id	sid	tid	token	lemma	pos
b8515m63z5t	1	1	effectively	effectively	ADV
b8515m63z5t	1	2	supporting	support	VERB
b8515m63z5t	1	3	modern	modern	ADJ
b8515m63z5t	1	4	large	large	ADJ
b8515m63z5t	1	5	-	-	PUNCT
b8515m63z5t	1	6	scale	scale	NOUN
b8515m63z5t	1	7	and	and	CCONJ
b8515m63z5t	1	8	data	data	NOUN
b8515m63z5t	1	9	-	-	PUNCT
b8515m63z5t	1	10	centric	centric	ADJ
b8515m63z5t	1	11	scientific	scientific	ADJ
b8515m63z5t	1	12	workflows	workflow	NOUN
b8515m63z5t	1	13	moving	move	VERB
b8515m63z5t	1	14	into	into	ADP
b8515m63z5t	1	15	the	the	DET
b8515m63z5t	1	16	exascale	exascale	ADJ
b8515m63z5t	1	17	era	era	NOUN
b8515m63z5t	1	18	requires	require	VERB
b8515m63z5t	1	19	a	a	DET
b8515m63z5t	1	20	change	change	NOUN
b8515m63z5t	1	21	in	in	ADP
b8515m63z5t	1	22	the	the	DET
b8515m63z5t	1	23	way	way	NOUN
b8515m63z5t	1	24	researchers	researcher	NOUN
b8515m63z5t	1	25	interact	interact	VERB
b8515m63z5t	1	26	with	with	ADP
b8515m63z5t	1	27	the	the	DET
b8515m63z5t	1	28	system	system	NOUN
b8515m63z5t	1	29	to	to	PART
b8515m63z5t	1	30	better	well	ADV
b8515m63z5t	1	31	coordinate	coordinate	VERB
b8515m63z5t	1	32	io	io	PROPN
b8515m63z5t	1	33	behavior	behavior	NOUN
b8515m63z5t	1	34	and	and	CCONJ
b8515m63z5t	1	35	storage	storage	NOUN
b8515m63z5t	1	36	across	across	ADP
b8515m63z5t	1	37	multiple	multiple	ADJ
b8515m63z5t	1	38	layers	layer	NOUN
b8515m63z5t	1	39	of	of	ADP
b8515m63z5t	1	40	the	the	DET
b8515m63z5t	1	41	system	system	NOUN
b8515m63z5t	1	42	.	.	PUNCT
b8515m63z5t	2	1	instead	instead	ADV
b8515m63z5t	2	2	of	of	ADP
b8515m63z5t	2	3	targeting	target	VERB
b8515m63z5t	2	4	low	low	ADJ
b8515m63z5t	2	5	-	-	PUNCT
b8515m63z5t	2	6	level	level	NOUN
b8515m63z5t	2	7	storage	storage	NOUN
b8515m63z5t	2	8	and	and	CCONJ
b8515m63z5t	2	9	io	io	PROPN
b8515m63z5t	2	10	operations	operation	NOUN
b8515m63z5t	2	11	with	with	ADP
b8515m63z5t	2	12	broad	broad	ADJ
b8515m63z5t	2	13	optimizations	optimization	NOUN
b8515m63z5t	2	14	,	,	PUNCT
b8515m63z5t	2	15	the	the	DET
b8515m63z5t	2	16	key	key	NOUN
b8515m63z5t	2	17	to	to	ADP
b8515m63z5t	2	18	supporting	support	VERB
b8515m63z5t	2	19	the	the	DET
b8515m63z5t	2	20	wide	wide	ADJ
b8515m63z5t	2	21	variety	variety	NOUN
b8515m63z5t	2	22	of	of	ADP
b8515m63z5t	2	23	modern	modern	ADJ
b8515m63z5t	2	24	applications	application	NOUN
b8515m63z5t	2	25	lies	lie	VERB
b8515m63z5t	2	26	in	in	ADP
b8515m63z5t	2	27	leveraging	leverage	VERB
b8515m63z5t	2	28	higher	high	ADJ
b8515m63z5t	2	29	-	-	PUNCT
b8515m63z5t	2	30	level	level	NOUN
b8515m63z5t	2	31	information	information	NOUN
b8515m63z5t	2	32	from	from	ADP
