte-299	321	20	e	e	X
cte-299	321	21	_	_	PUNCT
cte-299	321	22	c	c	X
cte-299	322	1	e	e	X
cte-299	322	2	r	r	NOUN
cte-299	322	3	t	t	NOUN
cte-299	323	1	i	i	PRON
cte-299	323	2	f	f	VERB
cte-299	324	1	i	i	PRON
cte-299	324	2	c	c	VERB
cte-299	324	3	a	a	DET
cte-299	324	4	t	t	NOUN
cte-299	324	5	e	e	NOUN
cte-299	324	6	"	"	PUNCT
cte-299	324	7	:	:	PUNCT
cte-299	324	8	"	"	PUNCT
cte-299	324	9	true	true	ADJ
cte-299	324	10	"	"	PUNCT
cte-299	324	11	}	}	PUNCT
cte-299	324	12	}	}	PUNCT
cte-299	324	13	}	}	PUNCT
cte-299	324	14	,	,	PUNCT
cte-299	324	15	]	]	PUNCT
cte-299	324	16	listing	list	VERB
cte-299	324	17	2	2	NUM
cte-299	324	18	:	:	PUNCT
cte-299	324	19	spawner	spawner	NOUN
cte-299	324	20	template	template	NOUN
cte-299	324	21	configuration	configuration	NOUN
cte-299	324	22	448	448	NUM
cte-299	324	23	cte	cte	NOUN
cte-299	324	24	workshop	workshop	NOUN
cte-299	324	25	proceedings	proceeding	NOUN
cte-299	324	26	,	,	PUNCT
cte-299	324	27	2021	2021	NUM
cte-299	324	28	,	,	PUNCT
cte-299	324	29	vol	vol	NOUN
cte-299	324	30	.	.	NOUN
cte-299	324	31	8	8	NUM
cte-299	324	32	:	:	PUNCT
cte-299	324	33	cte-2020	cte-2020	NOUN
cte-299	324	34	,	,	PUNCT
cte-299	324	35	pp	pp	X
cte-299	324	36	.	.	PUNCT
cte-299	325	1	438	438	NUM
cte-299	325	2	-	-	SYM
cte-299	325	3	457	457	NUM
cte-299	325	4	5	5	NUM
cte-299	325	5	.	.	PUNCT
cte-299	325	6	results	result	NOUN
cte-299	325	7	by	by	ADP
cte-299	325	8	integrating	integrate	VERB
cte-299	325	9	corc	corc	VERB
cte-299	325	10	into	into	ADP
cte-299	325	11	the	the	DET
cte-299	325	12	multiplespawner	multiplespawner	NOUN
cte-299	325	13	,	,	PUNCT
cte-299	325	14	we	we	PRON
cte-299	325	15	enabled	enable	VERB
cte-299	325	16	the	the	DET
cte-299	325	17	architecture	architecture	NOUN
cte-299	325	18	shown	show	VERB
cte-299	325	19	in	in	ADP
cte-299	325	20	figure	figure	NOUN
cte-299	325	21	5	5	NUM
cte-299	325	22	,	,	PUNCT
cte-299	325	23	where	where	SCONJ
cte-299	325	24	the	the	DET
cte-299	325	25	dag	dag	PROPN
cte-299	325	26	service	service	NOUN
cte-299	325	27	is	be	AUX
cte-299	325	28	able	able	ADJ
cte-299	325	29	to	to	PART
cte-299	325	30	dynamically	dynamically	ADV
cte-299	325	31	schedule	schedule	VERB
cte-299	325	32	jupyter	jupyter	ADJ
cte-299	325	33	notebooks	notebook	NOUN
cte-299	325	34	across	across	ADP
cte-299	325	35	the	the	DET
cte-299	325	36	two	two	NUM
cte-299	325	37	resource	resource	NOUN
cte-299	325	38	providers	provider	NOUN
cte-299	325	39	.	.	PUNCT
cte-299	326	1	as	as	SCONJ
cte-299	326	2	is	be	AUX
cte-299	326	3	indicated	indicate	VERB
cte-299	326	4	by	by	ADP
cte-299	326	5	figure	figure	NOUN
cte-299	326	6	5	5	NUM
cte-299	326	7	,	,	PUNCT
cte-299	326	8	the	the	DET
cte-299	326	9	ucph	ucph	PROPN
cte-299	326	10	and	and	CCONJ
cte-299	326	11	oci	oci	NOUN
cte-299	326	12	providers	provider	NOUN
cte-299	326	13	are	be	AUX
cte-299	326	14	defined	define	VERB
cte-299	326	15	to	to	PART
cte-299	326	16	orchestrate	orchestrate	VERB
cte-299	326	17	resources	resource	NOUN
cte-299	326	18	,	,	PUNCT
cte-299	326	19	in	in	ADP
cte-299	326	20	this	this	DET
cte-299	326	21	case	case	NOUN
cte-299	326	22	cloud	cloud	NOUN
cte-299	326	23	compute	compute	NOUN
cte-299	326	24	instances	instance	NOUN
cte-299	326	25	,	,	PUNCT
cte-299	326	26	in	in	ADP
cte-299	326	27	preparation	preparation	NOUN
cte-299	326	28	for	for	ADP
cte-299	326	29	scheduling	schedule	VERB
cte-299	326	30	a	a	DET
cte-299	326	31	requested	request	VERB
cte-299	326	32	notebook	notebook	NOUN
cte-299	326	33	.	.	PUNCT
cte-299	327	1	in	in	ADP
cte-299	327	2	order	order	NOUN
cte-299	327	3	to	to	PART
cte-299	327	4	validate	validate	VERB
cte-299	327	5	that	that	SCONJ
cte-299	327	6	the	the	DET
cte-299	327	7	architecture	architecture	NOUN
cte-299	327	8	worked	work	VERB
cte-299	327	9	as	as	SCONJ
cte-299	327	10	expected	expect	VERB
cte-299	327	11	,	,	PUNCT
cte-299	327	12	we	we	PRON
cte-299	327	13	setup	setup	VERB
cte-299	327	14	a	a	DET
cte-299	327	15	test	test	NOUN
cte-299	327	16	environment	environment	NOUN
cte-299	327	17	on	on	ADP
cte-299	327	18	a	a	DET
cte-299	327	19	separate	separate	ADJ
cte-299	327	20	machine	machine	NOUN
cte-299	327	21	.	.	PUNCT
cte-299	328	1	this	this	DET
cte-299	328	2	machine	machine	NOUN
cte-299	328	3	was	be	AUX
cte-299	328	4	configured	configure	VERB
cte-299	328	5	with	with	ADP
cte-299	328	6	a	a	DET
cte-299	328	7	corc	corc	NOUN
cte-299	328	8	and	and	CCONJ
cte-299	328	9	jupyterhub	jupyterhub	NOUN
cte-299	328	10	environment	environment	NOUN
cte-299	328	11	,	,	PUNCT
cte-299	328	12	where	where	SCONJ
cte-299	328	13	oci	oci	PROPN
cte-299	328	14	was	be	AUX
cte-299	328	15	defined	define	VERB
cte-299	328	16	as	as	ADP
cte-299	328	17	a	a	DET
cte-299	328	18	corc	corc	NOUN
cte-299	328	19	provider	provider	NOUN
cte-299	328	20	and	and	CCONJ
cte-299	328	21	the	the	DET
cte-299	328	22	multiplespawner	multiplespawner	NOUN
cte-299	328	23	as	as	ADP
cte-299	328	24	the	the	DET
cte-299	328	25	designated	designate	VERB
cte-299	328	26	jupyterhub	jupyterhub	NOUN
cte-299	328	27	spawner	spawner	NOUN
cte-299	328	28	.	.	PUNCT
cte-299	329	1	with	with	ADP
cte-299	329	2	this	this	PRON
cte-299	329	3	in	in	ADP
cte-299	329	4	order	order	NOUN
cte-299	329	5	,	,	PUNCT
cte-299	329	6	the	the	DET
cte-299	329	7	jupyterhub	jupyterhub	NOUN
cte-299	329	8	service	service	NOUN
cte-299	329	9	was	be	AUX
cte-299	329	10	ready	ready	ADJ
cte-299	329	11	to	to	PART
cte-299	329	12	be	be	AUX
cte-299	329	13	launched	launch	VERB
cte-299	329	14	on	on	ADP
cte-299	329	15	the	the	DET
cte-299	329	16	machine	machine	NOUN
cte-299	329	17	.	.	PUNCT
cte-299	330	1	the	the	DET
cte-299	330	2	multiplespawner	multiplespawner	NOUN
cte-299	330	3	was	be	AUX
cte-299	330	4	configured	configure	VERB
cte-299	330	5	to	to	PART
cte-299	330	6	use	use	VERB
cte-299	330	7	the	the	DET
cte-299	330	8	template	template	NOUN
cte-299	330	9	and	and	CCONJ
cte-299	330	10	deployment	deployment	NOUN
cte-299	330	11	settings	setting	NOUN
cte-299	330	12	defined	define	VERB
cte-299	330	13	in	in	ADP
cte-299	330	14	listing	list	VERB
cte-299	330	15	1	1	NUM
cte-299	330	16	and	and	CCONJ
cte-299	330	17	2	2	NUM
cte-299	330	18	.	.	PUNCT
cte-299	331	1	this	this	PRON
cte-299	331	2	enables	enable	VERB
cte-299	331	3	the	the	DET
cte-299	331	4	multiplespawner	multiplespawner	NOUN
cte-299	331	5	to	to	PART
cte-299	331	6	create	create	VERB
cte-299	331	7	virtual	virtual	ADJ
cte-299	331	8	machine	machine	NOUN
cte-299	331	9	cloud	cloud	NOUN
cte-299	331	10	resources	resource	NOUN
cte-299	331	11	at	at	ADP
cte-299	331	12	the	the	DET
cte-299	331	13	oci	oci	NOUN
cte-299	331	14	.	.	PUNCT
cte-299	332	1	subsequently	subsequently	ADV
cte-299	332	2	,	,	PUNCT
cte-299	332	3	the	the	DET
cte-299	332	4	multiplespawner	multiplespawner	NOUN
cte-299	332	5	uses	use	VERB
cte-299	332	6	the	the	DET
cte-299	332	7	sshspawner	sshspawner	NOUN
cte-299	333	1	[	[	X
cte-299	333	2	30	30	NUM
cte-299	333	3	]	]	PUNCT
cte-299	333	4	created	create	VERB
cte-299	333	5	by	by	ADP
cte-299	333	6	the	the	DET
cte-299	333	7	national	national	PROPN
cte-299	333	8	energy	energy	PROPN
cte-299	333	9	research	research	NOUN
cte-299	333	10	scientific	scientific	ADJ
cte-299	333	11	computing	computing	NOUN
cte-299	333	12	(	(	PUNCT
cte-299	333	13	nersc	nersc	ADJ
cte-299	333	14	)	)	PUNCT
cte-299	333	15	center	center	NOUN
cte-299	333	16	to	to	PART
cte-299	333	17	connect	connect	VERB
cte-299	333	18	and	and	CCONJ
cte-299	333	19	launch	launch	VERB
cte-299	333	20	the	the	DET
cte-299	333	21	notebook	notebook	NOUN
cte-299	333	22	on	on	ADP
cte-299	333	23	the	the	DET
cte-299	333	24	orchestrated	orchestrated	ADJ
cte-299	333	25	resource	resource	NOUN
cte-299	333	26	.	.	PUNCT
cte-299	334	1	prior	prior	ADV
cte-299	334	2	to	to	ADP
cte-299	334	3	this	this	PRON
cte-299	334	4	,	,	PUNCT
cte-299	334	5	it	it	PRON
cte-299	334	6	uses	use	VERB
cte-299	334	7	the	the	DET
cte-299	334	8	corc	corc	NOUN
cte-299	334	9	defined	define	VERB
cte-299	334	10	sshauthenticator	sshauthenticator	NOUN
cte-299	334	11	and	and	CCONJ
cte-299	334	12	ansibleconfigurer	ansibleconfigurer	NOUN
cte-299	334	13	to	to	PART
cte-299	334	14	ensure	ensure	VERB
cte-299	334	15	that	that	SCONJ
cte-299	334	16	the	the	DET
cte-299	334	17	multiplespawner	multiplespawner	NOUN
cte-299	334	18	can	can	AUX
cte-299	334	19	connect	connect	VERB
cte-299	334	20	to	to	ADP
cte-299	334	21	a	a	DET
cte-299	334	22	particular	particular	ADJ
cte-299	334	23	spawned	spawn	VERB
cte-299	334	24	resource	resource	NOUN
cte-299	334	25	and	and	CCONJ
cte-299	334	26	subsequently	subsequently	ADV
cte-299	334	27	configure	configure	VERB
cte-299	334	28	it	it	PRON
cte-299	334	29	with	with	ADP
cte-299	334	30	the	the	DET
cte-299	334	31	necessary	necessary	ADJ
cte-299	334	32	dependencies	dependency	NOUN
cte-299	334	33	.	.	PUNCT
cte-299	335	1	an	an	DET
cte-299	335	2	example	example	NOUN
cte-299	335	3	of	of	ADP
cte-299	335	4	a	a	DET
cte-299	335	5	such	such	DET
cte-299	335	6	a	a	DET
cte-299	335	7	spawn	spawn	NOUN
cte-299	335	8	with	with	ADP
cte-299	335	9	the	the	DET
cte-299	335	10	specified	specify	VERB
cte-299	335	11	requirements	requirement	NOUN
cte-299	335	12	can	can	AUX
cte-299	335	13	be	be	AUX
cte-299	335	14	seen	see	VERB
cte-299	335	15	in	in	ADP
cte-299	335	16	figure	figure	NOUN
cte-299	335	17	6	6	NUM
cte-299	335	18	.	.	PUNCT
cte-299	335	19	to	to	PART
cte-299	335	20	validate	validate	VERB
cte-299	335	21	that	that	SCONJ
cte-299	335	22	this	this	DET
cte-299	335	23	resource	resource	NOUN
cte-299	335	24	had	have	AUX
cte-299	335	25	been	be	AUX
cte-299	335	26	correctly	correctly	ADV
cte-299	335	27	orchestrated	orchestrate	VERB
cte-299	335	28	,	,	PUNCT
cte-299	335	29	the	the	DET
cte-299	335	30	corc	corc	NOUN
cte-299	335	31	cli	cli	NOUN
cte-299	335	32	was	be	AUX
cte-299	335	33	utilized	utilize	VERB
cte-299	335	34	to	to	PART
cte-299	335	35	fetch	fetch	VERB
cte-299	335	36	the	the	DET
cte-299	335	37	current	current	ADJ
cte-299	335	38	allocated	allocate	VERB
cte-299	335	39	resources	resource	NOUN
cte-299	335	40	on	on	ADP
cte-299	335	41	oci	oci	NOUN
cte-299	335	42	.	.	PUNCT
cte-299	336	1	listing	list	VERB
cte-299	336	2	3	3	NUM
cte-299	336	3	shows	show	VERB
cte-299	336	4	that	that	SCONJ
cte-299	336	5	an	an	DET
cte-299	336	6	instance	instance	NOUN
cte-299	336	7	with	with	ADP
cte-299	336	8	12	12	NUM
cte-299	336	9	oracle	oracle	NOUN
cte-299	336	10	cpus	cpu	NOUN
cte-299	336	11	,	,	PUNCT
cte-299	336	12	72	72	NUM
cte-299	336	13	gb	gb	NOUN
cte-299	336	14	of	of	ADP
cte-299	336	15	memory	memory	NOUN
cte-299	336	16	and	and	CCONJ
cte-299	336	17	one	one	NUM
cte-299	336	18	nvidia	nvidia	PROPN
cte-299	336	19	p100	p100	PROPN
cte-299	336	20	gpu	gpu	PROPN
cte-299	336	21	had	have	AUX
cte-299	336	22	been	be	AUX
cte-299	336	23	orchestrated	orchestrate	VERB
cte-299	336	24	.	.	PUNCT
cte-299	337	1	this	this	PRON
cte-299	337	2	reflects	reflect	VERB
cte-299	337	3	the	the	DET
cte-299	337	4	minimum	minimum	ADJ
cte-299	337	5	shape	shape	NOUN
cte-299	337	6	that	that	PRON
cte-299	337	7	could	could	AUX
cte-299	337	8	be	be	AUX
cte-299	337	9	found	find	VERB
cte-299	337	10	in	in	ADP
cte-299	337	11	the	the	DET
cte-299	337	12	eu	eu	PROPN
cte-299	337	13	-	-	PUNCT
cte-299	337	14	frankfurt-1	frankfurt-1	NUM
cte-299	337	15	-	-	PUNCT
cte-299	337	16	ad-2	ad-2	NOUN
cte-299	337	17	availability	availability	NOUN
cte-299	337	18	domain	domain	NOUN
cte-299	337	19	that	that	PRON
cte-299	337	20	met	meet	VERB
cte-299	337	21	the	the	DET
cte-299	337	22	gpu	gpu	NOUN
cte-299	337	23	requirement	requirement	NOUN
cte-299	337	24	.	.	PUNCT
cte-299	338	1	rasmusmunk$	rasmusmunk$	NOUN
cte-299	339	1	c	c	NOUN
cte-299	339	2	o	o	NOUN
cte-299	340	1	r	r	NOUN
cte-299	340	2	c	c	NOUN
cte-299	341	1	o	o	NOUN
cte-299	341	2	c	c	NOUN
cte-299	342	1	i	i	PRON
