id	sid	tid	token	lemma	pos
iassist-909	1	1	20	20	NUM
iassist-909	1	2	iassist	iassist	ADJ
iassist-909	1	3	quarterly	quarterly	ADJ
iassist-909	1	4	2016	2016	NUM
iassist-909	1	5	/	/	SYM
iassist-909	1	6	vol	vol	NOUN
iassist-909	1	7	40	40	NUM
iassist-909	1	8	no	no	DET
iassist-909	1	9	4	4	NUM
iassist-909	1	10	iassist	iassist	VERB
iassist-909	1	11	quarterly	quarterly	ADJ
iassist-909	1	12	abstract	abstract	NOUN
iassist-909	1	13	for	for	ADP
iassist-909	1	14	social	social	ADJ
iassist-909	1	15	and	and	CCONJ
iassist-909	1	16	economic	economic	ADJ
iassist-909	1	17	researchers	researcher	NOUN
iassist-909	2	1	,	,	PUNCT
iassist-909	2	2	many	many	ADJ
iassist-909	2	3	useful	useful	ADJ
iassist-909	2	4	but	but	CCONJ
iassist-909	2	5	previously	previously	ADV
iassist-909	2	6	unavailable	unavailable	ADJ
iassist-909	2	7	sources	source	NOUN
iassist-909	2	8	of	of	ADP
iassist-909	2	9	data	datum	NOUN
iassist-909	2	10	have	have	AUX
iassist-909	2	11	become	become	VERB
iassist-909	2	12	at	at	ADP
iassist-909	2	13	least	least	ADJ
iassist-909	2	14	potentially	potentially	ADV
iassist-909	2	15	accessible	accessible	ADJ
iassist-909	2	16	in	in	ADP
iassist-909	2	17	recent	recent	ADJ
iassist-909	2	18	years	year	NOUN
iassist-909	2	19	.	.	PUNCT
iassist-909	3	1	these	these	DET
iassist-909	3	2	‘	'	PUNCT
iassist-909	3	3	new	new	ADJ
iassist-909	3	4	and	and	CCONJ
iassist-909	3	5	novel	novel	ADJ
iassist-909	3	6	’	'	PUNCT
iassist-909	3	7	forms	form	NOUN
iassist-909	3	8	of	of	ADP
iassist-909	3	9	data	datum	NOUN
iassist-909	3	10	(	(	PUNCT
iassist-909	3	11	nnfd	nnfd	NOUN
iassist-909	3	12	)	)	PUNCT
iassist-909	3	13	,	,	PUNCT
iassist-909	3	14	such	such	ADJ
iassist-909	3	15	as	as	ADP
iassist-909	3	16	social	social	ADJ
iassist-909	3	17	media	medium	NOUN
iassist-909	3	18	data	datum	NOUN
iassist-909	3	19	or	or	CCONJ
iassist-909	3	20	smart	smart	ADJ
iassist-909	3	21	meter	meter	NOUN
iassist-909	3	22	data	datum	NOUN
iassist-909	3	23	,	,	PUNCT
iassist-909	3	24	represent	represent	VERB
iassist-909	3	25	potentially	potentially	ADV
iassist-909	3	26	invaluable	invaluable	ADJ
iassist-909	3	27	resources	resource	NOUN
iassist-909	3	28	for	for	ADP
iassist-909	3	29	researchers	researcher	NOUN
iassist-909	3	30	,	,	PUNCT
iassist-909	3	31	but	but	CCONJ
iassist-909	3	32	pose	pose	VERB
iassist-909	3	33	challenges	challenge	NOUN
iassist-909	3	34	for	for	ADP
iassist-909	3	35	access	access	NOUN
iassist-909	3	36	provision	provision	NOUN
iassist-909	3	37	and	and	CCONJ
iassist-909	3	38	analysis	analysis	NOUN
iassist-909	3	39	.	.	PUNCT
iassist-909	4	1	this	this	DET
iassist-909	4	2	short	short	ADJ
iassist-909	4	3	article	article	NOUN
iassist-909	4	4	introduces	introduce	VERB
iassist-909	4	5	data	datum	NOUN
iassist-909	4	6	service	service	NOUN
iassist-909	4	7	as	as	ADP
iassist-909	4	8	a	a	DET
iassist-909	4	9	platform	platform	NOUN
iassist-909	4	10	(	(	PUNCT
iassist-909	4	11	dsaap	dsaap	PROPN
iassist-909	4	12	)	)	PUNCT
iassist-909	4	13	,	,	PUNCT
iassist-909	4	14	a	a	DET
iassist-909	4	15	project	project	NOUN
iassist-909	4	16	currently	currently	ADV
iassist-909	4	17	underway	underway	ADJ
iassist-909	4	18	at	at	ADP
iassist-909	4	19	the	the	DET
iassist-909	4	20	uk	uk	PROPN
iassist-909	4	21	data	datum	NOUN
iassist-909	4	22	service	service	NOUN
iassist-909	4	23	to	to	PART
iassist-909	4	24	establish	establish	VERB
iassist-909	4	25	a	a	DET
iassist-909	4	26	technological	technological	ADJ
iassist-909	4	27	infrastructure	infrastructure	NOUN
iassist-909	4	28	supporting	support	VERB
iassist-909	4	29	data	datum	NOUN
iassist-909	4	30	archivists	archivist	NOUN
iassist-909	4	31	and	and	CCONJ
iassist-909	4	32	social	social	ADJ
iassist-909	4	33	and	and	CCONJ
iassist-909	4	34	economic	economic	ADJ
iassist-909	4	35	researchers	researcher	NOUN
iassist-909	4	36	in	in	ADP
iassist-909	4	37	managing	manage	VERB
iassist-909	4	38	and	and	CCONJ
iassist-909	4	39	analysing	analyse	VERB
iassist-909	4	40	both	both	CCONJ
iassist-909	4	41	familiar	familiar	ADJ
iassist-909	4	42	and	and	CCONJ
iassist-909	4	43	new	new	ADJ
iassist-909	4	44	and	and	CCONJ
iassist-909	4	45	novel	novel	ADJ
iassist-909	4	46	forms	form	NOUN
iassist-909	4	47	of	of	ADP
iassist-909	4	48	data	datum	NOUN
iassist-909	4	49	.	.	PUNCT
iassist-909	5	1	it	it	PRON
iassist-909	5	2	presents	present	VERB
iassist-909	5	3	an	an	DET
iassist-909	5	4	overview	overview	NOUN
iassist-909	5	5	of	of	ADP
iassist-909	5	6	nnfd	nnfd	NOUN
iassist-909	5	7	in	in	ADP
iassist-909	5	8	social	social	ADJ
iassist-909	5	9	science	science	NOUN
iassist-909	5	10	contexts	context	NOUN
iassist-909	5	11	,	,	PUNCT
iassist-909	5	12	introduces	introduce	VERB
iassist-909	5	13	the	the	DET
iassist-909	5	14	dsaap	dsaap	PROPN
iassist-909	5	15	system	system	NOUN
iassist-909	5	16	,	,	PUNCT
iassist-909	5	17	and	and	CCONJ
iassist-909	5	18	sketches	sketch	VERB
iassist-909	5	19	short	short	ADJ
iassist-909	5	20	examples	example	NOUN
iassist-909	5	21	of	of	ADP