b8515m63z5t	2	33	workflow	workflow	NOUN
b8515m63z5t	2	34	managers	manager	NOUN
b8515m63z5t	2	35	and	and	CCONJ
b8515m63z5t	2	36	execution	execution	NOUN
b8515m63z5t	2	37	frameworks	framework	NOUN
b8515m63z5t	2	38	.	.	PUNCT
b8515m63z5t	3	1	rather	rather	ADV
b8515m63z5t	3	2	than	than	ADP
b8515m63z5t	3	3	simply	simply	ADV
b8515m63z5t	3	4	reacting	react	VERB
b8515m63z5t	3	5	to	to	ADP
b8515m63z5t	3	6	individual	individual	ADJ
b8515m63z5t	3	7	tasks	task	NOUN
b8515m63z5t	3	8	as	as	SCONJ
b8515m63z5t	3	9	they	they	PRON
b8515m63z5t	3	10	execute	execute	VERB
b8515m63z5t	3	11	,	,	PUNCT
b8515m63z5t	3	12	we	we	PRON
b8515m63z5t	3	13	can	can	AUX
b8515m63z5t	3	14	leverage	leverage	VERB
b8515m63z5t	3	15	workflow	workflow	NOUN
b8515m63z5t	3	16	-	-	PUNCT
b8515m63z5t	3	17	level	level	NOUN
b8515m63z5t	3	18	information	information	NOUN
b8515m63z5t	3	19	in	in	ADP
b8515m63z5t	3	20	advance	advance	NOUN
b8515m63z5t	3	21	of	of	ADP
b8515m63z5t	3	22	execution	execution	NOUN
b8515m63z5t	3	23	to	to	PART
b8515m63z5t	3	24	carry	carry	VERB
b8515m63z5t	3	25	out	out	ADP
b8515m63z5t	3	26	proactive	proactive	ADJ
b8515m63z5t	3	27	management	management	NOUN
b8515m63z5t	3	28	decisions	decision	NOUN
b8515m63z5t	3	29	that	that	PRON
b8515m63z5t	3	30	avoid	avoid	VERB
b8515m63z5t	3	31	entire	entire	ADJ
b8515m63z5t	3	32	categories	category	NOUN
b8515m63z5t	3	33	of	of	ADP
b8515m63z5t	3	34	performance	performance	NOUN
b8515m63z5t	3	35	bottlenecks	bottleneck	NOUN
b8515m63z5t	3	36	from	from	ADP
b8515m63z5t	3	37	the	the	DET
b8515m63z5t	3	38	start.this	start.this	PRON
b8515m63z5t	3	39	dissertation	dissertation	NOUN
b8515m63z5t	3	40	first	first	ADV
b8515m63z5t	3	41	explores	explore	VERB
b8515m63z5t	3	42	the	the	DET
b8515m63z5t	3	43	interactions	interaction	NOUN
b8515m63z5t	3	44	between	between	ADP
b8515m63z5t	3	45	workflow	workflow	NOUN
b8515m63z5t	3	46	structure	structure	NOUN
b8515m63z5t	3	47	and	and	CCONJ
b8515m63z5t	3	48	application	application	NOUN
b8515m63z5t	3	49	performance	performance	NOUN
b8515m63z5t	3	50	,	,	PUNCT
b8515m63z5t	3	51	and	and	CCONJ
b8515m63z5t	3	52	looks	look	VERB
b8515m63z5t	3	53	at	at	ADP
b8515m63z5t	3	54	leveraging	leverage	VERB
b8515m63z5t	3	55	imprecise	imprecise	ADJ
b8515m63z5t	3	56	user	user	NOUN
b8515m63z5t	3	57	intuition	intuition	NOUN
b8515m63z5t	3	58	to	to	ADP
b8515m63z5t	3	59	flexibly	flexibly	ADV
b8515m63z5t	3	60	restructure	restructure	NOUN
b8515m63z5t	3	61	workflows	workflow	NOUN
b8515m63z5t	3	62	.	.	PUNCT
b8515m63z5t	4	1	next	next	ADV
b8515m63z5t	4	2	,	,	PUNCT
b8515m63z5t	4	3	it	it	PRON