cte-299	342	2	o	o	VERB
cte-299	343	1	r	r	NOUN
cte-299	343	2	c	c	NOUN
cte-299	343	3	h	h	NOUN
cte-299	343	4	e	e	X
cte-299	343	5	s	s	PROPN
cte-299	343	6	t	t	PROPN
cte-299	343	7	r	r	NOUN
cte-299	343	8	a	a	DET
cte-299	343	9	t	t	NOUN
cte-299	344	1	i	i	PRON
cte-299	344	2	o	o	INTJ
cte-299	345	1	n	n	VERB
cte-299	346	1	i	i	PRON
cte-299	346	2	n	n	NOUN
cte-299	346	3	s	s	PROPN
cte-299	346	4	t	t	NOUN
cte-299	346	5	a	a	PRON
cte-299	346	6	n	n	NOUN
cte-299	346	7	c	c	NOUN
cte-299	346	8	e	e	X
cte-299	346	9	l	l	NOUN
cte-299	347	1	i	i	PRON
cte-299	347	2	s	s	PROPN
cte-299	347	3	t	t	PROPN
cte-299	347	4	{	{	PUNCT
cte-299	347	5	"	"	PUNCT
cte-299	347	6	i	i	PRON
cte-299	347	7	n	n	PROPN
cte-299	347	8	s	s	PROPN
cte-299	347	9	t	t	NOUN
cte-299	347	10	a	a	PRON
cte-299	347	11	n	n	NOUN
cte-299	347	12	c	c	NOUN
cte-299	347	13	e	e	X
cte-299	347	14	s	s	X
cte-299	347	15	"	"	PUNCT
cte-299	347	16	:	:	PUNCT
cte-299	347	17	[	[	PUNCT
cte-299	347	18	{	{	PUNCT
cte-299	347	19	.	.	PUNCT
cte-299	347	20	.	.	PUNCT
cte-299	347	21	.	.	PUNCT
cte-299	347	22	"	"	PUNCT
cte-299	348	1	a	a	DET
cte-299	348	2	v	v	NOUN
cte-299	348	3	a	a	PRON
cte-299	349	1	i	i	NOUN
cte-299	349	2	l	l	NOUN
cte-299	350	1	a	a	PRON
cte-299	350	2	b	b	NOUN
cte-299	351	1	i	i	NOUN
cte-299	351	2	l	l	NOUN
cte-299	352	1	i	i	PRON
cte-299	352	2	t	t	VERB
cte-299	352	3	y	y	NOUN
cte-299	352	4	_	_	PUNCT
cte-299	353	1	d	d	PUNCT
cte-299	353	2	o	o	X
cte-299	353	3	m	m	VERB
cte-299	353	4	a	a	DET
cte-299	353	5	i	i	NOUN
cte-299	353	6	n	n	NOUN
cte-299	353	7	"	"	PUNCT
cte-299	353	8	:	:	PUNCT
cte-299	353	9	"	"	PUNCT
cte-299	353	10	l	l	NOUN
cte-299	353	11	f	f	PROPN
cte-299	353	12	c	c	PROPN
cte-299	353	13	b	b	PROPN
cte-299	353	14	:	:	PUNCT
cte-299	353	15	eu−frankfurt−1−ad−2	eu−frankfurt−1−ad−2	PUNCT
cte-299	353	16	"	"	PUNCT
cte-299	353	17	,	,	PUNCT
cte-299	353	18	"	"	PUNCT
cte-299	354	1	d	d	NOUN
cte-299	354	2	i	i	PRON
cte-299	354	3	sp	sp	VERB
cte-299	354	4	lay_name	lay_name	INTJ
cte-299	354	5	"	"	PUNCT
cte-299	354	6	:	:	PUNCT
cte-299	354	7	"	"	PUNCT
cte-299	354	8	i	i	PRON
cte-299	354	9	n	n	VERB
cte-299	354	10	s	s	PROPN
cte-299	354	11	t	t	NOUN
cte-299	354	12	a	a	DET
cte-299	354	13	n	n	NOUN
cte-299	354	14	c	c	NOUN
cte-299	354	15	e	e	X
cte-299	354	16	2	2	NUM
cte-299	354	17	0	0	NUM
cte-299	354	18	2	2	NUM
cte-299	354	19	0	0	NUM
cte-299	354	20	1	1	NUM
cte-299	354	21	0	0	NUM
cte-299	354	22	1	1	NUM
cte-299	354	23	8	8	NUM
cte-299	354	24	1	1	NUM
cte-299	354	25	0	0	NUM
cte-299	354	26	3	3	NUM
cte-299	354	27	6	6	NUM
cte-299	354	28	3	3	NUM
cte-299	354	29	8	8	NUM
cte-299	354	30	"	"	PUNCT
cte-299	354	31	,	,	PUNCT
cte-299	354	32	"	"	PUNCT
cte-299	354	33	image	image	NOUN
cte-299	354	34	_	_	PUNCT
cte-299	355	1	i	i	NOUN
cte-299	355	2	d	d	PROPN
cte-299	355	3	"	"	PUNCT
cte-299	355	4	:	:	PUNCT
cte-299	355	5	"	"	PUNCT
cte-299	356	1	o	o	INTJ
cte-299	356	2	c	c	NOUN
cte-299	357	1	i	i	NOUN
cte-299	357	2	d	d	NOUN
cte-299	357	3	1	1	X
cte-299	357	4	.	.	PUNCT
cte-299	358	1	image	image	NOUN
cte-299	358	2	.	.	PUNCT
cte-299	359	1	oc1	oc1	NOUN
cte-299	359	2	.	.	PUNCT
cte-299	360	1	eu−	eu−	NOUN
cte-299	361	1	f	f	X
cte-299	361	2	r	r	NOUN
cte-299	361	3	a	a	PROPN
cte-299	361	4	n	n	NOUN
cte-299	361	5	k	k	NOUN
cte-299	361	6	f	f	PUNCT
cte-299	361	7	u	u	NOUN
cte-299	361	8	r	r	NOUN
cte-299	361	9	t	t	PROPN
cte-299	361	10	.	.	PUNCT
cte-299	361	11	.	.	PUNCT
cte-299	361	12	.	.	PUNCT
cte-299	361	13	.	.	PUNCT
cte-299	361	14	"	"	PUNCT
cte-299	362	1	,	,	PUNCT
cte-299	362	2	"	"	PUNCT
cte-299	362	3	shape	shape	NOUN
cte-299	362	4	"	"	PUNCT
cte-299	362	5	:	:	PUNCT
cte-299	362	6	"	"	PUNCT
cte-299	362	7	vm	vm	PROPN
cte-299	362	8	.	.	PROPN
cte-299	362	9	gpu2	gpu2	PROPN
cte-299	362	10	.	.	PUNCT
cte-299	363	1	1	1	NUM
cte-299	363	2	"	"	PUNCT
cte-299	363	3	,	,	PUNCT
cte-299	363	4	"	"	PUNCT
cte-299	363	5	s	s	VERB
cte-299	363	6	h	h	NOUN
cte-299	363	7	a	a	DET
cte-299	363	8	p	p	X
cte-299	363	9	e	e	NOUN
cte-299	363	10	_	_	PUNCT
cte-299	364	1	c	c	X
cte-299	365	1	o	o	NOUN
cte-299	366	1	n	n	CCONJ
cte-299	366	2	f	f	NOUN
cte-299	367	1	i	i	PRON
cte-299	367	2	g	g	PROPN
cte-299	367	3	"	"	PUNCT
cte-299	367	4	:	:	PUNCT
cte-299	367	5	{	{	PUNCT
cte-299	367	6	.	.	PUNCT
cte-299	367	7	.	.	PUNCT
cte-299	367	8	.	.	PUNCT
cte-299	368	1	"	"	PUNCT
cte-299	368	2	gpus	gpus	PROPN
cte-299	368	3	"	"	PUNCT
cte-299	368	4	:	:	PUNCT
cte-299	368	5	1	1	NUM
cte-299	368	6	,	,	PUNCT
cte-299	368	7	"	"	PUNCT
cte-299	368	8	max_vn	max_vn	PROPN
cte-299	368	9	ic_a	ic_a	PROPN
cte-299	368	10	t	t	PROPN
cte-299	368	11	tachments	tachment	NOUN
cte-299	368	12	"	"	PUNCT
cte-299	368	13	:	:	PUNCT
cte-299	368	14	1	1	NUM
cte-299	368	15	2	2	NUM
cte-299	368	16	,	,	PUNCT
cte-299	368	17	"	"	PUNCT
cte-299	368	18	memory_in_gbs	memory_in_gbs	NOUN
cte-299	368	19	"	"	PUNCT
cte-299	368	20	:	:	PUNCT
cte-299	368	21	7	7	NUM
cte-299	368	22	2	2	NUM
cte-299	368	23	.	.	NUM
cte-299	368	24	0	0	NUM
cte-299	368	25	,	,	PUNCT
cte-299	368	26	"	"	PUNCT
cte-299	368	27	ocpus	ocpu	NOUN
cte-299	368	28	"	"	PUNCT
cte-299	368	29	:	:	PUNCT
cte-299	368	30	1	1	NUM
cte-299	368	31	2	2	NUM
cte-299	368	32	.	.	NUM
cte-299	368	33	0	0	NUM
cte-299	368	34	,	,	PUNCT
cte-299	368	35	}	}	PUNCT
cte-299	368	36	,	,	PUNCT
cte-299	368	37	}	}	PUNCT
cte-299	368	38	]	]	PUNCT
cte-299	368	39	,	,	PUNCT
cte-299	368	40	"	"	PUNCT
cte-299	368	41	s	s	AUX
cte-299	368	42	t	t	PROPN
cte-299	368	43	a	a	DET
cte-299	368	44	t	t	NOUN
cte-299	368	45	u	u	NOUN
cte-299	368	46	s	s	NOUN
cte-299	368	47	"	"	PUNCT
cte-299	368	48	:	:	PUNCT
cte-299	368	49	"	"	PUNCT
cte-299	368	50	s	s	VERB
cte-299	368	51	u	u	NOUN
cte-299	368	52	c	c	NOUN
cte-299	368	53	c	c	NOUN
cte-299	368	54	e	e	NOUN
cte-299	368	55	s	s	PROPN
cte-299	368	56	s	s	X
cte-299	368	57	"	"	PUNCT
cte-299	368	58	449	449	NUM
cte-299	368	59	cte	cte	NOUN
cte-299	368	60	workshop	workshop	NOUN
cte-299	368	61	proceedings	proceeding	NOUN
cte-299	368	62	,	,	PUNCT
cte-299	368	63	2021	2021	NUM
cte-299	368	64	,	,	PUNCT
cte-299	368	65	vol	vol	NOUN
cte-299	368	66	.	.	NOUN
cte-299	368	67	8	8	NUM
cte-299	368	68	:	:	PUNCT
cte-299	368	69	cte-2020	cte-2020	NOUN
cte-299	368	70	,	,	PUNCT
cte-299	368	71	pp	pp	X
cte-299	368	72	.	.	PUNCT
cte-299	369	1	438	438	NUM
cte-299	369	2	-	-	PUNCT
cte-299	369	3	457	457	NUM
cte-299	369	4	figure	figure	NOUN
cte-299	369	5	5	5	NUM
cte-299	369	6	:	:	PUNCT
cte-299	369	7	dag	dag	PROPN
cte-299	369	8	multiplespawner	multiplespawner	NOUN
cte-299	369	9	architecture	architecture	NOUN
cte-299	369	10	,	,	PUNCT
cte-299	369	11	r	r	NOUN
cte-299	369	12	=	=	SYM
cte-299	369	13	resource	resource	NOUN
cte-299	369	14	building	building	NOUN
cte-299	369	15	upon	upon	SCONJ
cte-299	369	16	this	this	PRON
cte-299	369	17	,	,	PUNCT
cte-299	369	18	a	a	DET
cte-299	369	19	simple	simple	ADJ
cte-299	369	20	benchmark	benchmark	NOUN
cte-299	369	21	was	be	AUX
cte-299	369	22	made	make	VERB
cte-299	369	23	to	to	PART
cte-299	369	24	evaluate	evaluate	VERB
cte-299	369	25	the	the	DET
cte-299	369	26	gain	gain	NOUN
cte-299	369	27	in	in	ADP
cte-299	369	28	getting	get	VERB
cte-299	369	29	access	access	NOUN
cte-299	369	30	to	to	ADP
cte-299	369	31	a	a	DET
cte-299	369	32	compute	compute	NOUN
cte-299	369	33	resource	resource	NOUN
cte-299	369	34	with	with	ADP
cte-299	369	35	a	a	DET
cte-299	369	36	nvidia	nvidia	PROPN
cte-299	369	37	p100	p100	PROPN
cte-299	369	38	gpu	gpu	PROPN
cte-299	369	39	.	.	PUNCT
cte-299	370	1	a	a	DET
cte-299	370	2	notebook	notebook	NOUN
cte-299	370	3	with	with	ADP
cte-299	370	4	the	the	DET
cte-299	370	5	tensorflow	tensorflow	NOUN
cte-299	370	6	and	and	CCONJ
cte-299	370	7	keras	keras	PROPN
cte-299	370	8	quick	quick	ADJ
cte-299	370	9	start	start	VERB
cte-299	370	10	application	application	NOUN
cte-299	370	11	[	[	X
cte-299	370	12	61	61	NUM
cte-299	370	13	]	]	PUNCT
cte-299	370	14	was	be	AUX
cte-299	370	15	used	use	VERB
cte-299	370	16	to	to	PART
cte-299	370	17	get	get	VERB
cte-299	370	18	a	a	DET
cte-299	370	19	rough	rough	ADJ
cte-299	370	20	estimate	estimate	NOUN
cte-299	370	21	of	of	ADP
cte-299	370	22	how	how	SCONJ
cte-299	370	23	much	much	ADJ
cte-299	370	24	time	time	NOUN
cte-299	370	25	would	would	AUX
cte-299	370	26	be	be	AUX
cte-299	370	27	saved	save	VERB
cte-299	370	28	in	in	ADP
cte-299	370	29	building	build	VERB
cte-299	370	30	a	a	DET
cte-299	370	31	simple	simple	ADJ
cte-299	370	32	neural	neural	ADJ
cte-299	370	33	network	network	NOUN
cte-299	370	34	that	that	PRON
cte-299	370	35	classifies	classify	VERB
cte-299	370	36	images	image	NOUN
cte-299	370	37	.	.	PUNCT
cte-299	371	1	listing	list	VERB
cte-299	371	2	5	5	NUM
cte-299	371	3	,	,	PUNCT
cte-299	371	4	shows	show	VERB
cte-299	371	5	the	the	DET
cte-299	371	6	results	result	NOUN
cte-299	371	7	of	of	ADP
cte-299	371	8	running	run	VERB
cte-299	371	9	the	the	DET
cte-299	371	10	notebook	notebook	NOUN
cte-299	371	11	on	on	ADP
cte-299	371	12	the	the	DET
cte-299	371	13	gpu	gpu	NOUN
cte-299	371	14	powered	power	VERB
cte-299	371	15	compute	compute	NOUN
cte-299	371	16	resource	resource	NOUN
cte-299	371	17	for	for	ADP
cte-299	371	18	ten	ten	NUM
cte-299	371	19	times	time	NOUN
cte-299	371	20	in	in	ADP
cte-299	371	21	a	a	DET
cte-299	371	22	row	row	NOUN
cte-299	371	23	,	,	PUNCT
cte-299	371	24	and	and	CCONJ
cte-299	371	25	listing	list	VERB
cte-299	371	26	4	4	NUM
cte-299	371	27	shows	show	VERB
cte-299	371	28	the	the	DET
cte-299	371	29	results	result	NOUN
cte-299	371	30	of	of	ADP
cte-299	371	31	running	run	VERB
cte-299	371	32	figure	figure	NOUN
cte-299	371	33	5	5	NUM
cte-299	371	34	:	:	PUNCT
cte-299	371	35	dag	dag	PROPN
cte-299	371	36	multiplespawner	multiplespawner	NOUN
cte-299	371	37	architecture	architecture	NOUN
cte-299	371	38	,	,	PUNCT
cte-299	371	39	r	r	NOUN
cte-299	371	40	=	=	SYM
cte-299	371	41	resource	resource	NOUN
cte-299	371	42	}	}	PUNCT
cte-299	371	43	listing	list	VERB
cte-299	371	44	3	3	NUM
cte-299	371	45	:	:	PUNCT
cte-299	371	46	running	run	VERB
cte-299	371	47	oci	oci	PROPN
cte-299	371	48	notebook	notebook	NOUN
cte-299	371	49	instance	instance	NOUN
cte-299	371	50	as	as	SCONJ
cte-299	371	51	shown	show	VERB
cte-299	371	52	in	in	ADP
cte-299	371	53	figure	figure	NOUN
cte-299	371	54	7	7	NUM
cte-299	371	55	,	,	PUNCT
cte-299	371	56	the	the	DET
cte-299	371	57	jupyterhub	jupyterhub	NOUN
cte-299	371	58	spawn	spawn	NOUN
cte-299	371	59	action	action	NOUN
cte-299	371	60	redirected	redirect	VERB
cte-299	371	61	the	the	DET
cte-299	371	62	web	web	NOUN
cte-299	371	63	interface	interface	NOUN
cte-299	371	64	to	to	ADP
cte-299	371	65	the	the	DET
cte-299	371	66	hosted	host	VERB
cte-299	371	67	notebook	notebook	NOUN
cte-299	371	68	on	on	ADP
cte-299	371	69	the	the	DET
cte-299	371	70	cloud	cloud	ADJ
cte-299	371	71	resources	resource	NOUN
cte-299	371	72	.	.	PUNCT
cte-299	372	1	relating	relate	VERB
cte-299	372	2	this	this	PRON
cte-299	372	3	to	to	ADP
cte-299	372	4	the	the	DET
cte-299	372	5	mentioned	mention	VERB
cte-299	372	6	courses	course	NOUN
cte-299	372	7	at	at	ADP
cte-299	372	8	ucph	ucph	PROPN
cte-299	372	9	,	,	PUNCT
cte-299	372	10	this	this	PRON
cte-299	372	11	then	then	ADV
cte-299	372	12	enabled	enable	VERB
cte-299	372	13	the	the	DET
cte-299	372	14	students	student	NOUN
cte-299	372	15	with	with	ADP
cte-299	372	16	access	access	NOUN
cte-299	372	17	to	to	ADP
cte-299	372	18	an	an	DET
cte-299	372	19	interactive	interactive	ADJ
cte-299	372	20	programming	programming	NOUN
cte-299	372	21	environment	environment	NOUN
cte-299	372	22	via	via	ADP
cte-299	372	23	the	the	DET
cte-299	372	24	jupyterlab	jupyterlab	PROPN
cte-299	372	25	450	450	NUM
cte-299	372	26	cte	cte	NOUN
cte-299	372	27	workshop	workshop	NOUN
cte-299	372	28	proceedings	proceeding	NOUN
cte-299	372	29	,	,	PUNCT
cte-299	372	30	2021	2021	NUM
cte-299	372	31	,	,	PUNCT
cte-299	372	32	vol	vol	NOUN