iassist-909	5	22	dsaap	dsaap	PROPN
iassist-909	5	23	capabilities	capability	NOUN
iassist-909	5	24	in	in	ADP
iassist-909	5	25	analysing	analyse	VERB
iassist-909	5	26	nnfd	nnfd	NOUN
iassist-909	5	27	,	,	PUNCT
iassist-909	5	28	drawn	draw	VERB
iassist-909	5	29	from	from	ADP
iassist-909	5	30	an	an	DET
iassist-909	5	31	associated	associate	VERB
iassist-909	5	32	ukds	ukds	NOUN
iassist-909	5	33	project	project	NOUN
iassist-909	5	34	smarter	smart	ADJ
iassist-909	5	35	household	household	NOUN
iassist-909	5	36	energy	energy	NOUN
iassist-909	5	37	data	datum	NOUN
iassist-909	5	38	:	:	PUNCT
iassist-909	5	39	infrastructure	infrastructure	NOUN
iassist-909	5	40	for	for	ADP
iassist-909	5	41	policy	policy	NOUN
iassist-909	5	42	and	and	CCONJ
iassist-909	5	43	planning	planning	NOUN
iassist-909	5	44	,	,	PUNCT
iassist-909	5	45	before	before	ADP
iassist-909	5	46	concluding	conclude	VERB
iassist-909	5	47	with	with	ADP
iassist-909	5	48	some	some	DET
iassist-909	5	49	reflections	reflection	NOUN
iassist-909	5	50	on	on	ADP
iassist-909	5	51	the	the	DET
iassist-909	5	52	potential	potential	ADJ
iassist-909	5	53	value	value	NOUN
iassist-909	5	54	added	add	VERB
iassist-909	5	55	to	to	ADP
iassist-909	5	56	social	social	ADJ
iassist-909	5	57	scientific	scientific	ADJ
iassist-909	5	58	research	research	NOUN
iassist-909	5	59	by	by	ADP
iassist-909	5	60	data	datum	NOUN
iassist-909	5	61	service	service	NOUN
iassist-909	5	62	as	as	ADP
iassist-909	5	63	a	a	DET
iassist-909	5	64	platform	platform	NOUN
iassist-909	5	65	.	.	PUNCT
iassist-909	6	1	keywords	keyword	VERB
iassist-909	6	2	big	big	ADJ
iassist-909	6	3	data	datum	NOUN
iassist-909	6	4	,	,	PUNCT
iassist-909	6	5	data	data	NOUN
iassist-909	6	6	science	science	NOUN
iassist-909	6	7	,	,	PUNCT
iassist-909	6	8	social	social	ADJ
iassist-909	6	9	science	science	NOUN
iassist-909	6	10	,	,	PUNCT
iassist-909	6	11	data	datum	NOUN
iassist-909	6	12	archiving	archiving	NOUN
iassist-909	6	13	,	,	PUNCT
iassist-909	6	14	hadoop	hadoop	NOUN
iassist-909	6	15	introduction	introduction	NOUN
iassist-909	6	16	the	the	DET
iassist-909	6	17	uk	uk	PROPN
iassist-909	6	18	data	data	PROPN
iassist-909	6	19	service2	service2	NOUN
iassist-909	6	20	(	(	PUNCT
iassist-909	6	21	ukds	ukds	NOUN
iassist-909	6	22	)	)	PUNCT
iassist-909	6	23	big	big	ADJ
iassist-909	6	24	data	datum	NOUN
iassist-909	6	25	network	network	NOUN
iassist-909	6	26	support3	support3	PROPN
iassist-909	6	27	`	`	PUNCT
iassist-909	6	28	(	(	PUNCT
iassist-909	6	29	bdns	bdns	NOUN
iassist-909	6	30	)	)	PUNCT
iassist-909	6	31	team	team	NOUN
iassist-909	6	32	is	be	AUX
iassist-909	6	33	currently	currently	ADV
iassist-909	6	34	engaged	engage	VERB
iassist-909	6	35	in	in	ADP
iassist-909	6	36	a	a	DET
iassist-909	6	37	major	major	ADJ
iassist-909	6	38	project	project	NOUN
iassist-909	6	39	to	to	PART
iassist-909	6	40	develop	develop	VERB
iassist-909	6	41	data	datum	NOUN
iassist-909	6	42	service	service	NOUN
iassist-909	6	43	as	as	ADP
iassist-909	6	44	a	a	DET
iassist-909	6	45	platform	platform	NOUN
iassist-909	6	46	(	(	PUNCT
iassist-909	6	47	dsaap	dsaap	PROPN
iassist-909	6	48	)	)	PUNCT
iassist-909	6	49	,	,	PUNCT
iassist-909	6	50	a	a	DET
iassist-909	6	51	technological	technological	ADJ
iassist-909	6	52	infrastructure	infrastructure	NOUN
iassist-909	6	53	supporting	support	VERB
iassist-909	6	54	data	datum	NOUN
iassist-909	6	55	archivists	archivist	NOUN
iassist-909	6	56	and	and	CCONJ
iassist-909	6	57	social	social	ADJ
iassist-909	6	58	and	and	CCONJ
iassist-909	6	59	economic	economic	ADJ
iassist-909	6	60	researchers	researcher	NOUN
iassist-909	6	61	in	in	ADP
iassist-909	6	62	managing	manage	VERB
iassist-909	6	63	and	and	CCONJ
iassist-909	6	64	analysing	analyse	VERB
iassist-909	6	65	both	both	CCONJ
iassist-909	6	66	familiar	familiar	ADJ
iassist-909	6	67	and	and	CCONJ
iassist-909	6	68	new	new	ADJ
iassist-909	6	69	and	and	CCONJ
iassist-909	6	70	novel	novel	ADJ
iassist-909	6	71	forms	form	NOUN
iassist-909	6	72	of	of	ADP
iassist-909	6	73	data	datum	NOUN
iassist-909	6	74	(	(	PUNCT
iassist-909	6	75	nnfd	nnfd	NOUN
iassist-909	6	76	)	)	PUNCT
iassist-909	6	77	.	.	PUNCT
iassist-909	7	1	nnfd	nnfd	NOUN
iassist-909	7	2	encompasses	encompass	VERB
iassist-909	7	3	very	very	ADV
iassist-909	7	4	large	large	ADJ
iassist-909	7	5	datasets	dataset	NOUN
iassist-909	7	6	,	,	PUNCT
iassist-909	7	7	sometimes	sometimes	ADV
iassist-909	7	8	referred	refer	VERB
iassist-909	7	9	to	to	ADP
iassist-909	7	10	as	as	ADP
iassist-909	7	11	‘	'	PUNCT
iassist-909	7	12	big	big	ADJ
iassist-909	7	13	’	'	PUNCT
iassist-909	7	14	data	datum	NOUN
iassist-909	7	15	,	,	PUNCT
iassist-909	7	16	but	but	CCONJ
iassist-909	7	17	not	not	PART
iassist-909	7	18	all	all	PRON
iassist-909	7	19	,	,	PUNCT
iassist-909	7	20	or	or	CCONJ
iassist-909	7	21	all	all	DET
iassist-909	7	22	aspects	aspect	NOUN
iassist-909	7	23	of	of	ADP
iassist-909	7	24	nnfd	nnfd	NOUN
iassist-909	7	25	are	be	AUX