b8515m63z5t	4	4	examines	examine	VERB
b8515m63z5t	4	5	the	the	DET
b8515m63z5t	4	6	scalability	scalability	NOUN
b8515m63z5t	4	7	limits	limit	NOUN
b8515m63z5t	4	8	of	of	ADP
b8515m63z5t	4	9	shared	share	VERB
b8515m63z5t	4	10	filesystems	filesystem	NOUN
b8515m63z5t	4	11	,	,	PUNCT
b8515m63z5t	4	12	showing	show	VERB
b8515m63z5t	4	13	how	how	SCONJ
b8515m63z5t	4	14	large	large	ADJ
b8515m63z5t	4	15	-	-	PUNCT
b8515m63z5t	4	16	scale	scale	NOUN
b8515m63z5t	4	17	application	application	NOUN
b8515m63z5t	4	18	behavior	behavior	NOUN
b8515m63z5t	4	19	leads	lead	VERB
b8515m63z5t	4	20	to	to	ADP
b8515m63z5t	4	21	"	"	PUNCT
b8515m63z5t	4	22	metadata	metadata	NOUN
b8515m63z5t	4	23	storms	storm	NOUN
b8515m63z5t	4	24	"	"	PUNCT
b8515m63z5t	4	25	that	that	PRON
b8515m63z5t	4	26	are	be	AUX
b8515m63z5t	4	27	difficult	difficult	ADJ
b8515m63z5t	4	28	to	to	PART
b8515m63z5t	4	29	handle	handle	VERB
b8515m63z5t	4	30	without	without	ADP
b8515m63z5t	4	31	leveraging	leverage	VERB
b8515m63z5t	4	32	workflow	workflow	NOUN
b8515m63z5t	4	33	information	information	NOUN
b8515m63z5t	4	34	.	.	PUNCT
b8515m63z5t	5	1	applying	apply	VERB
b8515m63z5t	5	2	advanced	advanced	ADJ
b8515m63z5t	5	3	dependency	dependency	NOUN
b8515m63z5t	5	4	management	management	NOUN
b8515m63z5t	5	5	planning	planning	NOUN
b8515m63z5t	5	6	and	and	CCONJ
b8515m63z5t	5	7	dynamic	dynamic	ADJ
b8515m63z5t	5	8	resource	resource	NOUN
b8515m63z5t	5	9	management	management	NOUN
b8515m63z5t	5	10	methods	method	NOUN
b8515m63z5t	5	11	to	to	PART
b8515m63z5t	5	12	distributed	distribute	VERB
b8515m63z5t	5	13	python	python	PRON
b8515m63z5t	5	14	applications	application	NOUN
b8515m63z5t	5	15	next	next	ADV
b8515m63z5t	5	16	demonstrates	demonstrate	VERB
b8515m63z5t	5	17	the	the	DET
b8515m63z5t	5	18	benefits	benefit	NOUN
b8515m63z5t	5	19	of	of	ADP
b8515m63z5t	5	20	workflow	workflow	NOUN
b8515m63z5t	5	21	-	-	PUNCT
b8515m63z5t	5	22	aware	aware	ADJ
b8515m63z5t	5	23	techniques	technique	NOUN
b8515m63z5t	5	24	.	.	PUNCT
b8515m63z5t	6	1	it	it	PRON
b8515m63z5t	6	2	then	then	ADV
b8515m63z5t	6	3	proposes	propose	VERB
b8515m63z5t	6	4	dependency	dependency	NOUN
b8515m63z5t	6	5	-	-	PUNCT
b8515m63z5t	6	6	oriented	orient	VERB
b8515m63z5t	6	7	container	container	NOUN
b8515m63z5t	6	8	management	management	NOUN
b8515m63z5t	6	9	strategies	strategy	NOUN
b8515m63z5t	6	10	to	to	PART
b8515m63z5t	6	11	improve	improve	VERB
b8515m63z5t	6	12	storage	storage	NOUN
b8515m63z5t	6	13	usage	usage	NOUN
b8515m63z5t	6	14	and	and	CCONJ
b8515m63z5t	6	15	reproducibility	reproducibility	NOUN