cte-299	372	33	.	.	NOUN
cte-299	372	34	8	8	NUM
cte-299	372	35	:	:	PUNCT
cte-299	372	36	cte-2020	cte-2020	NOUN
cte-299	372	37	,	,	PUNCT
cte-299	372	38	pp	pp	X
cte-299	372	39	.	.	PUNCT
cte-299	373	1	438	438	NUM
cte-299	373	2	-	-	PUNCT
cte-299	373	3	457	457	NUM
cte-299	373	4	figure	figure	NOUN
cte-299	373	5	7	7	NUM
cte-299	373	6	:	:	PUNCT
cte-299	373	7	a	a	DET
cte-299	373	8	tensorflow	tensorflow	NOUN
cte-299	373	9	+	+	CCONJ
cte-299	373	10	keras	keras	PROPN
cte-299	373	11	notebook	notebook	NOUN
cte-299	373	12	on	on	ADP
cte-299	373	13	an	an	DET
cte-299	373	14	oci	oci	NOUN
cte-299	373	15	resource	resource	NOUN
cte-299	373	16	(	(	PUNCT
cte-299	373	17	python3	python3	NOUN
cte-299	373	18	)	)	PUNCT
cte-299	374	1	jovyan@56e3c30c2a	jovyan@56e3c30c2a	PROPN
cte-299	374	2	f6	f6	INTJ
cte-299	374	3	:	:	PUNCT
cte-299	374	4	~	~	PUNCT
cte-299	374	5	/	/	SYM
cte-299	374	6	work	work	NOUN
cte-299	374	7	/	/	SYM
cte-299	375	1	c	c	NOUN
cte-299	375	2	t	t	NOUN
cte-299	375	3	e	e	X
cte-299	375	4	_	_	NOUN
cte-299	376	1	2	2	NUM
cte-299	376	2	0	0	NUM
cte-299	376	3	2	2	NUM
cte-299	376	4	0	0	NUM
cte-299	376	5	_	_	PRON
cte-299	377	1	p	p	PRON
cte-299	377	2	a	a	DET
cte-299	377	3	p	p	X
cte-299	377	4	e	e	NOUN
cte-299	377	5	r	r	NOUN
cte-299	377	6	/	/	SYM
cte-299	377	7	no	no	NOUN
cte-299	377	8	tebooks$	tebooks$	DET
cte-299	377	9	\	\	NOUN
cte-299	377	10	>	>	X
cte-299	377	11	python3	python3	PROPN
cte-299	377	12	b	b	PROPN
cte-299	377	13	e	e	X
cte-299	377	14	g	g	PROPN
cte-299	377	15	i	i	PROPN
cte-299	377	16	n	n	VERB
cte-299	377	17	n	n	NOUN
cte-299	377	18	e	e	NOUN
cte-299	377	19	r	r	NOUN
cte-299	377	20	.	.	PUNCT
cte-299	378	1	py	py	PROPN
cte-299	378	2	took	take	VERB
cte-299	378	3	:	:	PUNCT
cte-299	378	4	1	1	NUM
cte-299	378	5	9	9	NUM
cte-299	378	6	.	.	PUNCT
cte-299	379	1	4	4	NUM
cte-299	379	2	7	7	NUM
cte-299	379	3	9	9	NUM
cte-299	379	4	9	9	NUM
cte-299	379	5	0	0	NUM
cte-299	379	6	0	0	NUM
cte-299	379	7	3	3	NUM
cte-299	379	8	6	6	NUM
cte-299	379	9	0	0	NUM
cte-299	379	10	1	1	NUM
cte-299	379	11	0	0	NUM
cte-299	379	12	7	7	NUM
cte-299	379	13	4	4	NUM
cte-299	379	14	2	2	NUM
cte-299	379	15	2	2	NUM
cte-299	379	16	took	take	VERB
cte-299	379	17	:	:	PUNCT
cte-299	379	18	1	1	NUM
cte-299	379	19	2	2	NUM
cte-299	379	20	.	.	NOUN
cte-299	379	21	8	8	NUM
cte-299	379	22	5	5	NUM
cte-299	379	23	9	9	NUM
cte-299	379	24	1	1	NUM
cte-299	379	25	2	2	NUM
cte-299	379	26	3	3	NUM
cte-299	379	27	7	7	NUM
cte-299	379	28	0	0	NUM
cte-299	379	29	6	6	NUM
cte-299	379	30	8	8	NUM
cte-299	379	31	1	1	NUM
cte-299	379	32	7	7	NUM
cte-299	379	33	6	6	NUM
cte-299	379	34	2	2	NUM
cte-299	379	35	7	7	NUM
cte-299	379	36	took	take	VERB
cte-299	379	37	:	:	PUNCT
cte-299	379	38	1	1	NUM
cte-299	379	39	3	3	NUM
cte-299	379	40	.	.	PUNCT
cte-299	379	41	0	0	NUM
cte-299	379	42	4	4	NUM
cte-299	379	43	7	7	NUM
cte-299	379	44	2	2	NUM
cte-299	379	45	9	9	NUM
cte-299	379	46	3	3	NUM
cte-299	379	47	1	1	NUM
cte-299	379	48	8	8	NUM
cte-299	379	49	6	6	NUM
cte-299	379	50	1	1	NUM
cte-299	379	51	8	8	NUM
cte-299	379	52	7	7	NUM
cte-299	379	53	7	7	NUM
cte-299	379	54	4	4	NUM
cte-299	379	55	4	4	NUM
cte-299	379	56	took	take	VERB
cte-299	379	57	:	:	PUNCT
cte-299	379	58	1	1	NUM
cte-299	379	59	3	3	NUM
cte-299	379	60	.	.	SYM
cte-299	379	61	2	2	NUM
cte-299	379	62	9	9	NUM
cte-299	379	63	6	6	NUM
cte-299	379	64	7	7	NUM
cte-299	379	65	7	7	NUM
cte-299	379	66	6	6	NUM
cte-299	379	67	0	0	NUM
cte-299	379	68	5	5	NUM
cte-299	379	69	6	6	NUM
cte-299	379	70	2	2	NUM
cte-299	379	71	8	8	NUM
cte-299	379	72	9	9	NUM
cte-299	379	73	6	6	NUM
cte-299	379	74	7	7	NUM
cte-299	379	75	3	3	NUM
cte-299	379	76	took	take	VERB
cte-299	379	77	:	:	PUNCT
cte-299	379	78	1	1	NUM
cte-299	379	79	3	3	NUM
cte-299	379	80	.	.	PUNCT
cte-299	379	81	0	0	NUM
cte-299	380	1	0	0	NUM
cte-299	380	2	2	2	NUM
cte-299	380	3	3	3	NUM
cte-299	380	4	6	6	NUM
cte-299	380	5	3	3	NUM
cte-299	380	6	2	2	NUM
cte-299	380	7	0	0	NUM
cte-299	380	8	4	4	NUM
cte-299	380	9	9	9	NUM
cte-299	380	10	5	5	NUM
cte-299	380	11	6	6	NUM
cte-299	380	12	0	0	NUM
cte-299	380	13	5	5	NUM
cte-299	380	14	5	5	NUM
cte-299	380	15	took	take	VERB
cte-299	380	16	:	:	PUNCT
cte-299	380	17	1	1	NUM
cte-299	380	18	3	3	NUM
cte-299	380	19	.	.	NOUN
cte-299	380	20	1	1	NUM
cte-299	380	21	1	1	NUM
cte-299	380	22	8	8	NUM
cte-299	380	23	3	3	NUM
cte-299	380	24	2	2	NUM
cte-299	380	25	9	9	NUM
cte-299	380	26	0	0	NUM
cte-299	380	27	4	4	NUM
cte-299	380	28	8	8	NUM
cte-299	380	29	1	1	NUM
cte-299	380	30	5	5	NUM
cte-299	380	31	6	6	NUM
cte-299	380	32	7	7	NUM
cte-299	380	33	3	3	NUM
cte-299	380	34	8	8	NUM
cte-299	380	35	took	take	VERB
cte-299	380	36	:	:	PUNCT
cte-299	380	37	1	1	NUM
cte-299	380	38	3	3	NUM
cte-299	380	39	.	.	NOUN
cte-299	380	40	0	0	NUM
cte-299	380	41	6	6	NUM
cte-299	380	42	7	7	NUM
cte-299	380	43	5	5	NUM
cte-299	380	44	0	0	NUM
cte-299	380	45	8	8	NUM
cte-299	380	46	9	9	NUM
cte-299	380	47	3	3	NUM
cte-299	380	48	5	5	NUM
cte-299	380	49	9	9	NUM
cte-299	380	50	2	2	NUM
cte-299	380	51	8	8	NUM
cte-299	380	52	3	3	NUM
cte-299	380	53	4	4	NUM
cte-299	380	54	5	5	NUM
cte-299	380	55	took	take	VERB
cte-299	380	56	:	:	PUNCT
cte-299	380	57	1	1	NUM
cte-299	380	58	3	3	NUM
cte-299	380	59	.	.	PUNCT
cte-299	380	60	0	0	NUM
cte-299	380	61	8	8	NUM
cte-299	380	62	9	9	NUM
cte-299	380	63	2	2	NUM
cte-299	380	64	8	8	NUM
cte-299	380	65	4	4	NUM
cte-299	380	66	6	6	NUM
cte-299	380	67	5	5	NUM
cte-299	380	68	8	8	NUM
cte-299	380	69	4	4	NUM
cte-299	380	70	3	3	NUM
cte-299	380	71	2	2	NUM
cte-299	380	72	0	0	NUM
cte-299	380	73	0	0	NUM
cte-299	380	74	7	7	NUM
cte-299	380	75	took	take	VERB
cte-299	380	76	:	:	PUNCT
cte-299	380	77	1	1	NUM
cte-299	380	78	3	3	NUM
cte-299	380	79	.	.	NOUN
cte-299	380	80	1	1	NUM
cte-299	380	81	6	6	NUM
cte-299	380	82	0	0	NUM
cte-299	380	83	0	0	NUM
cte-299	380	84	9	9	NUM
cte-299	380	85	9	9	NUM
cte-299	380	86	5	5	NUM
cte-299	380	87	0	0	NUM
cte-299	380	88	6	6	NUM
cte-299	380	89	3	3	NUM
cte-299	380	90	7	7	NUM
cte-299	380	91	8	8	NUM
cte-299	380	92	1	1	NUM
cte-299	380	93	7	7	NUM
cte-299	380	94	4	4	NUM
cte-299	380	95	took	take	VERB
cte-299	380	96	:	:	PUNCT
cte-299	380	97	1	1	NUM
cte-299	380	98	3	3	NUM
cte-299	380	99	.	.	PUNCT
cte-299	380	100	0	0	NUM
cte-299	380	101	3	3	NUM
cte-299	380	102	2	2	NUM
cte-299	380	103	1	1	NUM
cte-299	380	104	7	7	NUM
cte-299	380	105	8	8	NUM
cte-299	380	106	4	4	NUM
cte-299	380	107	0	0	NUM
cte-299	380	108	1	1	NUM
cte-299	380	109	9	9	NUM
cte-299	380	110	4	4	NUM
cte-299	380	111	7	7	NUM
cte-299	380	112	0	0	NUM
cte-299	380	113	2	2	NUM
cte-299	380	114	1	1	NUM
cte-299	380	115	average	average	NOUN
cte-299	380	116	:	:	PUNCT
cte-299	380	117	1	1	NUM
cte-299	380	118	3	3	NUM
cte-299	380	119	.	.	PUNCT
cte-299	380	120	7	7	NUM
cte-299	380	121	1	1	NUM
cte-299	380	122	5	5	NUM
cte-299	380	123	2	2	NUM
cte-299	380	124	8	8	NUM
cte-299	380	125	5	5	NUM
cte-299	380	126	7	7	NUM
cte-299	380	127	0	0	NUM
cte-299	380	128	6	6	NUM
cte-299	380	129	5	5	NUM
cte-299	380	130	2	2	NUM
cte-299	380	131	0	0	NUM
cte-299	380	132	0	0	NUM
cte-299	380	133	8	8	NUM
cte-299	380	134	1	1	NUM
cte-299	380	135	listing	list	VERB
cte-299	380	136	5	5	NUM
cte-299	380	137	:	:	PUNCT
cte-299	380	138	oci	oci	PROPN
cte-299	380	139	gpu	gpu	PROPN
cte-299	380	140	compute	compute	PROPN
cte-299	380	141	resource	resource	NOUN
cte-299	380	142	tensorflow	tensorflow	NOUN
cte-299	380	143	times	time	NOUN
cte-299	380	144	from	from	ADP
cte-299	380	145	this	this	DET
cte-299	380	146	simple	simple	ADJ
cte-299	380	147	benchmarking	benchmarking	NOUN
cte-299	380	148	example	example	NOUN
cte-299	380	149	,	,	PUNCT
cte-299	380	150	we	we	PRON
cte-299	380	151	can	can	AUX
cte-299	380	152	see	see	VERB
cte-299	380	153	that	that	PRON
cte-299	380	154	by	by	ADP
cte-299	380	155	utilizing	utilize	VERB
cte-299	380	156	the	the	DET
cte-299	380	157	multiplespawner	multiplespawner	NOUN
cte-299	380	158	in	in	ADP
cte-299	380	159	combination	combination	NOUN
cte-299	380	160	with	with	ADP
cte-299	380	161	corc	corc	NOUN
cte-299	380	162	,	,	PUNCT
cte-299	380	163	users	user	NOUN
cte-299	380	164	are	be	AUX
cte-299	380	165	able	able	ADJ
cte-299	380	166	to	to	PART
cte-299	380	167	get	get	VERB
cte-299	380	168	access	access	NOUN
cte-299	380	169	through	through	ADP
cte-299	380	170	a	a	DET
cte-299	380	171	simple	simple	ADJ
cte-299	380	172	gateway	gateway	NOUN
cte-299	380	173	to	to	ADP
cte-299	380	174	the	the	DET
cte-299	380	175	expected	expect	VERB
cte-299	380	176	performance	performance	NOUN
cte-299	380	177	gains	gain	NOUN
cte-299	380	178	of	of	ADP
cte-299	380	179	accelerators	accelerator	NOUN
cte-299	380	180	like	like	ADP
cte-299	380	181	a	a	DET
cte-299	380	182	gpu	gpu	NOUN
cte-299	380	183	.	.	PUNCT
cte-299	381	1	expanding	expand	VERB
cte-299	381	2	on	on	ADP
cte-299	381	3	this	this	PRON
cte-299	381	4	,	,	PUNCT
cte-299	381	5	the	the	DET
cte-299	381	6	teachers	teacher	NOUN
cte-299	381	7	and	and	CCONJ
cte-299	381	8	students	student	NOUN
cte-299	381	9	at	at	ADP
cte-299	381	10	ucph	ucph	PROPN
cte-299	381	11	will	will	AUX
cte-299	381	12	now	now	ADV
cte-299	381	13	be	be	AUX
cte-299	381	14	able	able	ADJ
cte-299	381	15	to	to	PART
cte-299	381	16	request	request	VERB
cte-299	381	17	a	a	DET
cte-299	381	18	compute	compute	NOUN
cte-299	381	19	resource	resource	NOUN
cte-299	381	20	with	with	ADP
cte-299	381	21	a	a	DET
cte-299	381	22	gpu	gpu	NOUN
cte-299	381	23	on	on	ADP
cte-299	381	24	demand	demand	NOUN
cte-299	381	25	,	,	PUNCT
cte-299	381	26	thereby	thereby	ADV
cte-299	381	27	gaining	gain	VERB
cte-299	381	28	simple	simple	ADJ
cte-299	381	29	access	access	NOUN
cte-299	381	30	to	to	ADP
cte-299	381	31	achieving	achieve	VERB
cte-299	381	32	similar	similar	ADJ
cte-299	381	33	faster	fast	ADJ
cte-299	381	34	runtimes	runtime	NOUN
cte-299	381	35	in	in	ADP
cte-299	381	36	their	their	PRON
cte-299	381	37	exercises	exercise	NOUN
cte-299	381	38	and	and	CCONJ
cte-299	381	39	assignments	assignment	NOUN
cte-299	381	40	.	.	PUNCT
cte-299	382	1	figure	figure	VERB
cte-299	382	2	6	6	NUM
cte-299	382	3	:	:	PUNCT
cte-299	382	4	multiplespawner	multiplespawner	NOUN
cte-299	382	5	interface	interface	NOUN
cte-299	382	6	interface	interface	NOUN
cte-299	382	7	.	.	PUNCT
cte-299	383	1	building	build	VERB
cte-299	383	2	upon	upon	SCONJ
cte-299	383	3	this	this	PRON
cte-299	383	4	,	,	PUNCT
cte-299	383	5	a	a	DET
cte-299	383	6	simple	simple	ADJ
cte-299	383	7	benchmark	benchmark	NOUN
cte-299	383	8	was	be	AUX
cte-299	383	9	made	make	VERB
cte-299	383	10	to	to	PART
cte-299	383	11	evaluate	evaluate	VERB
cte-299	383	12	the	the	DET
cte-299	383	13	gain	gain	NOUN
cte-299	383	14	in	in	ADP
cte-299	383	15	getting	get	VERB
cte-299	383	16	access	access	NOUN
cte-299	383	17	to	to	ADP
cte-299	383	18	a	a	DET
cte-299	383	19	compute	compute	NOUN
cte-299	383	20	resource	resource	NOUN
cte-299	383	21	with	with	ADP
cte-299	383	22	a	a	DET
cte-299	383	23	nvidia	nvidia	PROPN
cte-299	383	24	p100	p100	PROPN
cte-299	383	25	gpu	gpu	PROPN
cte-299	383	26	.	.	PUNCT
cte-299	384	1	a	a	DET
cte-299	384	2	notebook	notebook	NOUN
cte-299	384	3	with	with	ADP
cte-299	384	4	the	the	DET
cte-299	384	5	tensorflow	tensorflow	NOUN
cte-299	384	6	and	and	CCONJ
cte-299	384	7	keras	keras	PROPN
cte-299	384	8	quick	quick	ADJ
cte-299	384	9	start	start	VERB
cte-299	384	10	application	application	NOUN
cte-299	384	11	[	[	X
cte-299	384	12	31	31	NUM
cte-299	384	13	]	]	PUNCT
cte-299	384	14	was	be	AUX
cte-299	384	15	used	use	VERB
cte-299	384	16	to	to	PART
cte-299	384	17	get	get	VERB
cte-299	384	18	a	a	DET
cte-299	384	19	rough	rough	ADJ
cte-299	384	20	estimate	estimate	NOUN
cte-299	384	21	of	of	ADP
cte-299	384	22	how	how	SCONJ
cte-299	384	23	much	much	ADJ
cte-299	384	24	time	time	NOUN
cte-299	384	25	would	would	AUX
cte-299	384	26	be	be	AUX
cte-299	384	27	saved	save	VERB
cte-299	384	28	in	in	ADP