iassist-909	7	26	necessarily	necessarily	ADV
iassist-909	7	27	‘	'	PUNCT
iassist-909	7	28	big	big	ADJ
iassist-909	7	29	’	'	PUNCT
iassist-909	7	30	in	in	ADP
iassist-909	7	31	this	this	DET
iassist-909	7	32	way	way	NOUN
iassist-909	7	33	.	.	PUNCT
iassist-909	8	1	this	this	DET
iassist-909	8	2	short	short	ADJ
iassist-909	8	3	paper	paper	NOUN
iassist-909	8	4	presents	present	VERB
iassist-909	8	5	an	an	DET
iassist-909	8	6	overview	overview	NOUN
iassist-909	8	7	of	of	ADP
iassist-909	8	8	nnfd	nnfd	NOUN
iassist-909	8	9	in	in	ADP
iassist-909	8	10	social	social	ADJ
iassist-909	8	11	science	science	NOUN
iassist-909	8	12	contexts	context	NOUN
iassist-909	8	13	,	,	PUNCT
iassist-909	8	14	introduces	introduce	VERB
iassist-909	8	15	the	the	DET
iassist-909	8	16	dsaap	dsaap	PROPN
iassist-909	8	17	system	system	NOUN
iassist-909	8	18	,	,	PUNCT
iassist-909	8	19	and	and	CCONJ
iassist-909	8	20	sketches	sketch	VERB
iassist-909	8	21	short	short	ADJ
iassist-909	8	22	examples	example	NOUN
iassist-909	8	23	of	of	ADP
iassist-909	8	24	dsaap	dsaap	PROPN
iassist-909	8	25	capabilities	capability	NOUN
iassist-909	8	26	in	in	ADP
iassist-909	8	27	analysing	analyse	VERB
iassist-909	8	28	nnfd	nnfd	NOUN
iassist-909	8	29	,	,	PUNCT
iassist-909	8	30	drawn	draw	VERB
iassist-909	8	31	from	from	ADP
iassist-909	8	32	an	an	DET
iassist-909	8	33	associated	associate	VERB
iassist-909	8	34	ukds	ukds	NOUN
iassist-909	8	35	project	project	NOUN
iassist-909	8	36	smarter	smart	ADJ
iassist-909	8	37	household	household	NOUN
iassist-909	8	38	energy	energy	NOUN
iassist-909	8	39	data	datum	NOUN
iassist-909	8	40	:	:	PUNCT
iassist-909	8	41	infrastructure	infrastructure	NOUN
iassist-909	8	42	for	for	ADP
iassist-909	8	43	policy	policy	NOUN
iassist-909	8	44	and	and	CCONJ
iassist-909	8	45	planning,4	planning,4	NOUN
iassist-909	8	46	before	before	ADP
iassist-909	8	47	concluding	conclude	VERB
iassist-909	8	48	with	with	ADP
iassist-909	8	49	some	some	DET
iassist-909	8	50	reflections	reflection	NOUN
iassist-909	8	51	on	on	ADP
iassist-909	8	52	the	the	DET
iassist-909	8	53	potential	potential	ADJ
iassist-909	8	54	value	value	NOUN
iassist-909	8	55	added	add	VERB
iassist-909	8	56	to	to	ADP
iassist-909	8	57	social	social	ADJ
iassist-909	8	58	scientific	scientific	ADJ
iassist-909	8	59	research	research	NOUN
iassist-909	8	60	by	by	ADP
iassist-909	8	61	data	datum	NOUN
iassist-909	8	62	science	science	NOUN
iassist-909	8	63	techniques	technique	NOUN
iassist-909	8	64	and	and	CCONJ
iassist-909	8	65	data	datum	NOUN
iassist-909	8	66	service	service	NOUN
iassist-909	8	67	as	as	ADP
iassist-909	8	68	a	a	DET
iassist-909	8	69	platform	platform	NOUN
iassist-909	8	70	.	.	PUNCT
iassist-909	9	1	an	an	DET
iassist-909	9	2	accompanying	accompanying	ADJ
iassist-909	9	3	video	video	NOUN
iassist-909	9	4	demonstration	demonstration	NOUN
iassist-909	9	5	can	can	AUX
iassist-909	9	6	be	be	AUX
iassist-909	9	7	viewed	view	VERB
iassist-909	9	8	here.5	here.5	ADV
iassist-909	9	9	new	new	ADJ
iassist-909	9	10	and	and	CCONJ
iassist-909	9	11	novel	novel	ADJ
iassist-909	9	12	forms	form	NOUN
iassist-909	9	13	of	of	ADP
iassist-909	9	14	data	datum	NOUN
iassist-909	9	15	although	although	SCONJ
iassist-909	9	16	the	the	DET
iassist-909	9	17	term	term	NOUN
iassist-909	9	18	‘	'	PUNCT
iassist-909	9	19	big	big	ADJ
iassist-909	9	20	data	datum	NOUN
iassist-909	9	21	’	'	PUNCT
iassist-909	9	22	has	have	AUX
iassist-909	9	23	been	be	AUX
iassist-909	9	24	popularised	popularise	VERB
iassist-909	9	25	in	in	ADP
iassist-909	9	26	recent	recent	ADJ
iassist-909	9	27	years	year	NOUN
iassist-909	9	28	,	,	PUNCT
iassist-909	9	29	nnfd	nnfd	NOUN
iassist-909	9	30	are	be	AUX
iassist-909	9	31	not	not	PART
iassist-909	9	32	just	just	ADV
iassist-909	9	33	about	about	ADP
iassist-909	9	34	the	the	DET
iassist-909	9	35	size	size	NOUN
iassist-909	9	36	of	of	ADP
iassist-909	9	37	the	the	DET
iassist-909	9	38	files	file	NOUN
iassist-909	9	39	,	,	PUNCT
iassist-909	9	40	but	but	CCONJ
iassist-909	9	41	about	about	ADP
iassist-909	9	42	a	a	DET
iassist-909	9	43	broader	broad	ADJ
iassist-909	9	44	view	view	NOUN
iassist-909	9	45	of	of	ADP
iassist-909	9	46	what	what	PRON
iassist-909	9	47	,	,	PUNCT
iassist-909	9	48	how	how	SCONJ
iassist-909	9	49	,	,	PUNCT
iassist-909	9	50	when	when	SCONJ
iassist-909	9	51	,	,	PUNCT
iassist-909	9	52	and	and	CCONJ
iassist-909	9	53	where	where	SCONJ
iassist-909	9	54	data	datum	NOUN
iassist-909	9	55	can	can	AUX
iassist-909	9	56	be	be	AUX
iassist-909	9	57	collected	collect	VERB
iassist-909	9	58	,	,	PUNCT
iassist-909	9	59	stored	store	VERB
iassist-909	9	60	,	,	PUNCT
iassist-909	9	61	linked	link	VERB
iassist-909	9	62	and	and	CCONJ
iassist-909	9	63	analysed	analyse	VERB
iassist-909	9	64	to	to	PART
iassist-909	9	65	further	far	ADV
iassist-909	9	66	research6	research6	NOUN
iassist-909	10	1	(	(	PUNCT
iassist-909	10	2	oecd	oecd	PROPN
iassist-909	10	3	,	,	PUNCT
iassist-909	10	4	2013	2013	NUM
iassist-909	10	5	)	)	PUNCT