b8515m63z5t	6	16	over	over	ADP
b8515m63z5t	6	17	standard	standard	ADJ
b8515m63z5t	6	18	techniques	technique	NOUN
b8515m63z5t	6	19	that	that	PRON
b8515m63z5t	6	20	do	do	AUX
b8515m63z5t	6	21	not	not	PART
b8515m63z5t	6	22	leverage	leverage	VERB
b8515m63z5t	6	23	workflow	workflow	NOUN
b8515m63z5t	6	24	information	information	NOUN
b8515m63z5t	6	25	.	.	PUNCT
b8515m63z5t	7	1	finally	finally	ADV
b8515m63z5t	7	2	,	,	PUNCT
b8515m63z5t	7	3	the	the	DET
b8515m63z5t	7	4	landlord	landlord	NOUN
b8515m63z5t	7	5	algorithm	algorithm	PROPN
b8515m63z5t	7	6	is	be	AUX
b8515m63z5t	7	7	introduced	introduce	VERB
b8515m63z5t	7	8	to	to	PART
b8515m63z5t	7	9	address	address	VERB
b8515m63z5t	7	10	the	the	DET
b8515m63z5t	7	11	combinatorial	combinatorial	ADJ
b8515m63z5t	7	12	explosion	explosion	NOUN
b8515m63z5t	7	13	in	in	ADP
b8515m63z5t	7	14	storage	storage	NOUN
b8515m63z5t	7	15	of	of	ADP
b8515m63z5t	7	16	"	"	PUNCT
b8515m63z5t	7	17	container	container	NOUN
b8515m63z5t	7	18	sprawl	sprawl	NOUN
b8515m63z5t	7	19	"	"	PUNCT
b8515m63z5t	7	20	by	by	ADP
b8515m63z5t	7	21	taking	take	VERB
b8515m63z5t	7	22	advantage	advantage	NOUN
b8515m63z5t	7	23	of	of	ADP
b8515m63z5t	7	24	workflow	workflow	NOUN
b8515m63z5t	7	25	behavior	behavior	NOUN
b8515m63z5t	7	26	to	to	PART
b8515m63z5t	7	27	coalesce	coalesce	VERB
b8515m63z5t	7	28	related	related	ADJ
b8515m63z5t	7	29	container	container	NOUN
b8515m63z5t	7	30	environments	environment	NOUN
b8515m63z5t	7	31	.	.	PUNCT
b8515m63z5t	8	1	the	the	DET
b8515m63z5t	8	2	approaches	approach	NOUN
b8515m63z5t	8	3	developed	develop	VERB
b8515m63z5t	8	4	in	in	ADP
b8515m63z5t	8	5	this	this	DET
b8515m63z5t	8	6	work	work	NOUN
b8515m63z5t	8	7	give	give	VERB
b8515m63z5t	8	8	scientists	scientist	NOUN
b8515m63z5t	8	9	a	a	DET
b8515m63z5t	8	10	flexible	flexible	ADJ
b8515m63z5t	8	11	toolset	toolset	NOUN
b8515m63z5t	8	12	to	to	PART
b8515m63z5t	8	13	leverage	leverage	VERB
b8515m63z5t	8	14	workflow	workflow	NOUN
b8515m63z5t	8	15	-	-	PUNCT
b8515m63z5t	8	16	level	level	NOUN
b8515m63z5t	8	17	information	information	NOUN
b8515m63z5t	8	18	for	for	ADP
b8515m63z5t	8	19	proactive	proactive	ADJ
b8515m63z5t	8	20	management	management	NOUN
b8515m63z5t	8	21	across	across	ADP
b8515m63z5t	8	22	a	a	DET
b8515m63z5t	8	23	wide	wide	ADJ
b8515m63z5t	8	24	variety	variety	NOUN
b8515m63z5t	8	25	of	of	ADP
b8515m63z5t	8	26	application	application	NOUN
b8515m63z5t	8	27	types	type	NOUN
b8515m63z5t	8	28	and	and	CCONJ
b8515m63z5t	8	29	computing	compute	VERB
b8515m63z5t	8	30	environments	environment	NOUN
b8515m63z5t	8	31	.	.	PUNCT