cte-299	384	29	building	build	VERB
cte-299	384	30	a	a	DET
cte-299	384	31	simple	simple	ADJ
cte-299	384	32	neural	neural	ADJ
cte-299	384	33	network	network	NOUN
cte-299	384	34	that	that	PRON
cte-299	384	35	classifies	classify	VERB
cte-299	384	36	images	image	NOUN
cte-299	384	37	.	.	PUNCT
cte-299	385	1	listing	list	VERB
cte-299	385	2	5	5	NUM
cte-299	385	3	,	,	PUNCT
cte-299	385	4	shows	show	VERB
cte-299	385	5	the	the	DET
cte-299	385	6	results	result	NOUN
cte-299	385	7	of	of	ADP
cte-299	385	8	running	run	VERB
cte-299	385	9	the	the	DET
cte-299	385	10	notebook	notebook	NOUN
cte-299	385	11	on	on	ADP
cte-299	385	12	the	the	DET
cte-299	385	13	gpu	gpu	NOUN
cte-299	385	14	powered	power	VERB
cte-299	385	15	compute	compute	NOUN
cte-299	385	16	resource	resource	NOUN
cte-299	385	17	for	for	ADP
cte-299	385	18	ten	ten	NUM
cte-299	385	19	times	time	NOUN
cte-299	385	20	in	in	ADP
cte-299	385	21	a	a	DET
cte-299	385	22	row	row	NOUN
cte-299	385	23	,	,	PUNCT
cte-299	385	24	and	and	CCONJ
cte-299	385	25	listing	list	VERB
cte-299	385	26	4	4	NUM
cte-299	385	27	shows	show	VERB
cte-299	385	28	the	the	DET
cte-299	385	29	results	result	NOUN
cte-299	385	30	of	of	ADP
cte-299	385	31	running	run	VERB
cte-299	385	32	the	the	DET
cte-299	385	33	same	same	ADJ
cte-299	385	34	benchmark	benchmark	NOUN
cte-299	385	35	on	on	ADP
cte-299	385	36	an	an	DET
cte-299	385	37	existing	exist	VERB
cte-299	385	38	dag	dag	NOUN
cte-299	385	39	resource	resource	NOUN
cte-299	385	40	.	.	PUNCT
cte-299	386	1	as	as	SCONJ
cte-299	386	2	this	this	DET
cte-299	386	3	shows	show	NOUN
cte-299	386	4	,	,	PUNCT
cte-299	386	5	the	the	DET
cte-299	386	6	gpu	gpu	NOUN
cte-299	386	7	version	version	NOUN
cte-299	386	8	was	be	AUX
cte-299	386	9	on	on	ADP
cte-299	386	10	average	average	ADJ
cte-299	386	11	24,7	24,7	NUM
cte-299	386	12	seconds	second	NOUN
cte-299	386	13	faster	fast	ADV
cte-299	386	14	or	or	CCONJ
cte-299	386	15	in	in	ADP
cte-299	386	16	other	other	ADJ
cte-299	386	17	words	word	NOUN
cte-299	386	18	gained	gain	VERB
cte-299	386	19	on	on	ADP
cte-299	386	20	average	average	ADJ
cte-299	386	21	a	a	DET
cte-299	386	22	2,8	2,8	NUM
cte-299	386	23	speedup	speedup	NOUN
cte-299	386	24	compared	compare	VERB
cte-299	386	25	to	to	ADP
cte-299	386	26	the	the	DET
cte-299	386	27	dag	dag	PROPN
cte-299	386	28	resource	resource	NOUN
cte-299	386	29	without	without	ADP
cte-299	386	30	a	a	DET
cte-299	386	31	gpu	gpu	NOUN
cte-299	386	32	.	.	PROPN
cte-299	386	33	451	451	NUM
cte-299	386	34	cte	cte	NOUN
cte-299	386	35	workshop	workshop	NOUN
cte-299	386	36	proceedings	proceeding	NOUN
cte-299	386	37	,	,	PUNCT
cte-299	386	38	2021	2021	NUM
cte-299	386	39	,	,	PUNCT
cte-299	386	40	vol	vol	NOUN
cte-299	386	41	.	.	NOUN
cte-299	386	42	8	8	NUM
cte-299	386	43	:	:	PUNCT
cte-299	386	44	cte-2020	cte-2020	NOUN
cte-299	386	45	,	,	PUNCT
cte-299	386	46	pp	pp	X
cte-299	386	47	.	.	PUNCT
cte-299	387	1	438	438	NUM
cte-299	387	2	-	-	PUNCT
cte-299	387	3	457	457	NUM
cte-299	387	4	figure	figure	NOUN
cte-299	387	5	6	6	NUM
cte-299	387	6	:	:	PUNCT
cte-299	387	7	multiplespawner	multiplespawner	NOUN
cte-299	387	8	interface	interface	NOUN
cte-299	387	9	the	the	DET
cte-299	387	10	same	same	ADJ
cte-299	387	11	benchmark	benchmark	NOUN
cte-299	387	12	on	on	ADP
cte-299	387	13	an	an	DET
cte-299	387	14	existing	exist	VERB
cte-299	387	15	dag	dag	NOUN
cte-299	387	16	resource	resource	NOUN
cte-299	387	17	.	.	PUNCT
cte-299	388	1	as	as	SCONJ
cte-299	388	2	this	this	DET
cte-299	388	3	shows	show	NOUN
cte-299	388	4	,	,	PUNCT
cte-299	388	5	the	the	DET
cte-299	388	6	gpu	gpu	NOUN
cte-299	388	7	version	version	NOUN
cte-299	388	8	was	be	AUX
cte-299	388	9	on	on	ADP
cte-299	388	10	average	average	ADJ
cte-299	388	11	24,7	24,7	NUM
cte-299	388	12	seconds	second	NOUN
cte-299	388	13	faster	fast	ADV
cte-299	388	14	or	or	CCONJ
cte-299	388	15	in	in	ADP
cte-299	388	16	other	other	ADJ
cte-299	388	17	words	word	NOUN
cte-299	388	18	gained	gain	VERB
cte-299	388	19	on	on	ADP
cte-299	388	20	average	average	ADJ
cte-299	388	21	a	a	DET
cte-299	388	22	2,8	2,8	NUM
cte-299	388	23	speedup	speedup	NOUN
cte-299	388	24	compared	compare	VERB
cte-299	388	25	to	to	ADP
cte-299	388	26	the	the	DET
cte-299	388	27	dag	dag	PROPN
cte-299	388	28	resource	resource	NOUN
cte-299	388	29	without	without	ADP
cte-299	388	30	a	a	DET
cte-299	388	31	gpu	gpu	NOUN
cte-299	388	32	.	.	PUNCT
cte-299	389	1	(	(	PUNCT
cte-299	389	2	python3	python3	PROPN
cte-299	389	3	)	)	PUNCT
cte-299	389	4	jovyan@d203812f76e8	jovyan@d203812f76e8	VERB
cte-299	389	5	:	:	PUNCT
cte-299	389	6	~	~	PUNCT
cte-299	389	7	/	/	SYM
cte-299	389	8	work	work	NOUN
cte-299	389	9	/	/	SYM
cte-299	389	10	c	c	NOUN
cte-299	389	11	t	t	NOUN
cte-299	389	12	e	e	X
cte-299	389	13	_	_	NOUN
cte-299	390	1	2	2	NUM
cte-299	390	2	0	0	NUM
cte-299	390	3	2	2	NUM
cte-299	390	4	0	0	NUM
cte-299	390	5	_	_	PRON
cte-299	391	1	p	p	PRON
cte-299	391	2	a	a	DET
cte-299	391	3	p	p	X
cte-299	391	4	e	e	NOUN
cte-299	391	5	r	r	NOUN
cte-299	391	6	/	/	SYM
cte-299	391	7	no	no	NOUN
cte-299	391	8	tebooks$	tebooks$	DET
cte-299	391	9	\	\	NOUN
cte-299	391	10	>	>	X
cte-299	391	11	python3	python3	PROPN
cte-299	391	12	b	b	PROPN
cte-299	391	13	e	e	X
cte-299	391	14	g	g	PROPN
cte-299	391	15	i	i	PROPN
cte-299	391	16	n	n	VERB
cte-299	391	17	n	n	NOUN
cte-299	391	18	e	e	NOUN
cte-299	391	19	r	r	NOUN
cte-299	391	20	.	.	PUNCT
cte-299	392	1	py	py	PROPN
cte-299	392	2	took	take	VERB
cte-299	392	3	:	:	PUNCT
cte-299	392	4	3	3	NUM
cte-299	392	5	8	8	NUM
cte-299	392	6	.	.	PUNCT
cte-299	393	1	1	1	NUM
cte-299	393	2	0	0	NUM
cte-299	393	3	7	7	NUM
cte-299	393	4	9	9	NUM
cte-299	393	5	4	4	NUM
cte-299	393	6	5	5	NUM
cte-299	393	7	9	9	NUM
cte-299	393	8	1	1	NUM
cte-299	393	9	9	9	NUM
cte-299	393	10	0	0	NUM
cte-299	393	11	3	3	NUM
cte-299	393	12	6	6	NUM
cte-299	393	13	8	8	NUM
cte-299	393	14	6	6	NUM
cte-299	393	15	5	5	NUM
cte-299	393	16	took	take	VERB
cte-299	393	17	:	:	PUNCT
cte-299	393	18	3	3	NUM
cte-299	393	19	6	6	NUM
cte-299	393	20	.	.	NOUN
cte-299	393	21	1	1	NUM
cte-299	393	22	2	2	NUM
cte-299	393	23	3	3	NUM
cte-299	393	24	3	3	NUM
cte-299	393	25	5	5	NUM
cte-299	393	26	0	0	NUM
cte-299	393	27	3	3	NUM
cte-299	393	28	8	8	NUM
cte-299	393	29	1	1	NUM
cte-299	393	30	8	8	NUM
cte-299	393	31	5	5	NUM
cte-299	393	32	1	1	NUM
cte-299	393	33	1	1	NUM
cte-299	393	34	9	9	NUM
cte-299	393	35	6	6	NUM
cte-299	393	36	took	take	VERB
cte-299	393	37	:	:	PUNCT
cte-299	393	38	3	3	NUM
cte-299	393	39	7	7	NUM
cte-299	393	40	.	.	PUNCT
cte-299	393	41	3	3	NUM
cte-299	393	42	7	7	NUM
cte-299	393	43	4	4	NUM
cte-299	393	44	5	5	NUM
cte-299	393	45	5	5	NUM
cte-299	393	46	7	7	NUM
cte-299	393	47	0	0	NUM
cte-299	393	48	1	1	NUM
cte-299	393	49	8	8	NUM
cte-299	393	50	2	2	NUM
cte-299	393	51	8	8	NUM
cte-299	393	52	0	0	NUM
cte-299	393	53	0	0	NUM
cte-299	393	54	3	3	NUM
cte-299	393	55	took	take	VERB
cte-299	393	56	:	:	PUNCT
cte-299	393	57	3	3	NUM
cte-299	393	58	7	7	NUM
cte-299	393	59	.	.	PUNCT
cte-299	394	1	6	6	NUM
cte-299	394	2	9	9	NUM
cte-299	394	3	0	0	NUM
cte-299	394	4	5	5	NUM
cte-299	394	5	1	1	NUM
cte-299	394	6	7	7	NUM
cte-299	394	7	9	9	NUM
cte-299	394	8	0	0	NUM
cte-299	394	9	2	2	NUM
cte-299	394	10	3	3	NUM
cte-299	394	11	7	7	NUM
cte-299	394	12	4	4	NUM
cte-299	394	13	2	2	NUM
cte-299	394	14	7	7	NUM
cte-299	394	15	took	take	VERB
cte-299	394	16	:	:	PUNCT
cte-299	394	17	4	4	NUM
cte-299	394	18	1	1	NUM
cte-299	394	19	.	.	NOUN
cte-299	394	20	1	1	NUM
cte-299	394	21	6	6	NUM
cte-299	394	22	2	2	NUM
cte-299	394	23	4	4	NUM
cte-299	394	24	2	2	NUM
cte-299	394	25	7	7	NUM
cte-299	394	26	9	9	NUM
cte-299	394	27	0	0	NUM
cte-299	394	28	2	2	NUM
cte-299	394	29	2	2	NUM
cte-299	394	30	2	2	NUM
cte-299	394	31	1	1	NUM
cte-299	394	32	6	6	NUM
cte-299	394	33	8	8	NUM
cte-299	394	34	took	take	VERB
cte-299	394	35	:	:	PUNCT
cte-299	394	36	3	3	NUM
cte-299	394	37	7	7	NUM
cte-299	394	38	.	.	SYM
cte-299	394	39	2	2	NUM
cte-299	394	40	4	4	NUM
cte-299	394	41	0	0	NUM
cte-299	394	42	5	5	NUM
cte-299	394	43	2	2	NUM
cte-299	394	44	0	0	NUM
cte-299	394	45	9	9	NUM
cte-299	394	46	5	5	NUM
cte-299	394	47	4	4	NUM
cte-299	394	48	1	1	NUM
cte-299	394	49	3	3	NUM
cte-299	394	50	2	2	NUM
cte-299	394	51	0	0	NUM
cte-299	394	52	8	8	NUM
cte-299	394	53	took	take	VERB
cte-299	394	54	:	:	PUNCT
cte-299	394	55	3	3	NUM
cte-299	394	56	8	8	NUM
cte-299	394	57	.	.	PUNCT
cte-299	395	1	6	6	NUM
cte-299	395	2	8	8	NUM
cte-299	395	3	5	5	NUM
cte-299	395	4	3	3	NUM
cte-299	395	5	9	9	NUM
cte-299	395	6	1	1	NUM
cte-299	395	7	9	9	NUM
cte-299	395	8	0	0	NUM
cte-299	395	9	2	2	NUM
cte-299	395	10	9	9	NUM
cte-299	395	11	2	2	NUM
cte-299	395	12	3	3	NUM
cte-299	395	13	5	5	NUM
cte-299	395	14	8	8	NUM
cte-299	395	15	4	4	NUM
cte-299	395	16	took	take	VERB
cte-299	395	17	:	:	PUNCT
cte-299	395	18	4	4	NUM
cte-299	395	19	0	0	NUM
cte-299	395	20	.	.	PUNCT
cte-299	395	21	0	0	NUM
cte-299	395	22	2	2	NUM
cte-299	395	23	7	7	NUM
cte-299	395	24	8	8	NUM
cte-299	395	25	2	2	NUM
cte-299	395	26	3	3	NUM
cte-299	395	27	2	2	NUM
cte-299	395	28	0	0	NUM
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cte-299	395	33	5	5	NUM
cte-299	395	34	7	7	NUM
cte-299	395	35	took	take	VERB
cte-299	395	36	:	:	PUNCT
cte-299	395	37	3	3	NUM
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cte-299	395	39	.	.	PUNCT
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cte-299	396	9	5	5	NUM
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cte-299	396	13	1	1	NUM
cte-299	396	14	2	2	NUM
cte-299	396	15	took	take	VERB
cte-299	396	16	:	:	PUNCT
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cte-299	396	19	.	.	PUNCT
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cte-299	396	28	5	5	NUM
cte-299	396	29	7	7	NUM
cte-299	396	30	8	8	NUM
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cte-299	396	33	3	3	NUM
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cte-299	396	35	:	:	PUNCT
cte-299	396	36	3	3	NUM
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cte-299	397	6	5	5	NUM
cte-299	397	7	2	2	NUM
cte-299	397	8	9	9	NUM
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cte-299	397	12	9	9	NUM
cte-299	397	13	4	4	NUM
cte-299	397	14	5	5	NUM
cte-299	397	15	listing	list	VERB
cte-299	397	16	4	4	NUM
cte-299	397	17	:	:	PUNCT
cte-299	397	18	dag	dag	PROPN
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cte-299	397	20	resource	resource	NOUN
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cte-299	397	23	figure	figure	VERB
cte-299	397	24	7	7	NUM
cte-299	397	25	:	:	PUNCT
cte-299	397	26	a	a	DET
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cte-299	397	28	+	+	CCONJ
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cte-299	397	31	on	on	ADP
cte-299	397	32	an	an	DET
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cte-299	397	34	resource	resource	NOUN
cte-299	397	35	(	(	PUNCT
cte-299	397	36	python3	python3	NOUN
cte-299	397	37	)	)	PUNCT
cte-299	397	38	jovyan@d203812f76e8	jovyan@d203812f76e8	VERB
cte-299	397	39	:	:	PUNCT
cte-299	398	1	~	~	PUNCT
cte-299	398	2	/	/	SYM
cte-299	398	3	work	work	NOUN
cte-299	398	4	/	/	SYM
cte-299	398	5	c	c	NOUN
cte-299	398	6	t	t	NOUN
cte-299	398	7	e	e	X
cte-299	398	8	_	_	NOUN
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cte-299	398	11	2	2	NUM
cte-299	398	12	0	0	NUM
cte-299	398	13	_	_	PRON
cte-299	399	1	p	p	PRON
cte-299	399	2	a	a	DET
cte-299	399	3	p	p	X
cte-299	399	4	e	e	NOUN
cte-299	399	5	r	r	NOUN
cte-299	399	6	/	/	SYM
cte-299	399	7	no	no	NOUN
cte-299	399	8	tebooks$	tebooks$	DET
cte-299	399	9	\	\	NOUN
cte-299	399	10	>	>	X
cte-299	399	11	python3	python3	PROPN
cte-299	399	12	b	b	PROPN
cte-299	399	13	e	e	X
cte-299	399	14	g	g	PROPN
cte-299	399	15	i	i	PROPN
cte-299	399	16	n	n	VERB
cte-299	399	17	n	n	NOUN
cte-299	399	18	e	e	NOUN
cte-299	399	19	r	r	NOUN
cte-299	399	20	.	.	PUNCT