iassist-909	10	6	.	.	PUNCT
iassist-909	11	1	many	many	ADJ
iassist-909	11	2	new	new	ADJ
iassist-909	11	3	servicing	servicing	NOUN
iassist-909	11	4	new	new	ADJ
iassist-909	11	5	and	and	CCONJ
iassist-909	11	6	novel	novel	ADJ
iassist-909	11	7	forms	form	NOUN
iassist-909	11	8	of	of	ADP
iassist-909	11	9	data	datum	NOUN
iassist-909	11	10	:	:	PUNCT
iassist-909	11	11	opportunities	opportunity	NOUN
iassist-909	11	12	for	for	ADP
iassist-909	11	13	social	social	ADJ
iassist-909	11	14	science	science	NOUN
iassist-909	11	15	by	by	ADP
iassist-909	11	16	aidan	aidan	PROPN
iassist-909	11	17	condron1	condron1	PROPN
iassist-909	11	18	data	datum	NOUN
iassist-909	11	19	sources	source	NOUN
iassist-909	11	20	on	on	ADP
iassist-909	11	21	social	social	ADJ
iassist-909	11	22	and	and	CCONJ
iassist-909	11	23	economic	economic	ADJ
iassist-909	11	24	activity	activity	NOUN
iassist-909	11	25	have	have	AUX
iassist-909	11	26	emerged	emerge	VERB
iassist-909	11	27	such	such	ADJ
iassist-909	11	28	as	as	ADP
iassist-909	11	29	social	social	ADJ
iassist-909	11	30	media	medium	NOUN
iassist-909	11	31	,	,	PUNCT
iassist-909	11	32	smart	smart	ADJ
iassist-909	11	33	meter	meter	NOUN
iassist-909	11	34	and	and	CCONJ
iassist-909	11	35	other	other	ADJ
iassist-909	11	36	household	household	NOUN
iassist-909	11	37	consumption	consumption	NOUN
iassist-909	11	38	data	datum	NOUN
iassist-909	11	39	,	,	PUNCT
iassist-909	11	40	internet	internet	NOUN
iassist-909	11	41	usage	usage	NOUN
iassist-909	11	42	,	,	PUNCT
iassist-909	11	43	sensor	sensor	NOUN
iassist-909	11	44	and	and	CCONJ
iassist-909	11	45	footfall	footfall	NOUN
iassist-909	11	46	readings	reading	NOUN
iassist-909	11	47	,	,	PUNCT
iassist-909	11	48	and	and	CCONJ
iassist-909	11	49	many	many	ADJ
iassist-909	11	50	others	other	NOUN
iassist-909	11	51	.	.	PUNCT
iassist-909	12	1	while	while	SCONJ
iassist-909	12	2	much	much	ADJ
iassist-909	12	3	,	,	PUNCT
iassist-909	12	4	if	if	SCONJ
iassist-909	12	5	not	not	PART
iassist-909	12	6	all	all	PRON
iassist-909	12	7	,	,	PUNCT
iassist-909	12	8	of	of	ADP
iassist-909	12	9	this	this	PRON
iassist-909	12	10	this	this	DET
iassist-909	12	11	data	data	NOUN
iassist-909	12	12	is	be	AUX
iassist-909	12	13	not	not	PART
iassist-909	12	14	collected	collect	VERB
iassist-909	12	15	specifically	specifically	ADV
iassist-909	12	16	for	for	ADP
iassist-909	12	17	the	the	DET
iassist-909	12	18	purposes	purpose	NOUN
iassist-909	12	19	of	of	ADP
iassist-909	12	20	social	social	ADJ
iassist-909	12	21	and	and	CCONJ
iassist-909	12	22	economic	economic	ADJ
iassist-909	12	23	research	research	NOUN
iassist-909	12	24	,	,	PUNCT
iassist-909	12	25	there	there	ADV
iassist-909	12	26	many	many	ADJ
iassist-909	12	27	exciting	exciting	ADJ
iassist-909	12	28	possibilities	possibility	NOUN
iassist-909	12	29	for	for	ADP
iassist-909	12	30	reuse	reuse	NOUN
iassist-909	12	31	by	by	ADP
iassist-909	12	32	researchers	researcher	NOUN
iassist-909	12	33	,	,	PUNCT
iassist-909	12	34	presenting	present	VERB
iassist-909	12	35	a	a	DET
iassist-909	12	36	potentially	potentially	ADV
iassist-909	12	37	invaluable	invaluable	ADJ
iassist-909	12	38	resource	resource	NOUN
iassist-909	12	39	.	.	PUNCT
iassist-909	13	1	even	even	ADV
iassist-909	13	2	if	if	SCONJ
iassist-909	13	3	some	some	PRON
iassist-909	13	4	of	of	ADP
iassist-909	13	5	these	these	DET
iassist-909	13	6	data	datum	NOUN
iassist-909	13	7	have	have	AUX
iassist-909	13	8	been	be	AUX
iassist-909	13	9	collected	collect	VERB
iassist-909	13	10	for	for	ADP
iassist-909	13	11	some	some	DET
iassist-909	13	12	time	time	NOUN
iassist-909	13	13	now	now	ADV
iassist-909	13	14	,	,	PUNCT
iassist-909	13	15	they	they	PRON
iassist-909	13	16	represent	represent	VERB
iassist-909	13	17	new	new	ADJ
iassist-909	13	18	and	and	CCONJ
iassist-909	13	19	novel	novel	ADJ
iassist-909	13	20	forms	form	NOUN
iassist-909	13	21	of	of	ADP
iassist-909	13	22	data	datum	NOUN
iassist-909	13	23	in	in	ADP
iassist-909	13	24	a	a	DET
iassist-909	13	25	social	social	ADJ
iassist-909	13	26	science	science	NOUN
iassist-909	13	27	context	context	NOUN
iassist-909	13	28	.	.	PUNCT
iassist-909	14	1	some	some	PRON
iassist-909	14	2	of	of	ADP
iassist-909	14	3	these	these	DET
iassist-909	14	4	datasets	dataset	NOUN
iassist-909	14	5	are	be	AUX
iassist-909	14	6	very	very	ADV
iassist-909	14	7	large	large	ADJ
iassist-909	14	8	,	,	PUNCT
iassist-909	14	9	but	but	CCONJ
iassist-909	14	10	not	not	PART
iassist-909	14	11	all	all	PRON
iassist-909	14	12	,	,	PUNCT
iassist-909	14	13	or	or	CCONJ
iassist-909	14	14	all	all	DET
iassist-909	14	15	aspects	aspect	NOUN
iassist-909	14	16	are	be	AUX
iassist-909	14	17	necessarily	necessarily	ADV
iassist-909	14	18	‘	'	PUNCT
iassist-909	14	19	big	big	ADJ
iassist-909	14	20	’	'	PUNCT
iassist-909	14	21	in	in	ADP
iassist-909	14	22	this	this	DET
iassist-909	14	23	way	way	NOUN
iassist-909	14	24	.	.	PUNCT
iassist-909	15	1	in	in	ADP
iassist-909	15	2	any	any	DET
iassist-909	15	3	case	case	NOUN