cte-299	400	1	py	py	PROPN
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cte-299	400	3	:	:	PUNCT
cte-299	400	4	3	3	NUM
cte-299	400	5	8	8	NUM
cte-299	400	6	.	.	PUNCT
cte-299	401	1	1	1	NUM
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cte-299	401	3	7	7	NUM
cte-299	401	4	9	9	NUM
cte-299	401	5	4	4	NUM
cte-299	401	6	5	5	NUM
cte-299	401	7	9	9	NUM
cte-299	401	8	1	1	NUM
cte-299	401	9	9	9	NUM
cte-299	401	10	0	0	NUM
cte-299	401	11	3	3	NUM
cte-299	401	12	6	6	NUM
cte-299	401	13	8	8	NUM
cte-299	401	14	6	6	NUM
cte-299	401	15	5	5	NUM
cte-299	401	16	took	take	VERB
cte-299	401	17	:	:	PUNCT
cte-299	401	18	3	3	NUM
cte-299	401	19	6	6	NUM
cte-299	401	20	.	.	NOUN
cte-299	401	21	1	1	NUM
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cte-299	401	25	5	5	NUM
cte-299	401	26	0	0	NUM
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cte-299	401	29	1	1	NUM
cte-299	401	30	8	8	NUM
cte-299	401	31	5	5	NUM
cte-299	401	32	1	1	NUM
cte-299	401	33	1	1	NUM
cte-299	401	34	9	9	NUM
cte-299	401	35	6	6	NUM
cte-299	401	36	took	take	VERB
cte-299	401	37	:	:	PUNCT
cte-299	401	38	3	3	NUM
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cte-299	401	40	.	.	PUNCT
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cte-299	401	48	1	1	NUM
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cte-299	401	51	8	8	NUM
cte-299	401	52	0	0	NUM
cte-299	401	53	0	0	NUM
cte-299	401	54	3	3	NUM
cte-299	401	55	took	take	VERB
cte-299	401	56	:	:	PUNCT
cte-299	401	57	3	3	NUM
cte-299	401	58	7	7	NUM
cte-299	401	59	.	.	PUNCT
cte-299	402	1	6	6	NUM
cte-299	402	2	9	9	NUM
cte-299	402	3	0	0	NUM
cte-299	402	4	5	5	NUM
cte-299	402	5	1	1	NUM
cte-299	402	6	7	7	NUM
cte-299	402	7	9	9	NUM
cte-299	402	8	0	0	NUM
cte-299	402	9	2	2	NUM
cte-299	402	10	3	3	NUM
cte-299	402	11	7	7	NUM
cte-299	402	12	4	4	NUM
cte-299	402	13	2	2	NUM
cte-299	402	14	7	7	NUM
cte-299	402	15	took	take	VERB
cte-299	402	16	:	:	PUNCT
cte-299	402	17	4	4	NUM
cte-299	402	18	1	1	NUM
cte-299	402	19	.	.	NOUN
cte-299	402	20	1	1	NUM
cte-299	402	21	6	6	NUM
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cte-299	402	24	2	2	NUM
cte-299	402	25	7	7	NUM
cte-299	402	26	9	9	NUM
cte-299	402	27	0	0	NUM
cte-299	402	28	2	2	NUM
cte-299	402	29	2	2	NUM
cte-299	402	30	2	2	NUM
cte-299	402	31	1	1	NUM
cte-299	402	32	6	6	NUM
cte-299	402	33	8	8	NUM
cte-299	402	34	took	take	VERB
cte-299	402	35	:	:	PUNCT
cte-299	402	36	3	3	NUM
cte-299	402	37	7	7	NUM
cte-299	402	38	.	.	SYM
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cte-299	402	43	2	2	NUM
cte-299	402	44	0	0	NUM
cte-299	402	45	9	9	NUM
cte-299	402	46	5	5	NUM
cte-299	402	47	4	4	NUM
cte-299	402	48	1	1	NUM
cte-299	402	49	3	3	NUM
cte-299	402	50	2	2	NUM
cte-299	402	51	0	0	NUM
cte-299	402	52	8	8	NUM
cte-299	402	53	took	take	VERB
cte-299	402	54	:	:	PUNCT
cte-299	402	55	3	3	NUM
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cte-299	402	57	.	.	PUNCT
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cte-299	403	3	5	5	NUM
cte-299	403	4	3	3	NUM
cte-299	403	5	9	9	NUM
cte-299	403	6	1	1	NUM
cte-299	403	7	9	9	NUM
cte-299	403	8	0	0	NUM
cte-299	403	9	2	2	NUM
cte-299	403	10	9	9	NUM
cte-299	403	11	2	2	NUM
cte-299	403	12	3	3	NUM
cte-299	403	13	5	5	NUM
cte-299	403	14	8	8	NUM
cte-299	403	15	4	4	NUM
cte-299	403	16	took	take	VERB
cte-299	403	17	:	:	PUNCT
cte-299	403	18	4	4	NUM
cte-299	403	19	0	0	NUM
cte-299	403	20	.	.	PUNCT
cte-299	403	21	0	0	NUM
cte-299	403	22	2	2	NUM
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cte-299	403	27	2	2	NUM
cte-299	403	28	0	0	NUM
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cte-299	403	33	5	5	NUM
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cte-299	403	35	took	take	VERB
cte-299	403	36	:	:	PUNCT
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cte-299	403	39	.	.	PUNCT
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cte-299	404	5	6	6	NUM
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cte-299	404	7	9	9	NUM
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cte-299	404	9	5	5	NUM
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cte-299	404	11	2	2	NUM
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cte-299	404	13	1	1	NUM
cte-299	404	14	2	2	NUM
cte-299	404	15	took	take	VERB
cte-299	404	16	:	:	PUNCT
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cte-299	404	19	.	.	PUNCT
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cte-299	404	28	5	5	NUM
cte-299	404	29	7	7	NUM
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cte-299	404	35	:	:	PUNCT
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cte-299	405	6	5	5	NUM
cte-299	405	7	2	2	NUM
cte-299	405	8	9	9	NUM
cte-299	405	9	4	4	NUM
cte-299	405	10	1	1	NUM
cte-299	405	11	8	8	NUM
cte-299	405	12	9	9	NUM
cte-299	405	13	4	4	NUM
cte-299	405	14	5	5	NUM
cte-299	405	15	listing	list	VERB
cte-299	405	16	4	4	NUM
cte-299	405	17	:	:	PUNCT
cte-299	405	18	dag	dag	PROPN
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cte-299	405	20	resource	resource	NOUN
cte-299	405	21	tensorflow	tensorflow	NOUN
cte-299	405	22	times	times	PROPN
cte-299	405	23	452	452	NUM
cte-299	405	24	cte	cte	NOUN
cte-299	405	25	workshop	workshop	NOUN
cte-299	405	26	proceedings	proceeding	NOUN
cte-299	405	27	,	,	PUNCT
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cte-299	405	29	,	,	PUNCT
cte-299	405	30	vol	vol	NOUN
cte-299	405	31	.	.	NOUN
cte-299	405	32	8	8	NUM
cte-299	405	33	:	:	PUNCT
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cte-299	405	35	,	,	PUNCT
cte-299	405	36	pp	pp	X
cte-299	405	37	.	.	PUNCT
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cte-299	406	2	-	-	SYM
cte-299	406	3	457	457	NUM
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cte-299	406	5	python3	python3	NOUN
cte-299	406	6	)	)	PUNCT
cte-299	407	1	jovyan@56e3c30c2a	jovyan@56e3c30c2a	PROPN
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cte-299	407	3	:	:	PUNCT
cte-299	407	4	~	~	PUNCT
cte-299	407	5	/	/	SYM
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cte-299	407	7	/	/	SYM
cte-299	408	1	c	c	NOUN
cte-299	408	2	t	t	NOUN
cte-299	408	3	e	e	X
cte-299	408	4	_	_	NOUN
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cte-299	409	3	2	2	NUM
cte-299	409	4	0	0	NUM
cte-299	409	5	_	_	PRON
cte-299	410	1	p	p	PRON
cte-299	410	2	a	a	DET
cte-299	410	3	p	p	X
cte-299	410	4	e	e	NOUN
cte-299	410	5	r	r	NOUN
cte-299	410	6	/	/	SYM
cte-299	410	7	no	no	NOUN
cte-299	410	8	tebooks$	tebooks$	DET
cte-299	410	9	\	\	NOUN
cte-299	410	10	>	>	X
cte-299	410	11	python3	python3	PROPN
cte-299	410	12	b	b	PROPN
cte-299	410	13	e	e	X
cte-299	410	14	g	g	PROPN
cte-299	410	15	i	i	PROPN
cte-299	410	16	n	n	VERB
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cte-299	410	18	e	e	NOUN
cte-299	410	19	r	r	NOUN
cte-299	410	20	.	.	PUNCT
cte-299	411	1	py	py	PROPN
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cte-299	411	3	:	:	PUNCT
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cte-299	412	10	1	1	NUM
cte-299	412	11	0	0	NUM
cte-299	412	12	7	7	NUM
cte-299	412	13	4	4	NUM
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cte-299	412	15	2	2	NUM
cte-299	412	16	took	take	VERB
cte-299	412	17	:	:	PUNCT
cte-299	412	18	1	1	NUM
cte-299	412	19	2	2	NUM
cte-299	412	20	.	.	NOUN
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cte-299	412	29	6	6	NUM
cte-299	412	30	8	8	NUM
cte-299	412	31	1	1	NUM
cte-299	412	32	7	7	NUM
cte-299	412	33	6	6	NUM
cte-299	412	34	2	2	NUM
cte-299	412	35	7	7	NUM
cte-299	412	36	took	take	VERB
cte-299	412	37	:	:	PUNCT
cte-299	412	38	1	1	NUM
cte-299	412	39	3	3	NUM
cte-299	412	40	.	.	PUNCT
cte-299	412	41	0	0	NUM
cte-299	412	42	4	4	NUM
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cte-299	412	47	1	1	NUM
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cte-299	412	50	1	1	NUM
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cte-299	412	54	4	4	NUM
cte-299	412	55	4	4	NUM
cte-299	412	56	took	take	VERB
cte-299	412	57	:	:	PUNCT
cte-299	412	58	1	1	NUM
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cte-299	412	60	.	.	SYM
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cte-299	412	66	6	6	NUM
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cte-299	412	77	:	:	PUNCT
cte-299	412	78	1	1	NUM
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cte-299	412	80	.	.	PUNCT
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cte-299	413	1	0	0	NUM
cte-299	413	2	2	2	NUM
cte-299	413	3	3	3	NUM
cte-299	413	4	6	6	NUM
cte-299	413	5	3	3	NUM
cte-299	413	6	2	2	NUM
cte-299	413	7	0	0	NUM
cte-299	413	8	4	4	NUM
cte-299	413	9	9	9	NUM
cte-299	413	10	5	5	NUM
cte-299	413	11	6	6	NUM
cte-299	413	12	0	0	NUM
cte-299	413	13	5	5	NUM
cte-299	413	14	5	5	NUM
cte-299	413	15	took	take	VERB
cte-299	413	16	:	:	PUNCT
cte-299	413	17	1	1	NUM
cte-299	413	18	3	3	NUM
cte-299	413	19	.	.	NOUN
cte-299	413	20	1	1	NUM
cte-299	413	21	1	1	NUM
cte-299	413	22	8	8	NUM
cte-299	413	23	3	3	NUM
cte-299	413	24	2	2	NUM
cte-299	413	25	9	9	NUM
cte-299	413	26	0	0	NUM
cte-299	413	27	4	4	NUM
cte-299	413	28	8	8	NUM
cte-299	413	29	1	1	NUM
cte-299	413	30	5	5	NUM
cte-299	413	31	6	6	NUM
cte-299	413	32	7	7	NUM
cte-299	413	33	3	3	NUM
cte-299	413	34	8	8	NUM
cte-299	413	35	took	take	VERB
cte-299	413	36	:	:	PUNCT
cte-299	413	37	1	1	NUM
cte-299	413	38	3	3	NUM
cte-299	413	39	.	.	NOUN
cte-299	413	40	0	0	NUM
cte-299	413	41	6	6	NUM
cte-299	413	42	7	7	NUM
cte-299	413	43	5	5	NUM
cte-299	413	44	0	0	NUM
cte-299	413	45	8	8	NUM
cte-299	413	46	9	9	NUM
cte-299	413	47	3	3	NUM
cte-299	413	48	5	5	NUM
cte-299	413	49	9	9	NUM
cte-299	413	50	2	2	NUM
cte-299	413	51	8	8	NUM
cte-299	413	52	3	3	NUM
cte-299	413	53	4	4	NUM
cte-299	413	54	5	5	NUM
cte-299	413	55	took	take	VERB
cte-299	413	56	:	:	PUNCT
cte-299	413	57	1	1	NUM
cte-299	413	58	3	3	NUM
cte-299	413	59	.	.	PUNCT
cte-299	413	60	0	0	NUM
cte-299	413	61	8	8	NUM
cte-299	413	62	9	9	NUM
cte-299	413	63	2	2	NUM
cte-299	413	64	8	8	NUM
cte-299	413	65	4	4	NUM
cte-299	413	66	6	6	NUM
cte-299	413	67	5	5	NUM
cte-299	413	68	8	8	NUM
cte-299	413	69	4	4	NUM
cte-299	413	70	3	3	NUM
cte-299	413	71	2	2	NUM
cte-299	413	72	0	0	NUM
cte-299	413	73	0	0	NUM
cte-299	413	74	7	7	NUM
cte-299	413	75	took	take	VERB
cte-299	413	76	:	:	PUNCT
cte-299	413	77	1	1	NUM
cte-299	413	78	3	3	NUM
cte-299	413	79	.	.	NOUN
cte-299	413	80	1	1	NUM
cte-299	413	81	6	6	NUM
cte-299	413	82	0	0	NUM
cte-299	413	83	0	0	NUM
cte-299	413	84	9	9	NUM
cte-299	413	85	9	9	NUM
cte-299	413	86	5	5	NUM
cte-299	413	87	0	0	NUM
cte-299	413	88	6	6	NUM
cte-299	413	89	3	3	NUM
cte-299	413	90	7	7	NUM
cte-299	413	91	8	8	NUM
cte-299	413	92	1	1	NUM
cte-299	413	93	7	7	NUM
cte-299	413	94	4	4	NUM
cte-299	413	95	took	take	VERB
cte-299	413	96	:	:	PUNCT
cte-299	413	97	1	1	NUM
cte-299	413	98	3	3	NUM
cte-299	413	99	.	.	PUNCT
cte-299	413	100	0	0	NUM
cte-299	413	101	3	3	NUM
cte-299	413	102	2	2	NUM
cte-299	413	103	1	1	NUM
cte-299	413	104	7	7	NUM
cte-299	413	105	8	8	NUM
cte-299	413	106	4	4	NUM
cte-299	413	107	0	0	NUM
cte-299	413	108	1	1	NUM
cte-299	413	109	9	9	NUM
cte-299	413	110	4	4	NUM
cte-299	413	111	7	7	NUM
cte-299	413	112	0	0	NUM
cte-299	413	113	2	2	NUM
cte-299	413	114	1	1	NUM
cte-299	413	115	average	average	NOUN
cte-299	413	116	:	:	PUNCT
cte-299	413	117	1	1	NUM
cte-299	413	118	3	3	NUM
cte-299	413	119	.	.	PUNCT
cte-299	413	120	7	7	NUM
cte-299	413	121	1	1	NUM
cte-299	413	122	5	5	NUM
cte-299	413	123	2	2	NUM
cte-299	413	124	8	8	NUM
cte-299	413	125	5	5	NUM
cte-299	413	126	7	7	NUM
cte-299	413	127	0	0	NUM
cte-299	413	128	6	6	NUM
cte-299	413	129	5	5	NUM
cte-299	413	130	2	2	NUM
cte-299	413	131	0	0	NUM
cte-299	413	132	0	0	NUM
cte-299	413	133	8	8	NUM
cte-299	413	134	1	1	NUM
cte-299	413	135	listing	list	VERB
cte-299	413	136	5	5	NUM
cte-299	413	137	:	:	PUNCT