iassist-909	15	4	,	,	PUNCT
iassist-909	15	5	the	the	DET
iassist-909	15	6	most	most	ADV
iassist-909	15	7	advantageous	advantageous	ADJ
iassist-909	15	8	approach	approach	NOUN
iassist-909	15	9	to	to	ADP
iassist-909	15	10	‘	'	PUNCT
iassist-909	15	11	big	big	ADJ
iassist-909	15	12	data	datum	NOUN
iassist-909	15	13	’	'	PUNCT
iassist-909	15	14	is	be	AUX
iassist-909	15	15	often	often	ADV
iassist-909	15	16	to	to	AUX
iassist-909	15	17	downscale	downscale	VERB
iassist-909	15	18	or	or	CCONJ
iassist-909	15	19	reduce	reduce	VERB
iassist-909	15	20	to	to	ADP
iassist-909	15	21	manageable	manageable	ADJ
iassist-909	15	22	sizes	size	NOUN
iassist-909	15	23	,	,	PUNCT
iassist-909	15	24	whether	whether	SCONJ
iassist-909	15	25	by	by	ADP
iassist-909	15	26	aggregation	aggregation	NOUN
iassist-909	15	27	or	or	CCONJ
iassist-909	15	28	mining	mining	NOUN
iassist-909	15	29	for	for	ADP
iassist-909	15	30	the	the	DET
iassist-909	15	31	more	more	ADV
iassist-909	15	32	valuable	valuable	ADJ
iassist-909	15	33	elements	element	NOUN
iassist-909	15	34	(	(	PUNCT
iassist-909	15	35	siems	siem	NOUN
iassist-909	15	36	&	&	CCONJ
iassist-909	15	37	wolf	wolf	PROPN
iassist-909	15	38	,	,	PUNCT
iassist-909	15	39	2007	2007	NUM
iassist-909	15	40	)	)	PUNCT
iassist-909	15	41	.	.	PUNCT
iassist-909	16	1	smart	smart	ADJ
iassist-909	16	2	meter	meter	NOUN
iassist-909	16	3	data	datum	NOUN
iassist-909	16	4	,	,	PUNCT
iassist-909	16	5	for	for	ADP
iassist-909	16	6	example	example	NOUN
iassist-909	16	7	,	,	PUNCT
iassist-909	16	8	contains	contain	VERB
iassist-909	16	9	a	a	DET
iassist-909	16	10	huge	huge	ADJ
iassist-909	16	11	number	number	NOUN
iassist-909	16	12	of	of	ADP
iassist-909	16	13	readings	reading	NOUN
iassist-909	16	14	,	,	PUNCT
iassist-909	16	15	but	but	CCONJ
iassist-909	16	16	these	these	PRON
iassist-909	16	17	are	be	AUX
iassist-909	16	18	more	more	ADV
iassist-909	16	19	useful	useful	ADJ
iassist-909	16	20	in	in	ADP
iassist-909	16	21	context	context	NOUN
iassist-909	16	22	of	of	ADP
iassist-909	16	23	associated	associated	ADJ
iassist-909	16	24	geodemographic	geodemographic	ADJ
iassist-909	16	25	data	datum	NOUN
iassist-909	16	26	on	on	ADP
iassist-909	16	27	much	much	ADV
iassist-909	16	28	smaller	small	ADJ
iassist-909	16	29	numbers	number	NOUN
iassist-909	16	30	of	of	ADP
iassist-909	16	31	households	household	NOUN
iassist-909	16	32	from	from	ADP
iassist-909	16	33	which	which	PRON
iassist-909	16	34	the	the	DET
iassist-909	16	35	readings	reading	NOUN
iassist-909	16	36	are	be	AUX
iassist-909	16	37	drawn	draw	VERB
iassist-909	16	38	.	.	PUNCT
iassist-909	17	1	analysis	analysis	NOUN
iassist-909	17	2	and	and	CCONJ
iassist-909	17	3	findings	finding	NOUN
iassist-909	17	4	are	be	AUX
iassist-909	17	5	enriched	enrich	VERB
iassist-909	17	6	by	by	ADP
iassist-909	17	7	linking	link	VERB
iassist-909	17	8	to	to	ADP
iassist-909	17	9	other	other	ADJ
iassist-909	17	10	data	datum	NOUN
iassist-909	17	11	sources	source	NOUN
iassist-909	17	12	such	such	ADJ
iassist-909	17	13	as	as	ADP
iassist-909	17	14	meteorological	meteorological	ADJ
iassist-909	17	15	data	datum	NOUN
iassist-909	17	16	,	,	PUNCT
iassist-909	17	17	which	which	PRON
iassist-909	17	18	does	do	AUX
iassist-909	17	19	tend	tend	VERB
iassist-909	17	20	to	to	PART
iassist-909	17	21	be	be	AUX
iassist-909	17	22	voluminous	voluminous	ADJ
iassist-909	17	23	,	,	PUNCT
iassist-909	17	24	and	and	CCONJ
iassist-909	17	25	housing	housing	NOUN
iassist-909	17	26	stock	stock	NOUN
iassist-909	17	27	and	and	CCONJ
iassist-909	17	28	energy	energy	NOUN
iassist-909	17	29	performance	performance	NOUN
iassist-909	17	30	certificates	certificate	NOUN
iassist-909	17	31	,	,	PUNCT
iassist-909	17	32	which	which	PRON
iassist-909	17	33	are	be	AUX
iassist-909	17	34	more	more	ADV
iassist-909	17	35	compact	compact	ADJ
iassist-909	17	36	.	.	PUNCT
iassist-909	18	1	in	in	ADP
iassist-909	18	2	making	make	VERB
iassist-909	18	3	a	a	DET
iassist-909	18	4	case	case	NOUN
iassist-909	18	5	for	for	ADP
iassist-909	18	6	analysis	analysis	NOUN
iassist-909	18	7	of	of	ADP
iassist-909	18	8	nnfd	nnfd	NOUN
iassist-909	18	9	as	as	ADP
iassist-909	18	10	a	a	DET
iassist-909	18	11	progressive	progressive	ADJ
iassist-909	18	12	factor	factor	NOUN
iassist-909	18	13	in	in	ADP
iassist-909	18	14	social	social	ADJ
iassist-909	18	15	science	science	NOUN
iassist-909	18	16	,	,	PUNCT
iassist-909	18	17	and	and	CCONJ
iassist-909	18	18	in	in	ADP
iassist-909	18	19	thinking	think	VERB
iassist-909	18	20	big	big	ADJ
iassist-909	18	21	about	about	ADP
iassist-909	18	22	data	datum	NOUN
iassist-909	18	23	,	,	PUNCT
iassist-909	18	24	it	it	PRON
iassist-909	18	25	’s	’	VERB
iassist-909	18	26	not	not	PART
iassist-909	18	27	just	just	ADV
iassist-909	18	28	a	a	DET
iassist-909	18	29	matter	matter	NOUN
iassist-909	18	30	of	of	ADP
iassist-909	18	31	scale	scale	NOUN
iassist-909	18	32	,	,	PUNCT
iassist-909	18	33	but	but	CCONJ
iassist-909	18	34	of	of	ADP