cte-299	413	138	oci	oci	PROPN
cte-299	413	139	gpu	gpu	PROPN
cte-299	413	140	compute	compute	PROPN
cte-299	413	141	resource	resource	NOUN
cte-299	413	142	tensorflow	tensorflow	NOUN
cte-299	413	143	times	time	NOUN
cte-299	413	144	from	from	ADP
cte-299	413	145	this	this	DET
cte-299	413	146	simple	simple	ADJ
cte-299	413	147	benchmarking	benchmarking	NOUN
cte-299	413	148	example	example	NOUN
cte-299	413	149	,	,	PUNCT
cte-299	413	150	we	we	PRON
cte-299	413	151	can	can	AUX
cte-299	413	152	see	see	VERB
cte-299	413	153	that	that	PRON
cte-299	413	154	by	by	ADP
cte-299	413	155	utilizing	utilize	VERB
cte-299	413	156	the	the	DET
cte-299	413	157	multiplespawner	multiplespawner	NOUN
cte-299	413	158	in	in	ADP
cte-299	413	159	combination	combination	NOUN
cte-299	413	160	with	with	ADP
cte-299	413	161	corc	corc	NOUN
cte-299	413	162	,	,	PUNCT
cte-299	413	163	users	user	NOUN
cte-299	413	164	are	be	AUX
cte-299	413	165	able	able	ADJ
cte-299	413	166	to	to	PART
cte-299	413	167	get	get	VERB
cte-299	413	168	access	access	NOUN
cte-299	413	169	through	through	ADP
cte-299	413	170	a	a	DET
cte-299	413	171	simple	simple	ADJ
cte-299	413	172	gateway	gateway	NOUN
cte-299	413	173	to	to	ADP
cte-299	413	174	the	the	DET
cte-299	413	175	expected	expect	VERB
cte-299	413	176	performance	performance	NOUN
cte-299	413	177	gains	gain	NOUN
cte-299	413	178	of	of	ADP
cte-299	413	179	accelerators	accelerator	NOUN
cte-299	413	180	like	like	ADP
cte-299	413	181	a	a	DET
cte-299	413	182	gpu	gpu	NOUN
cte-299	413	183	.	.	PUNCT
cte-299	414	1	expanding	expand	VERB
cte-299	414	2	on	on	ADP
cte-299	414	3	this	this	PRON
cte-299	414	4	,	,	PUNCT
cte-299	414	5	the	the	DET
cte-299	414	6	teachers	teacher	NOUN
cte-299	414	7	and	and	CCONJ
cte-299	414	8	students	student	NOUN
cte-299	414	9	at	at	ADP
cte-299	414	10	ucph	ucph	PROPN
cte-299	414	11	will	will	AUX
cte-299	414	12	now	now	ADV
cte-299	414	13	be	be	AUX
cte-299	414	14	able	able	ADJ
cte-299	414	15	to	to	PART
cte-299	414	16	request	request	VERB
cte-299	414	17	a	a	DET
cte-299	414	18	compute	compute	NOUN
cte-299	414	19	resource	resource	NOUN
cte-299	414	20	with	with	ADP
cte-299	414	21	a	a	DET
cte-299	414	22	gpu	gpu	NOUN
cte-299	414	23	on	on	ADP
cte-299	414	24	demand	demand	NOUN
cte-299	414	25	,	,	PUNCT
cte-299	414	26	thereby	thereby	ADV
cte-299	414	27	gaining	gain	VERB
cte-299	414	28	simple	simple	ADJ
cte-299	414	29	access	access	NOUN
cte-299	414	30	to	to	ADP
cte-299	414	31	achieving	achieve	VERB
cte-299	414	32	similar	similar	ADJ
cte-299	414	33	faster	fast	ADJ
cte-299	414	34	runtimes	runtime	NOUN
cte-299	414	35	in	in	ADP
cte-299	414	36	their	their	PRON
cte-299	414	37	exercises	exercise	NOUN
cte-299	414	38	and	and	CCONJ
cte-299	414	39	assignments	assignment	NOUN
cte-299	414	40	.	.	PUNCT
cte-299	415	1	6	6	X
cte-299	415	2	.	.	X
cte-299	415	3	conclusions	conclusion	NOUN
cte-299	415	4	and	and	CCONJ
cte-299	415	5	future	future	ADJ
cte-299	415	6	work	work	NOUN
cte-299	415	7	in	in	ADP
cte-299	415	8	this	this	DET
cte-299	415	9	paper	paper	NOUN
cte-299	415	10	,	,	PUNCT
cte-299	415	11	we	we	PRON
cte-299	415	12	presented	present	VERB
cte-299	415	13	our	our	PRON
cte-299	415	14	work	work	NOUN
cte-299	415	15	towards	towards	ADP
cte-299	415	16	establishing	establish	VERB
cte-299	415	17	a	a	DET
cte-299	415	18	grid	grid	NOUN
cte-299	415	19	of	of	ADP
cte-299	415	20	clouds	cloud	NOUN
cte-299	415	21	that	that	PRON
cte-299	415	22	enables	enable	VERB
cte-299	415	23	organisations	organisation	NOUN
cte-299	415	24	,	,	PUNCT
cte-299	415	25	such	such	ADJ
cte-299	415	26	as	as	ADP
cte-299	415	27	educational	educational	ADJ
cte-299	415	28	institutions	institution	NOUN
cte-299	415	29	to	to	PART
cte-299	415	30	share	share	VERB
cte-299	415	31	computational	computational	ADJ
cte-299	415	32	resources	resource	NOUN
cte-299	415	33	amongst	amongst	ADP
cte-299	415	34	themselves	themselves	PRON
cte-299	415	35	and	and	CCONJ
cte-299	415	36	external	external	ADJ
cte-299	415	37	collaborators	collaborator	NOUN
cte-299	415	38	.	.	PUNCT
cte-299	416	1	to	to	PART
cte-299	416	2	accomplish	accomplish	VERB
cte-299	416	3	this	this	PRON
cte-299	416	4	,	,	PUNCT
cte-299	416	5	we	we	PRON
cte-299	416	6	introduced	introduce	VERB
cte-299	416	7	corc	corc	VERB
cte-299	416	8	as	as	ADP
cte-299	416	9	a	a	DET
cte-299	416	10	basic	basic	ADJ
cte-299	416	11	building	building	NOUN
cte-299	416	12	block	block	NOUN
cte-299	416	13	enables	enable	VERB
cte-299	416	14	the	the	DET
cte-299	416	15	ability	ability	NOUN
cte-299	416	16	to	to	PART
cte-299	416	17	orchestrate	orchestrate	VERB
cte-299	416	18	,	,	PUNCT
cte-299	416	19	authenticate	authenticate	NOUN
cte-299	416	20	,	,	PUNCT
cte-299	416	21	configure	configure	NOUN
cte-299	416	22	,	,	PUNCT
cte-299	416	23	and	and	CCONJ
cte-299	416	24	schedule	schedule	NOUN
cte-299	416	25	computation	computation	NOUN
cte-299	416	26	on	on	ADP
cte-299	416	27	a	a	DET
cte-299	416	28	set	set	NOUN
cte-299	416	29	of	of	ADP
cte-299	416	30	resources	resource	NOUN
cte-299	416	31	by	by	ADP
cte-299	416	32	a	a	DET
cte-299	416	33	supported	support	VERB
cte-299	416	34	provider	provider	NOUN
cte-299	416	35	.	.	PUNCT
cte-299	417	1	oci	oci	PROPN
cte-299	417	2	was	be	AUX
cte-299	417	3	the	the	DET
cte-299	417	4	first	first	ADJ
cte-299	417	5	provider	provider	NOUN
cte-299	417	6	we	we	PRON
cte-299	417	7	chose	choose	VERB
cte-299	417	8	to	to	PART
cte-299	417	9	support	support	VERB
cte-299	417	10	in	in	ADP
cte-299	417	11	corc	corc	NOUN
cte-299	417	12	,	,	PUNCT
cte-299	417	13	foremost	foremost	ADV
cte-299	417	14	because	because	SCONJ
cte-299	417	15	of	of	ADP
cte-299	417	16	the	the	DET
cte-299	417	17	existing	exist	VERB
cte-299	417	18	collaboration	collaboration	NOUN
cte-299	417	19	with	with	ADP
cte-299	417	20	ucph	ucph	PROPN
cte-299	417	21	and	and	CCONJ
cte-299	417	22	the	the	DET
cte-299	417	23	associated	associate	VERB
cte-299	417	24	credits	credit	NOUN
cte-299	417	25	that	that	PRON
cte-299	417	26	got	get	AUX
cte-299	417	27	donated	donate	VERB
cte-299	417	28	to	to	ADP
cte-299	417	29	this	this	DET
cte-299	417	30	project	project	NOUN
cte-299	417	31	.	.	PUNCT
cte-299	418	1	this	this	PRON
cte-299	418	2	enabled	enable	VERB
cte-299	418	3	us	we	PRON
cte-299	418	4	to	to	PART
cte-299	418	5	utilize	utilize	VERB
cte-299	418	6	said	say	VERB
cte-299	418	7	provider	provider	NOUN
cte-299	418	8	to	to	ADP
cte-299	418	9	cloud	cloud	NOUN
cte-299	418	10	enable	enable	VERB
cte-299	418	11	part	part	NOUN
cte-299	418	12	of	of	ADP
cte-299	418	13	the	the	DET
cte-299	418	14	dag	dag	PROPN
cte-299	418	15	service	service	NOUN
cte-299	418	16	at	at	ADP
cte-299	418	17	ucph	ucph	PROPN
cte-299	418	18	.	.	PUNCT
cte-299	419	1	this	this	PRON
cte-299	419	2	was	be	AUX
cte-299	419	3	made	make	VERB
cte-299	419	4	possible	possible	ADJ
cte-299	419	5	through	through	ADP
cte-299	419	6	the	the	DET
cte-299	419	7	introduction	introduction	NOUN
cte-299	419	8	of	of	ADP
cte-299	419	9	the	the	DET
cte-299	419	10	multiplespawner	multiplespawner	NOUN
cte-299	419	11	package	package	NOUN
cte-299	419	12	that	that	PRON
cte-299	419	13	utilized	utilize	VERB
cte-299	419	14	corc	corc	NOUN
cte-299	419	15	to	to	PART
cte-299	419	16	dynamically	dynamically	ADV
cte-299	419	17	chose	choose	VERB
cte-299	419	18	between	between	ADP
cte-299	419	19	supported	support	VERB
cte-299	419	20	cloud	cloud	NOUN
cte-299	419	21	providers	provider	NOUN
cte-299	419	22	.	.	PUNCT
cte-299	420	1	we	we	PRON
cte-299	420	2	demonstrated	demonstrate	VERB
cte-299	420	3	that	that	SCONJ
cte-299	420	4	the	the	DET
cte-299	420	5	multiplespawner	multiplespawner	NOUN
cte-299	420	6	was	be	AUX
cte-299	420	7	capable	capable	ADJ
cte-299	420	8	of	of	ADP
cte-299	420	9	scheduling	scheduling	NOUN
cte-299	420	10	and	and	CCONJ
cte-299	420	11	stopping	stopping	NOUN
cte-299	420	12	orchestrated	orchestrate	VERB
cte-299	420	13	and	and	CCONJ
cte-299	420	14	configured	configure	VERB
cte-299	420	15	resources	resource	NOUN
cte-299	420	16	at	at	ADP
cte-299	420	17	oci	oci	PROPN
cte-299	420	18	via	via	ADP
cte-299	420	19	a	a	DET
cte-299	420	20	local	local	ADJ
cte-299	420	21	researcher	researcher	NOUN
cte-299	420	22	’s	’s	PART
cte-299	420	23	machine	machine	NOUN
cte-299	420	24	.	.	PUNCT
cte-299	421	1	in	in	ADP
cte-299	421	2	terms	term	NOUN
cte-299	421	3	of	of	ADP
cte-299	421	4	future	future	ADJ
cte-299	421	5	work	work	NOUN
cte-299	421	6	,	,	PUNCT
cte-299	421	7	the	the	DET
cte-299	421	8	next	next	ADJ
cte-299	421	9	step	step	NOUN
cte-299	421	10	involves	involve	VERB
cte-299	421	11	the	the	DET
cte-299	421	12	establishment	establishment	NOUN
cte-299	421	13	of	of	ADP
cte-299	421	14	a	a	DET
cte-299	421	15	grid	grid	NOUN
cte-299	421	16	layer	layer	NOUN
cte-299	421	17	on	on	ADP
cte-299	421	18	top	top	NOUN
cte-299	421	19	of	of	ADP
cte-299	421	20	the	the	DET
cte-299	421	21	ucph	ucph	PROPN
cte-299	421	22	and	and	CCONJ
cte-299	421	23	oci	oci	PROPN
cte-299	421	24	clouds	cloud	NOUN
cte-299	421	25	.	.	PUNCT
cte-299	422	1	this	this	DET
cte-299	422	2	grid	grid	NOUN
cte-299	422	3	layer	layer	NOUN
cte-299	422	4	is	be	AUX
cte-299	422	5	planned	plan	VERB
cte-299	422	6	to	to	PART
cte-299	422	7	enable	enable	VERB
cte-299	422	8	the	the	DET
cte-299	422	9	establishment	establishment	NOUN
cte-299	422	10	of	of	ADP
cte-299	422	11	a	a	DET
cte-299	422	12	federated	federated	ADJ
cte-299	422	13	pool	pool	NOUN
cte-299	422	14	of	of	ADP
cte-299	422	15	participating	participate	VERB
cte-299	422	16	organisations	organisation	NOUN
cte-299	422	17	to	to	PART
cte-299	422	18	share	share	VERB
cte-299	422	19	their	their	PRON
cte-299	422	20	resources	resource	NOUN
cte-299	422	21	.	.	PUNCT
cte-299	423	1	by	by	ADP
cte-299	423	2	doing	do	VERB
cte-299	423	3	so	so	ADV
cte-299	423	4	,	,	PUNCT
cte-299	423	5	we	we	PRON
cte-299	423	6	will	will	AUX
cte-299	423	7	be	be	AUX
cte-299	423	8	able	able	ADJ
cte-299	423	9	to	to	PART
cte-299	423	10	dynamically	dynamically	VERB
cte-299	423	11	utilize	utilize	VERB
cte-299	423	12	cross	cross	NOUN
cte-299	423	13	organisation	organisation	NOUN
cte-299	423	14	resources	resource	NOUN
cte-299	423	15	for	for	ADP
cte-299	423	16	services	service	NOUN
cte-299	423	17	such	such	ADJ
cte-299	423	18	as	as	ADP
cte-299	423	19	dag	dag	PROPN
cte-299	423	20	,	,	PUNCT
cte-299	423	21	allowing	allow	VERB
cte-299	423	22	us	we	PRON
cte-299	423	23	for	for	ADP
cte-299	423	24	instance	instance	NOUN
cte-299	423	25	to	to	PART
cte-299	423	26	spawn	spawn	VERB
cte-299	423	27	notebooks	notebook	NOUN
cte-299	423	28	across	across	ADP
cte-299	423	29	multiple	multiple	ADJ
cte-299	423	30	institutions	institution	NOUN
cte-299	423	31	such	such	ADJ
cte-299	423	32	as	as	ADP
cte-299	423	33	other	other	ADJ
cte-299	423	34	universities	university	NOUN
cte-299	423	35	.	.	PUNCT
cte-299	424	1	enabling	enable	VERB
cte-299	424	2	the	the	DET
cte-299	424	3	sharing	sharing	NOUN
cte-299	424	4	of	of	ADP
cte-299	424	5	underused	underused	ADJ
cte-299	424	6	resources	resource	NOUN
cte-299	424	7	across	across	ADP
cte-299	424	8	the	the	DET
cte-299	424	9	grid	grid	NOUN
cte-299	424	10	participants	participant	NOUN
cte-299	424	11	.	.	PUNCT
cte-299	425	1	to	to	PART
cte-299	425	2	accomplish	accomplish	VERB
cte-299	425	3	this	this	PRON
cte-299	425	4	,	,	PUNCT
cte-299	425	5	corc	corc	VERB
cte-299	425	6	also	also	ADV
cte-299	425	7	needs	need	VERB
cte-299	425	8	to	to	PART
cte-299	425	9	be	be	AUX
cte-299	425	10	expanded	expand	VERB
cte-299	425	11	to	to	PART
cte-299	425	12	support	support	VERB
cte-299	425	13	additional	additional	ADJ
cte-299	425	14	providers	provider	NOUN
cte-299	425	15	,	,	PUNCT
cte-299	425	16	foremost	foremost	ADV
cte-299	425	17	through	through	ADP
cte-299	425	18	the	the	DET
cte-299	425	19	integration	integration	NOUN