iassist-909	18	35	innovation	innovation	NOUN
iassist-909	18	36	in	in	ADP
iassist-909	18	37	assessing	assess	VERB
iassist-909	18	38	what	what	PRON
iassist-909	18	39	data	datum	NOUN
iassist-909	18	40	sources	source	NOUN
iassist-909	18	41	can	can	AUX
iassist-909	18	42	be	be	AUX
iassist-909	18	43	harnessed	harness	VERB
iassist-909	18	44	to	to	PART
iassist-909	18	45	answer	answer	VERB
iassist-909	18	46	research	research	NOUN
iassist-909	18	47	questions	question	NOUN
iassist-909	18	48	,	,	PUNCT
iassist-909	18	49	and	and	CCONJ
iassist-909	18	50	how	how	SCONJ
iassist-909	18	51	linking	linking	NOUN
iassist-909	18	52	and	and	CCONJ
iassist-909	18	53	triangulation	triangulation	NOUN
iassist-909	18	54	can	can	AUX
iassist-909	18	55	enhance	enhance	VERB
iassist-909	18	56	analyses	analysis	NOUN
iassist-909	18	57	and	and	CCONJ
iassist-909	18	58	findings	finding	NOUN
iassist-909	18	59	.	.	PUNCT
iassist-909	19	1	a	a	DET
iassist-909	19	2	big	big	ADJ
iassist-909	19	3	data	data	NOUN
iassist-909	19	4	approach	approach	NOUN
iassist-909	19	5	does	do	AUX
iassist-909	19	6	n’t	not	PART
iassist-909	19	7	always	always	ADV
iassist-909	19	8	mean	mean	VERB
iassist-909	19	9	using	use	VERB
iassist-909	19	10	massive	massive	ADJ
iassist-909	19	11	files	file	NOUN
iassist-909	19	12	and	and	CCONJ
iassist-909	19	13	processing	processing	NOUN
iassist-909	19	14	power	power	NOUN
iassist-909	19	15	!	!	PUNCT
iassist-909	20	1	data	datum	NOUN
iassist-909	20	2	service	service	NOUN
iassist-909	20	3	as	as	ADP
iassist-909	20	4	a	a	DET
iassist-909	20	5	platform	platform	NOUN
iassist-909	20	6	dsaap	dsaap	INTJ
iassist-909	20	7	our	our	PRON
iassist-909	20	8	concept	concept	NOUN
iassist-909	20	9	of	of	ADP
iassist-909	20	10	dsaap	dsaap	PROPN
iassist-909	20	11	is	be	AUX
iassist-909	20	12	a	a	DET
iassist-909	20	13	‘	'	PUNCT
iassist-909	20	14	data	datum	NOUN
iassist-909	20	15	lake	lake	NOUN
iassist-909	20	16	’	'	PUNCT
iassist-909	20	17	system	system	NOUN
iassist-909	20	18	capable	capable	ADJ
iassist-909	20	19	of	of	ADP
iassist-909	20	20	storing	store	VERB
iassist-909	20	21	data	datum	NOUN
iassist-909	20	22	of	of	ADP
iassist-909	20	23	any	any	DET
iassist-909	20	24	kind	kind	NOUN
iassist-909	20	25	,	,	PUNCT
iassist-909	20	26	which	which	PRON
iassist-909	20	27	will	will	AUX
iassist-909	20	28	cater	cater	VERB
iassist-909	20	29	for	for	ADP
iassist-909	20	30	both	both	PRON
iassist-909	20	31	traditional	traditional	ADJ
iassist-909	20	32	data	datum	NOUN
iassist-909	20	33	and	and	CCONJ
iassist-909	20	34	nnfd	nnfd	NOUN
iassist-909	20	35	drawn	draw	VERB
iassist-909	20	36	from	from	ADP
iassist-909	20	37	current	current	ADJ
iassist-909	20	38	and	and	CCONJ
iassist-909	20	39	future	future	ADJ
iassist-909	20	40	ukds	ukds	NOUN
iassist-909	20	41	holdings	holding	NOUN
iassist-909	20	42	.	.	PUNCT
iassist-909	21	1	the	the	DET
iassist-909	21	2	data	data	PROPN
iassist-909	21	3	lake	lake	NOUN
iassist-909	21	4	is	be	AUX
iassist-909	21	5	a	a	DET
iassist-909	21	6	secure	secure	ADJ
iassist-909	21	7	,	,	PUNCT
iassist-909	21	8	format	format	ADJ
iassist-909	21	9	-	-	ADJ
iassist-909	21	10	agnostic	agnostic	ADJ
iassist-909	21	11	repository	repository	NOUN
iassist-909	21	12	providing	provide	VERB
iassist-909	21	13	a	a	DET
iassist-909	21	14	powerful	powerful	ADJ
iassist-909	21	15	,	,	PUNCT
iassist-909	21	16	scalable	scalable	ADJ
iassist-909	21	17	,	,	PUNCT
iassist-909	21	18	suite	suite	NOUN
iassist-909	21	19	of	of	ADP
iassist-909	21	20	tools	tool	NOUN
iassist-909	21	21	for	for	ADP
iassist-909	21	22	data	datum	NOUN
iassist-909	21	23	processing	processing	NOUN
iassist-909	21	24	.	.	PUNCT
iassist-909	22	1	it	it	PRON
iassist-909	22	2	is	be	AUX
iassist-909	22	3	built	build	VERB
iassist-909	22	4	on	on	ADP
iassist-909	22	5	hadoop,7	hadoop,7	DET
iassist-909	22	6	a	a	DET
iassist-909	22	7	software	software	NOUN
iassist-909	22	8	framework	framework	NOUN
iassist-909	22	9	that	that	PRON
iassist-909	22	10	facilitates	facilitate	VERB
iassist-909	22	11	high	high	ADJ
iassist-909	22	12	-	-	PUNCT
iassist-909	22	13	speed	speed	NOUN
iassist-909	22	14	processing	processing	NOUN
iassist-909	22	15	of	of	ADP
iassist-909	22	16	datasets	dataset	NOUN
iassist-909	22	17	of	of	ADP
iassist-909	22	18	any	any	DET
iassist-909	22	19	size	size	NOUN
iassist-909	22	20	by	by	ADP
iassist-909	22	21	distributing	distribute	VERB
iassist-909	22	22	data	datum	NOUN
iassist-909	22	23	across	across	ADP
iassist-909	22	24	networks	network	NOUN
iassist-909	22	25	(	(	PUNCT
iassist-909	22	26	referred	refer	VERB
iassist-909	22	27	to	to	ADP
iassist-909	22	28	as	as	ADP
iassist-909	22	29	clusters	cluster	NOUN
iassist-909	22	30	)	)	PUNCT
iassist-909	22	31	of	of	ADP
iassist-909	22	32	linked	link	VERB
iassist-909	22	33	computers	computer	NOUN
iassist-909	22	34	(	(	PUNCT
iassist-909	22	35	referred	refer	VERB
iassist-909	22	36	to	to	ADP
iassist-909	22	37	as	as	ADP
iassist-909	22	38	nodes	node	NOUN
iassist-909	22	39	)	)	PUNCT
iassist-909	22	40	.	.	PUNCT
iassist-909	23	1	kdnuggets	kdnugget	NOUN
iassist-909	23	2	,	,	PUNCT
iassist-909	23	3	a	a	DET
iassist-909	23	4	leading	lead	VERB
iassist-909	23	5	data	data	NOUN
iassist-909	23	6	science	science	NOUN
iassist-909	23	7	website	website	NOUN
iassist-909	23	8	,	,	PUNCT
iassist-909	23	9	offers	offer	VERB
iassist-909	23	10	the	the	DET
iassist-909	23	11	following	follow	VERB
iassist-909	23	12	working	work	VERB
iassist-909	23	13	definition	definition	NOUN
iassist-909	23	14	of	of	ADP
iassist-909	23	15	a	a	DET
iassist-909	23	16	data	datum	NOUN
iassist-909	23	17	lake.8	lake.8	VERB
iassist-909	23	18	a	a	DET
iassist-909	23	19	data	data	NOUN
iassist-909	23	20	lake	lake	NOUN
iassist-909	23	21	is	be	AUX
iassist-909	23	22	a	a	DET
iassist-909	23	23	storage	storage	NOUN
iassist-909	23	24	repository	repository	NOUN
iassist-909	23	25	that	that	PRON
iassist-909	23	26	holds	hold	VERB
iassist-909	23	27	a	a	DET
iassist-909	23	28	[	[	X
iassist-909	23	29	potentially	potentially	ADV
iassist-909	23	30	]	]	X
iassist-909	23	31	vast	vast	ADJ
iassist-909	23	32	amount	amount	NOUN
iassist-909	23	33	of	of	ADP
iassist-909	23	34	raw	raw	ADJ
iassist-909	23	35	data	datum	NOUN
iassist-909	23	36	in	in	ADP
iassist-909	23	37	its	its	PRON
iassist-909	23	38	native	native	ADJ
iassist-909	23	39	format	format	NOUN
iassist-909	23	40	,	,	PUNCT
iassist-909	23	41	including	include	VERB
iassist-909	23	42	structured	structure	VERB
iassist-909	23	43	,	,	PUNCT
iassist-909	23	44	semi	semi	ADJ
iassist-909	23	45	-	-	ADJ
iassist-909	23	46	structured	structured	ADJ
iassist-909	23	47	,	,	PUNCT
iassist-909	23	48	and	and	CCONJ
iassist-909	23	49	unstructured	unstructured	ADJ
iassist-909	23	50	data	datum	NOUN
iassist-909	23	51	.	.	PUNCT
iassist-909	24	1	the	the	DET
iassist-909	24	2	data	data	NOUN
iassist-909	24	3	structure	structure	NOUN
iassist-909	24	4	and	and	CCONJ
iassist-909	24	5	requirements	requirement	NOUN
iassist-909	24	6	are	be	AUX
iassist-909	24	7	not	not	PART
iassist-909	24	8	[	[	X
iassist-909	24	9	necessarily	necessarily	ADV
iassist-909	24	10	]	]	PUNCT
iassist-909	24	11	defined	define	VERB
iassist-909	24	12	until	until	SCONJ
iassist-909	24	13	the	the	DET
iassist-909	24	14	data	data	NOUN
iassist-909	24	15	is	be	AUX
iassist-909	24	16	needed	need	VERB
iassist-909	24	17	’	'	PUNCT
iassist-909	24	18	.	.	PUNCT
iassist-909	25	1	this	this	PRON
iassist-909	25	2	differs	differ	VERB
iassist-909	25	3	from	from	ADP
iassist-909	25	4	data	datum	NOUN
iassist-909	25	5	warehouses	warehouse	NOUN
iassist-909	25	6	,	,	PUNCT
iassist-909	25	7	where	where	SCONJ
iassist-909	25	8	data	datum	NOUN
iassist-909	25	9	is	be	AUX
iassist-909	25	10	strictly	strictly	ADV
iassist-909	25	11	formatted	format	VERB
iassist-909	25	12	and	and	CCONJ
iassist-909	25	13	structured	structure	VERB
iassist-909	25	14	to	to	PART
iassist-909	25	15	meet	meet	VERB
iassist-909	25	16	specific	specific	ADJ
iassist-909	25	17	,	,	PUNCT
iassist-909	25	18	pre	pre	ADJ
iassist-909	25	19	-	-	ADJ
iassist-909	25	20	defined	define	VERB
iassist-909	25	21	reporting	reporting	NOUN
iassist-909	25	22	functions	function	NOUN
iassist-909	25	23	.	.	PUNCT
iassist-909	26	1	vol	vol	NOUN
iassist-909	26	2	40	40	NUM
iassist-909	26	3	no	no	DET
iassist-909	26	4	4	4	NUM
iassist-909	26	5	/	/	SYM
iassist-909	26	6	iassist	iassist	ADJ
iassist-909	26	7	quarterly	quarterly	ADJ
iassist-909	26	8	2016	2016	NUM
iassist-909	26	9	21	21	NUM
iassist-909	26	10	iassist	iassist	ADJ
iassist-909	26	11	quarterly	quarterly	ADV
iassist-909	26	12	developing	develop	VERB
iassist-909	26	13	dsaap	dsaap	PROPN
iassist-909	26	14	is	be	AUX
iassist-909	26	15	a	a	DET
iassist-909	26	16	staged	stage	VERB
iassist-909	26	17	,	,	PUNCT
iassist-909	26	18	medium	medium	ADJ
iassist-909	26	19	-	-	PUNCT
iassist-909	26	20	term	term	NOUN
iassist-909	26	21	enterprise	enterprise	NOUN
iassist-909	26	22	,	,	PUNCT
iassist-909	26	23	involving	involve	VERB
iassist-909	26	24	installing	instal	VERB
iassist-909	26	25	cloud	cloud	NOUN
iassist-909	26	26	-	-	PUNCT
iassist-909	26	27	based	base	VERB
iassist-909	26	28	and	and	CCONJ
iassist-909	26	29	on	on	ADP
iassist-909	26	30	-	-	PUNCT
iassist-909	26	31	premises	premise	NOUN
iassist-909	26	32	hadoop	hadoop	NOUN
iassist-909	26	33	infrastructure	infrastructure	NOUN
iassist-909	26	34	,	,	PUNCT
iassist-909	26	35	establishing	establish	VERB
iassist-909	26	36	ingest	ingest	ADJ
iassist-909	26	37	pipelines	pipeline	NOUN
iassist-909	26	38	to	to	PART
iassist-909	26	39	populate	populate	VERB
iassist-909	26	40	the	the	DET
iassist-909	26	41	data	data	PROPN
iassist-909	26	42	lake	lake	NOUN
iassist-909	26	43	(	(	PUNCT
iassist-909	26	44	which	which	PRON
iassist-909	26	45	will	will	AUX
iassist-909	26	46	recombine	recombine	VERB
iassist-909	26	47	,	,	PUNCT
iassist-909	26	48	store	store	NOUN
iassist-909	26	49	and	and	CCONJ
iassist-909	26	50	tag	tag	NOUN
iassist-909	26	51	datasets	dataset	NOUN