cte-299	425	20	of	of	ADP
cte-299	425	21	the	the	DET
cte-299	425	22	apache	apache	PROPN
cte-299	425	23	libcloud	libcloud	PROPN
cte-299	426	1	[	[	X
cte-299	426	2	49	49	NUM
cte-299	426	3	]	]	PUNCT
cte-299	426	4	library	library	NOUN
cte-299	426	5	which	which	PRON
cte-299	426	6	natively	natively	ADV
cte-299	426	7	supports	support	VERB
cte-299	426	8	more	more	ADJ
cte-299	426	9	than	than	ADP
cte-299	426	10	30	30	NUM
cte-299	426	11	providers	provider	NOUN
cte-299	426	12	,	,	PUNCT
cte-299	426	13	we	we	PRON
cte-299	426	14	will	will	AUX
cte-299	426	15	allow	allow	VERB
cte-299	426	16	corc	corc	VERB
cte-299	426	17	453	453	NUM
cte-299	426	18	cte	cte	NOUN
cte-299	426	19	workshop	workshop	NOUN
cte-299	426	20	proceedings	proceeding	NOUN
cte-299	426	21	,	,	PUNCT
cte-299	426	22	2021	2021	NUM
cte-299	426	23	,	,	PUNCT
cte-299	426	24	vol	vol	NOUN
cte-299	426	25	.	.	NOUN
cte-299	426	26	8	8	NUM
cte-299	426	27	:	:	PUNCT
cte-299	426	28	cte-2020	cte-2020	NOUN
cte-299	426	29	,	,	PUNCT
cte-299	426	30	pp	pp	X
cte-299	426	31	.	.	PUNCT
cte-299	427	1	438	438	NUM
cte-299	427	2	-	-	SYM
cte-299	427	3	457	457	NUM
cte-299	427	4	and	and	CCONJ
cte-299	427	5	subsequently	subsequently	ADV
cte-299	427	6	the	the	DET
cte-299	427	7	multiplespawner	multiplespawner	NOUN
cte-299	427	8	to	to	PART
cte-299	427	9	be	be	AUX
cte-299	427	10	utilized	utilize	VERB
cte-299	427	11	across	across	ADP
cte-299	427	12	a	a	DET
cte-299	427	13	wide	wide	ADJ
cte-299	427	14	range	range	NOUN
cte-299	427	15	of	of	ADP
cte-299	427	16	cloud	cloud	NOUN
cte-299	427	17	providers	provider	NOUN
cte-299	427	18	.	.	PUNCT
cte-299	428	1	acknowledgments	acknowledgment	NOUN
cte-299	428	2	this	this	DET
cte-299	428	3	project	project	NOUN
cte-299	428	4	has	have	AUX
cte-299	428	5	received	receive	VERB
cte-299	428	6	funding	funding	NOUN
cte-299	428	7	from	from	ADP
cte-299	428	8	the	the	DET
cte-299	428	9	european	european	PROPN
cte-299	428	10	union	union	PROPN
cte-299	428	11	’s	’s	PART
cte-299	428	12	horizon	horizon	NOUN
cte-299	428	13	2020	2020	NUM
cte-299	428	14	research	research	NOUN
cte-299	428	15	and	and	CCONJ
cte-299	428	16	innovation	innovation	NOUN
cte-299	428	17	programme	programme	NOUN
cte-299	428	18	under	under	ADP
cte-299	428	19	the	the	DET
cte-299	428	20	marie	marie	PROPN
cte-299	428	21	skłodowska	skłodowska	PROPN
cte-299	428	22	-	-	PUNCT
cte-299	428	23	curie	curie	PROPN
cte-299	428	24	grant	grant	NOUN
cte-299	428	25	agreement	agreement	NOUN
cte-299	428	26	no	no	DET
cte-299	428	27	765604	765604	NUM
cte-299	428	28	.	.	PUNCT
cte-299	429	1	furthermore	furthermore	ADV
cte-299	429	2	,	,	PUNCT
cte-299	429	3	many	many	ADJ
cte-299	429	4	thanks	thank	NOUN
cte-299	429	5	is	be	AUX
cte-299	429	6	given	give	VERB
cte-299	429	7	to	to	ADP
cte-299	429	8	oracle	oracle	NOUN
cte-299	429	9	for	for	ADP
cte-299	429	10	donating	donate	VERB
cte-299	429	11	the	the	DET
cte-299	429	12	cloud	cloud	ADJ
cte-299	429	13	resources	resource	NOUN
cte-299	429	14	that	that	PRON
cte-299	429	15	made	make	VERB
cte-299	429	16	this	this	DET
cte-299	429	17	project	project	NOUN
cte-299	429	18	possible	possible	ADJ
cte-299	429	19	.	.	PUNCT
cte-299	430	1	references	reference	NOUN
cte-299	430	2	[	[	X
cte-299	430	3	1	1	NUM
cte-299	430	4	]	]	PUNCT
cte-299	430	5	kaggle	kaggle	PROPN
cte-299	430	6	inc	inc	PROPN
cte-299	430	7	.	.	PROPN
cte-299	430	8	,	,	PUNCT
cte-299	430	9	2020	2020	NUM
cte-299	430	10	.	.	PUNCT
cte-299	431	1	efficient	efficient	ADJ
cte-299	431	2	gpu	gpu	NOUN
cte-299	431	3	usage	usage	NOUN
cte-299	431	4	tips	tip	NOUN
cte-299	431	5	and	and	CCONJ
cte-299	431	6	tricks	trick	NOUN
cte-299	431	7	.	.	PUNCT
cte-299	432	1	available	available	ADJ
cte-299	432	2	from	from	ADP
cte-299	432	3	:	:	PUNCT
cte-299	432	4	https://www	https://www	PROPN
cte-299	432	5	.	.	PUNCT
cte-299	433	1	kaggle.com/page/gpu-tips-and-tricks	kaggle.com/page/gpu-tips-and-trick	NOUN
cte-299	433	2	.	.	PUNCT
cte-299	434	1	[	[	X
cte-299	434	2	2	2	X
cte-299	434	3	]	]	PUNCT
cte-299	434	4	rasmus	rasmus	PROPN
cte-299	434	5	munk	munk	NOUN
cte-299	434	6	,	,	PUNCT
cte-299	434	7	2020	2020	NUM
cte-299	434	8	.	.	PUNCT
cte-299	435	1	jupyter_service	jupyter_service	NOUN
cte-299	435	2	.	.	PUNCT
cte-299	435	3	available	available	ADJ
cte-299	435	4	from	from	ADP
cte-299	435	5	:	:	PUNCT
cte-299	435	6	https://github.com/ucphhpc/	https://github.com/ucphhpc/	ADJ
cte-299	435	7	jupyter_service	jupyter_service	NOUN
cte-299	435	8	.	.	PUNCT
cte-299	436	1	[	[	X
cte-299	436	2	3	3	X
cte-299	436	3	]	]	PUNCT
cte-299	436	4	amazon	amazon	PROPN
cte-299	436	5	web	web	NOUN
cte-299	436	6	services	services	PROPN
cte-299	436	7	,	,	PUNCT
cte-299	436	8	inc	inc	PROPN
cte-299	436	9	.	.	PROPN
cte-299	436	10	,	,	PUNCT
cte-299	436	11	2021	2021	NUM
cte-299	436	12	.	.	PUNCT
cte-299	437	1	aws	aws	PROPN
cte-299	437	2	command	command	NOUN
cte-299	437	3	line	line	NOUN
cte-299	437	4	interface	interface	NOUN
cte-299	437	5	.	.	PUNCT
cte-299	438	1	available	available	ADJ
cte-299	438	2	from	from	ADP
cte-299	438	3	:	:	PUNCT
cte-299	438	4	https	https	NOUN
cte-299	438	5	:	:	PUNCT
cte-299	438	6	//aws.amazon.com	//aws.amazon.com	PUNCT
cte-299	438	7	/	/	SYM
cte-299	439	1	cli/.	cli/.	NOUN
cte-299	439	2	[	[	X
cte-299	439	3	4	4	X
cte-299	439	4	]	]	PUNCT
cte-299	439	5	amazon	amazon	PROPN
cte-299	439	6	web	web	NOUN
cte-299	439	7	services	services	PROPN
cte-299	439	8	,	,	PUNCT
cte-299	439	9	inc	inc	PROPN
cte-299	439	10	.	.	PROPN
cte-299	439	11	,	,	PUNCT
cte-299	439	12	2021	2021	NUM
cte-299	439	13	.	.	PUNCT
cte-299	440	1	tools	tool	NOUN
cte-299	440	2	to	to	PART
cte-299	440	3	build	build	VERB
cte-299	440	4	on	on	ADP
cte-299	440	5	aws	aw	NOUN
cte-299	440	6	:	:	PUNCT
cte-299	440	7	tools	tool	NOUN
cte-299	440	8	for	for	ADP
cte-299	440	9	developing	develop	VERB
cte-299	440	10	and	and	CCONJ
cte-299	440	11	managing	manage	VERB
cte-299	440	12	applications	application	NOUN
cte-299	440	13	on	on	ADP
cte-299	440	14	aws	aws	PROPN
cte-299	440	15	.	.	PUNCT
cte-299	440	16	available	available	ADJ
cte-299	440	17	from	from	ADP
cte-299	440	18	:	:	PUNCT
cte-299	440	19	https://aws.amazon.com/tools/.	https://aws.amazon.com/tools/.	NOUN
cte-299	440	20	[	[	X
cte-299	440	21	5	5	NUM
cte-299	440	22	]	]	PUNCT
cte-299	440	23	bardino	bardino	PROPN
cte-299	440	24	,	,	PUNCT
cte-299	440	25	j.	j.	PROPN
cte-299	440	26	,	,	PUNCT
cte-299	440	27	rehr	rehr	NOUN
cte-299	440	28	,	,	PUNCT
cte-299	440	29	m.	m.	NOUN
cte-299	440	30	,	,	PUNCT
cte-299	440	31	vinter	vinter	PROPN
cte-299	440	32	,	,	PUNCT
cte-299	440	33	b.	b.	PROPN
cte-299	440	34	and	and	CCONJ
cte-299	440	35	munk	munk	PROPN
cte-299	440	36	,	,	PUNCT
cte-299	440	37	r.	r.	PROPN
cte-299	440	38	,	,	PUNCT
cte-299	440	39	2021	2021	NUM
cte-299	440	40	.	.	PUNCT
cte-299	441	1	erda	erda	PROPN
cte-299	441	2	.	.	PUNCT
cte-299	442	1	available	available	ADJ
cte-299	442	2	from	from	ADP
cte-299	442	3	:	:	PUNCT
cte-299	442	4	https	https	NOUN
cte-299	442	5	:	:	PUNCT
cte-299	443	1	//www.erda.dk	//www.erda.dk	PROPN
cte-299	443	2	.	.	PUNCT
cte-299	444	1	[	[	X
cte-299	444	2	6	6	NUM
cte-299	444	3	]	]	PUNCT
cte-299	444	4	berthold	berthold	PROPN
cte-299	444	5	,	,	PUNCT
cte-299	444	6	j.	j.	PROPN
cte-299	444	7	,	,	PUNCT
cte-299	444	8	bardino	bardino	PROPN
cte-299	444	9	,	,	PUNCT
cte-299	444	10	j.	j.	PROPN
cte-299	444	11	and	and	CCONJ
cte-299	444	12	vinter	vinter	PROPN
cte-299	444	13	,	,	PUNCT
cte-299	444	14	b.	b.	PROPN
cte-299	444	15	,	,	PUNCT
cte-299	444	16	2011	2011	NUM
cte-299	444	17	.	.	PUNCT
cte-299	445	1	a	a	DET
cte-299	445	2	principled	principled	ADJ
cte-299	445	3	approach	approach	NOUN
cte-299	445	4	to	to	ADP
cte-299	445	5	grid	grid	NOUN
cte-299	445	6	middleware	middleware	NOUN
cte-299	445	7	.	.	PUNCT
cte-299	446	1	in	in	ADP
cte-299	446	2	:	:	PUNCT
cte-299	446	3	y.	y.	PROPN
cte-299	446	4	xiang	xiang	PROPN
cte-299	446	5	,	,	PUNCT
cte-299	446	6	a.	a.	PROPN
cte-299	446	7	cuzzocrea	cuzzocrea	PROPN
cte-299	446	8	,	,	PUNCT
cte-299	446	9	m.	m.	PROPN
cte-299	446	10	hobbs	hobbs	PROPN
cte-299	446	11	and	and	CCONJ
cte-299	446	12	w.	w.	PROPN
cte-299	446	13	zhou	zhou	PROPN
cte-299	446	14	,	,	PUNCT
cte-299	446	15	eds	eds	PROPN
cte-299	446	16	.	.	PUNCT
cte-299	446	17	algorithms	algorithm	NOUN
cte-299	446	18	and	and	CCONJ
cte-299	446	19	architectures	architecture	NOUN
cte-299	446	20	for	for	ADP
cte-299	446	21	parallel	parallel	ADJ
cte-299	446	22	processing	processing	NOUN
cte-299	446	23	.	.	PUNCT
cte-299	447	1	berlin	berlin	PROPN
cte-299	447	2	,	,	PUNCT
cte-299	447	3	heidelberg	heidelberg	NOUN
cte-299	447	4	:	:	PUNCT
cte-299	447	5	springer	springer	NOUN
cte-299	447	6	,	,	PUNCT
cte-299	447	7	lecture	lecture	NOUN
cte-299	447	8	notes	note	NOUN
cte-299	447	9	in	in	ADP
cte-299	447	10	computer	computer	NOUN
cte-299	447	11	science	science	NOUN
cte-299	447	12	,	,	PUNCT
cte-299	447	13	vol	vol	NOUN
cte-299	447	14	.	.	PROPN
cte-299	447	15	7016	7016	NUM
cte-299	447	16	,	,	PUNCT
cte-299	447	17	pp.409–418	pp.409–418	NOUN
cte-299	447	18	.	.	PUNCT
cte-299	448	1	available	available	ADJ
cte-299	448	2	from	from	ADP
cte-299	448	3	:	:	PUNCT
cte-299	448	4	https://doi.org/10.1007/978-3-642-24650-0{_}35	https://doi.org/10.1007/978-3-642-24650-0{_}35	PROPN
cte-299	448	5	.	.	PUNCT
cte-299	449	1	[	[	X
cte-299	449	2	7	7	NUM
cte-299	449	3	]	]	PUNCT
cte-299	449	4	caballer	caballer	NOUN
cte-299	449	5	,	,	PUNCT
cte-299	449	6	m.	m.	NOUN
cte-299	449	7	,	,	PUNCT
cte-299	449	8	zala	zala	PROPN
cte-299	449	9	,	,	PUNCT
cte-299	449	10	s.	s.	PROPN
cte-299	449	11	,	,	PUNCT
cte-299	449	12	garc	garc	PROPN
cte-299	449	13	�	�	PROPN
cte-299	449	14	́	́	PROPN
cte-299	449	15	�	�	PROPN
cte-299	449	16	a	a	PRON
cte-299	449	17	,	,	PUNCT
cte-299	449	18	a.l	a.l	PROPN
cte-299	449	19	.	.	PROPN
cte-299	449	20	,	,	PUNCT
cte-299	449	21	molt	molt	NOUN
cte-299	449	22	�	�	NOUN
cte-299	449	23	́	́	NOUN
cte-299	449	24	�	�	PROPN
cte-299	449	25	,	,	PUNCT
cte-299	449	26	g.	g.	PROPN
cte-299	449	27	,	,	PUNCT
cte-299	449	28	fernández	fernández	PROPN
cte-299	449	29	,	,	PUNCT
cte-299	449	30	p.o	p.o	PROPN
cte-299	449	31	.	.	PROPN
cte-299	449	32	and	and	CCONJ
cte-299	449	33	velten	velten	VERB
cte-299	449	34	,	,	PUNCT
cte-299	449	35	m.	m.	NOUN
cte-299	449	36	,	,	PUNCT
cte-299	449	37	2018	2018	NUM
cte-299	449	38	.	.	PUNCT
cte-299	450	1	orchestrating	orchestrate	VERB
cte-299	450	2	complex	complex	ADJ
cte-299	450	3	application	application	NOUN
cte-299	450	4	architectures	architecture	NOUN
cte-299	450	5	in	in	ADP
cte-299	450	6	heterogeneous	heterogeneous	ADJ
cte-299	450	7	clouds	cloud	NOUN
cte-299	450	8	.	.	PUNCT
cte-299	451	1	journal	journal	NOUN
cte-299	451	2	of	of	ADP
cte-299	451	3	grid	grid	PROPN
cte-299	451	4	computing	computing	NOUN
cte-299	451	5	,	,	PUNCT
cte-299	451	6	16(1	16(1	NUM
cte-299	451	7	)	)	PUNCT
cte-299	451	8	,	,	PUNCT
cte-299	451	9	pp.3–18	pp.3–18	NUM
cte-299	451	10	.	.	PUNCT
cte-299	451	11	available	available	ADJ
cte-299	451	12	from	from	ADP
cte-299	451	13	:	:	PUNCT
cte-299	451	14	https://doi.org/10.1007/s10723-017-9418-y	https://doi.org/10.1007/s10723-017-9418-y	ADJ
cte-299	451	15	.	.	PUNCT
cte-299	452	1	[	[	X
cte-299	452	2	8	8	NUM
cte-299	452	3	]	]	X
cte-299	452	4	chef	chef	NOUN
cte-299	452	5	,	,	PUNCT
cte-299	452	6	2021	2021	NUM
cte-299	452	7	.	.	PUNCT
cte-299	452	8	chef	chef	NOUN
cte-299	452	9	infra	infra	NOUN
cte-299	452	10	.	.	PUNCT
cte-299	453	1	available	available	ADJ
cte-299	453	2	from	from	ADP
cte-299	453	3	:	:	PUNCT
cte-299	453	4	https://www.chef.io/products/chef-infra	https://www.chef.io/products/chef-infra	X
cte-299	453	5	.	.	PUNCT
cte-299	454	1	[	[	X
cte-299	454	2	9	9	NUM
cte-299	454	3	]	]	X
cte-299	454	4	crist	crist	PROPN
cte-299	454	5	,	,	PUNCT
cte-299	454	6	j.	j.	PROPN
cte-299	454	7	,	,	PUNCT
cte-299	454	8	2019	2019	NUM
cte-299	454	9	.	.	PUNCT
cte-299	455	1	spawners	spawner	NOUN
cte-299	455	2	.	.	PUNCT
cte-299	455	3	available	available	ADJ
cte-299	455	4	from	from	ADP
cte-299	455	5	:	:	PUNCT
cte-299	455	6	https://github.com/jupyterhub/jupyterhub/wiki/	https://github.com/jupyterhub/jupyterhub/wiki/	NOUN
cte-299	455	7	spawners	spawner	NOUN
cte-299	455	8	.	.	PUNCT
cte-299	456	1	[	[	X
cte-299	456	2	10	10	NUM
cte-299	456	3	]	]	X
cte-299	456	4	directorate	directorate	ADJ
cte-299	456	5	-	-	PUNCT
cte-299	456	6	general	general	ADJ
cte-299	456	7	for	for	ADP
cte-299	456	8	communications	communication	NOUN
cte-299	456	9	networks	network	NOUN
cte-299	456	10	,	,	PUNCT
cte-299	456	11	content	content	NOUN
cte-299	456	12	and	and	CCONJ
cte-299	456	13	technology	technology	NOUN
cte-299	456	14	(	(	PUNCT
cte-299	456	15	european	european	PROPN
cte-299	456	16	commission	commission	PROPN
cte-299	456	17	)	)	PUNCT
cte-299	456	18	,	,	PUNCT
cte-299	456	19	2020	2020	NUM
cte-299	456	20	.	.	PUNCT
cte-299	457	1	state	state	NOUN
cte-299	457	2	of	of	ADP
cte-299	457	3	the	the	DET
cte-299	457	4	union	union	NOUN
cte-299	457	5	2020	2020	NUM
cte-299	457	6	.	.	PUNCT
cte-299	458	1	eurohpc	eurohpc	PROPN
cte-299	458	2	:	:	PUNCT
cte-299	458	3	the	the	DET
cte-299	458	4	european	european	ADJ
cte-299	458	5	joint	joint	ADJ
cte-299	458	6	undertaking	undertaking	NOUN
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cte-299	460	1	[	[	X
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cte-299	460	3	]	]	X
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cte-299	460	13	.	.	PUNCT
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cte-299	464	3	]	]	PUNCT
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cte-299	467	1	[	[	X
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cte-299	467	3	]	]	X
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cte-299	472	2	from	from	ADP
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cte-299	472	7	]	]	X
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cte-299	480	2	-	-	NUM
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cte-299	480	6	]	]	X
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cte-299	488	17	-	-	PUNCT
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cte-299	499	4	https://datalore.jetbrains.com/	https://datalore.jetbrains.com/	ADJ
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cte-299	499	6	.	.	PUNCT
cte-299	500	1	[	[	X
cte-299	500	2	22	22	NUM
cte-299	500	3	]	]	PUNCT
cte-299	500	4	kaggle	kaggle	PROPN
cte-299	500	5	inc	inc	PROPN
cte-299	500	6	.	.	PROPN
cte-299	500	7	,	,	PUNCT
cte-299	500	8	2019	2019	NUM
cte-299	500	9	.	.	PUNCT
cte-299	501	1	kaggle	kaggle	VERB
cte-299	501	2	:	:	PUNCT
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cte-299	501	5	learning	learning	NOUN
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cte-299	502	2	from	from	ADP
cte-299	502	3	:	:	PUNCT
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cte-299	502	5	.	.	PUNCT
cte-299	503	1	[	[	X
cte-299	503	2	23	23	NUM
cte-299	503	3	]	]	PUNCT
cte-299	503	4	kaggle	kaggle	PROPN
cte-299	503	5	inc	inc	PROPN
cte-299	503	6	.	.	PROPN
cte-299	503	7	,	,	PUNCT
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cte-299	503	9	.	.	PUNCT
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cte-299	504	4	.	.	PUNCT
cte-299	505	1	available	available	ADJ
cte-299	505	2	from	from	ADP
cte-299	505	3	:	:	PUNCT
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cte-299	505	5	.	.	PUNCT
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cte-299	505	7	/	/	SYM
cte-299	505	8	docs	doc	NOUN
cte-299	505	9	/	/	SYM
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cte-299	506	1	[	[	X
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cte-299	506	3	]	]	X
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cte-299	506	5	,	,	PUNCT
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cte-299	506	13	.	.	PUNCT
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cte-299	507	3	a	a	DET
cte-299	507	4	multi	multi	ADJ
cte-299	507	5	-	-	ADJ
cte-299	507	6	cloud	cloud	ADJ
cte-299	507	7	orchestrator	orchestrator	NOUN
cte-299	507	8	to	to	PART
cte-299	507	9	deploy	deploy	VERB
cte-299	507	10	and	and	CCONJ
cte-299	507	11	manage	manage	VERB
cte-299	507	12	complex	complex	ADJ
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cte-299	508	7	)	)	PUNCT
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cte-299	508	10	.	.	PUNCT
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cte-299	509	2	from	from	ADP
cte-299	509	3	:	:	PUNCT
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cte-299	509	5	.	.	PUNCT
cte-299	510	1	[	[	X
cte-299	510	2	25	25	NUM
cte-299	510	3	]	]	X
cte-299	510	4	lund	lund	PROPN
cte-299	510	5	university	university	PROPN
cte-299	510	6	,	,	PUNCT
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cte-299	510	8	.	.	PUNCT
cte-299	511	1	lunarc	lunarc	PROPN
cte-299	511	2	:	:	PUNCT
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cte-299	511	7	.	.	PUNCT
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cte-299	512	2	from	from	ADP
cte-299	512	3	:	:	PUNCT
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cte-299	512	5	[	[	X
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cte-299	512	7	]	]	X
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cte-299	513	4	a	a	DET
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cte-299	513	7	a	a	DET
cte-299	513	8	custom	custom	NOUN
cte-299	513	9	environment	environment	NOUN
cte-299	513	10	.	.	PUNCT
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cte-299	514	2	from	from	ADP
cte-299	514	3	:	:	PUNCT
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cte-299	514	5	azure	azure	NOUN
cte-299	514	6	/	/	SYM
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cte-299	514	8	/	/	SYM
cte-299	514	9	quickstart	quickstart	NOUN
cte-299	514	10	-	-	PUNCT
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cte-299	514	12	-	-	PUNCT
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cte-299	514	14	-	-	PUNCT
cte-299	514	15	notebook	notebook	NOUN
cte-299	514	16	-	-	PUNCT
cte-299	514	17	project	project	NOUN
cte-299	514	18	-	-	PUNCT
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cte-299	514	20	.	.	PUNCT
cte-299	515	1	[	[	X
cte-299	515	2	27	27	NUM
cte-299	515	3	]	]	X
cte-299	515	4	microsoft	microsoft	PROPN
cte-299	515	5	,	,	PUNCT
cte-299	515	6	2019	2019	NUM
cte-299	515	7	.	.	PUNCT
cte-299	516	1	azure	azure	ADJ
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cte-299	517	3	:	:	PUNCT
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cte-299	517	7	azure	azure	ADJ
cte-299	517	8	-	-	PUNCT
cte-299	517	9	notebooks	notebook	NOUN
cte-299	517	10	-	-	PUNCT
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cte-299	517	12	.	.	PUNCT
cte-299	518	1	[	[	X
cte-299	518	2	28	28	NUM
cte-299	518	3	]	]	X
cte-299	518	4	microsoft	microsoft	PROPN
cte-299	518	5	,	,	PUNCT
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cte-299	518	7	.	.	PUNCT
cte-299	519	1	microsoft	microsoft	PROPN
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cte-299	519	4	.	.	PUNCT
cte-299	520	1	available	available	ADJ
cte-299	520	2	from	from	ADP
cte-299	520	3	:	:	PUNCT
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cte-299	520	5	.	.	PUNCT
cte-299	521	1	[	[	X
cte-299	521	2	29	29	NUM
cte-299	521	3	]	]	X
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cte-299	521	5	,	,	PUNCT
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cte-299	521	7	,	,	PUNCT
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cte-299	521	9	.	.	PUNCT
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cte-299	522	2	:	:	PUNCT
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cte-299	522	10	-	-	ADJ
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cte-299	522	13	and	and	CCONJ
cte-299	522	14	scheduling	scheduling	NOUN
cte-299	522	15	workloads	workload	NOUN
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cte-299	523	1	available	available	ADJ
cte-299	523	2	from	from	ADP
cte-299	523	3	:	:	PUNCT
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cte-299	523	5	.	.	PUNCT
cte-299	524	1	[	[	X
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cte-299	524	3	]	]	X
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cte-299	524	5	,	,	PUNCT
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cte-299	524	7	.	.	PUNCT
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cte-299	525	2	.	.	PUNCT
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cte-299	526	2	from	from	ADP
cte-299	526	3	:	:	PUNCT
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cte-299	526	5	.	.	PUNCT
cte-299	527	1	[	[	X
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cte-299	527	3	]	]	PUNCT
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cte-299	527	5	,	,	PUNCT
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cte-299	529	3	:	:	PUNCT
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cte-299	529	5	.	.	PUNCT
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cte-299	530	1	[	[	X
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cte-299	530	3	]	]	PUNCT
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cte-299	532	2	from	from	ADP
cte-299	532	3	:	:	PUNCT
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cte-299	532	5	.	.	PUNCT
cte-299	533	1	[	[	X
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cte-299	533	3	]	]	X
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cte-299	533	5	,	,	PUNCT
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cte-299	533	7	.	.	PUNCT
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cte-299	535	3	:	:	PUNCT
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cte-299	535	5	.	.	PUNCT
cte-299	536	1	[	[	X
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cte-299	536	8	.	.	PUNCT
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cte-299	537	5	.	.	PUNCT
cte-299	538	1	available	available	ADJ
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cte-299	538	3	:	:	PUNCT
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cte-299	540	18	https://doi.org/10.1007/s10723-017-9421-3	https://doi.org/10.1007/s10723-017-9421-3	NUM
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cte-299	540	20	http://web.archive.org/web/20190607015705/https://docs.microsoft.com/en-us/azure/notebooks/quickstart-create-jupyter-notebook-project-environment	http://web.archive.org/web/20190607015705/https://docs.microsoft.com/en-us/azure/notebooks/quickstart-create-jupyter-notebook-project-environment	PROPN
cte-299	540	21	http://web.archive.org/web/20190607015705/https://docs.microsoft.com/en-us/azure/notebooks/quickstart-create-jupyter-notebook-project-environment	http://web.archive.org/web/20190607015705/https://docs.microsoft.com/en-us/azure/notebooks/quickstart-create-jupyter-notebook-project-environment	NOUN
cte-299	540	22	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	NOUN
cte-299	540	23	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	NOUN
cte-299	540	24	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	http://web.archive.org/web/20200818200412/https://docs.microsoft.com/en-us/azure/notebooks/azure-notebooks-overview	NOUN
cte-299	540	25	https://notebooks.azure.com	https://notebooks.azure.com	NOUN
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cte-299	540	29	https://www.tensorflow.org/tutorials/quickstart/beginner	https://www.tensorflow.org/tutorials/quickstart/beginner	NOUN
cte-299	540	30	https://opennebula.io	https://opennebula.io	X
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