iassist-909	26	52	in	in	ADP
iassist-909	26	53	a	a	DET
iassist-909	26	54	resource	resource	NOUN
iassist-909	26	55	descriptive	descriptive	ADJ
iassist-909	26	56	framework	framework	NOUN
iassist-909	26	57	(	(	PUNCT
iassist-909	26	58	rdf	rdf	NOUN
iassist-909	26	59	)	)	PUNCT
iassist-909	26	60	triplet9	triplet9	NOUN
iassist-909	26	61	and	and	CCONJ
iassist-909	26	62	key	key	ADJ
iassist-909	26	63	-	-	PUNCT
iassist-909	26	64	value	value	NOUN
iassist-909	26	65	pair	pair	NOUN
iassist-909	26	66	format	format	NOUN
iassist-909	26	67	)	)	PUNCT
iassist-909	26	68	and	and	CCONJ
iassist-909	26	69	providing	provide	VERB
iassist-909	26	70	access	access	NOUN
iassist-909	26	71	channels	channel	NOUN
iassist-909	26	72	and	and	CCONJ
iassist-909	26	73	user	user	NOUN
iassist-909	26	74	endpoints	endpoint	NOUN
iassist-909	26	75	for	for	SCONJ
iassist-909	26	76	researchers	researcher	NOUN
iassist-909	26	77	to	to	PART
iassist-909	26	78	work	work	VERB
iassist-909	26	79	with	with	ADP
iassist-909	26	80	data	datum	NOUN
iassist-909	26	81	.	.	PUNCT
iassist-909	27	1	data	datum	NOUN
iassist-909	27	2	stored	store	VERB
iassist-909	27	3	within	within	ADP
iassist-909	27	4	it	it	PRON
iassist-909	27	5	are	be	AUX
iassist-909	27	6	assigned	assign	VERB
iassist-909	27	7	randomly	randomly	ADJ
iassist-909	27	8	machine	machine	NOUN
iassist-909	27	9	generated	generate	VERB
iassist-909	27	10	globally	globally	ADV
iassist-909	27	11	unique	unique	ADJ
iassist-909	27	12	identifiers10	identifiers10	NOUN
iassist-909	27	13	(	(	PUNCT
iassist-909	27	14	guid)s	guid)s	PROPN
iassist-909	27	15	at	at	ADP
iassist-909	27	16	the	the	DET
iassist-909	27	17	lowest	low	ADJ
iassist-909	27	18	possible	possible	ADJ
iassist-909	27	19	level	level	NOUN
iassist-909	27	20	of	of	ADP
iassist-909	27	21	granularity	granularity	NOUN
iassist-909	27	22	,	,	PUNCT
iassist-909	27	23	down	down	ADP
iassist-909	27	24	to	to	ADP
iassist-909	27	25	the	the	DET
iassist-909	27	26	field	field	NOUN
iassist-909	27	27	,	,	PUNCT
iassist-909	27	28	record	record	NOUN
iassist-909	27	29	,	,	PUNCT
iassist-909	27	30	or	or	CCONJ
iassist-909	27	31	even	even	ADV
iassist-909	27	32	data	datum	NOUN
iassist-909	27	33	point	point	NOUN
iassist-909	27	34	level	level	NOUN
iassist-909	27	35	.	.	PUNCT
iassist-909	28	1	by	by	ADP
iassist-909	28	2	drawing	draw	VERB
iassist-909	28	3	on	on	ADP
iassist-909	28	4	w3c	w3c	PROPN
iassist-909	28	5	standardised	standardised	ADJ
iassist-909	28	6	vocabulary	vocabulary	ADJ
iassist-909	28	7	services,11	services,11	NOUN
iassist-909	28	8	this	this	DET
iassist-909	28	9	tagging	tagging	NOUN
iassist-909	28	10	facilitates	facilitate	VERB
iassist-909	28	11	dynamic	dynamic	ADJ
iassist-909	28	12	reassembly	reassembly	ADV
iassist-909	28	13	,	,	PUNCT
iassist-909	28	14	interlinking	interlinking	NOUN
iassist-909	28	15	,	,	PUNCT
iassist-909	28	16	and	and	CCONJ
iassist-909	28	17	querying	query	VERB
iassist-909	28	18	of	of	ADP
iassist-909	28	19	data	datum	NOUN
iassist-909	28	20	according	accord	VERB
iassist-909	28	21	to	to	ADP
iassist-909	28	22	user	user	NOUN
iassist-909	28	23	requirements	requirement	NOUN
iassist-909	28	24	.	.	PUNCT
iassist-909	29	1	access	access	NOUN
iassist-909	29	2	channels	channel	NOUN
iassist-909	29	3	and	and	CCONJ
iassist-909	29	4	endpoints	endpoint	NOUN
iassist-909	29	5	are	be	AUX
iassist-909	29	6	designed	design	VERB
iassist-909	29	7	to	to	PART
iassist-909	29	8	cater	cater	VERB
iassist-909	29	9	for	for	ADP
iassist-909	29	10	user	user	NOUN
iassist-909	29	11	requirements	requirement	NOUN
iassist-909	29	12	,	,	PUNCT
iassist-909	29	13	and	and	CCONJ
iassist-909	29	14	are	be	AUX
iassist-909	29	15	determined	determine	VERB
iassist-909	29	16	by	by	ADP
iassist-909	29	17	engagement	engagement	NOUN
iassist-909	29	18	with	with	ADP
iassist-909	29	19	the	the	DET
iassist-909	29	20	research	research	NOUN
iassist-909	29	21	community	community	NOUN
iassist-909	29	22	.	.	PUNCT
iassist-909	30	1	the	the	DET
iassist-909	30	2	approach	approach	NOUN
iassist-909	30	3	adopted	adopt	VERB
iassist-909	30	4	in	in	ADP
iassist-909	30	5	developing	develop	VERB
iassist-909	30	6	dsaap	dsaap	PROPN
iassist-909	30	7	is	be	AUX
iassist-909	30	8	pro	pro	ADJ
iassist-909	30	9	-	-	ADJ
iassist-909	30	10	active	active	ADJ
iassist-909	30	11	,	,	PUNCT
iassist-909	30	12	moving	move	VERB
iassist-909	30	13	from	from	ADP
iassist-909	30	14	making	make	VERB
iassist-909	30	15	data	datum	NOUN
iassist-909	30	16	available	available	ADJ
iassist-909	30	17	through	through	ADP
iassist-909	30	18	downloads	download	NOUN
iassist-909	30	19	bundles	bundle	NOUN
iassist-909	30	20	from	from	ADP
iassist-909	30	21	catalogues	catalogue	NOUN
iassist-909	30	22	to	to	ADP
iassist-909	30	23	scoping	scope	VERB
iassist-909	30	24	and	and	CCONJ
iassist-909	30	25	providing	provide	VERB
iassist-909	30	26	solutions	solution	NOUN
iassist-909	30	27	for	for	ADP
iassist-909	30	28	secure	secure	ADJ
iassist-909	30	29	data	datum	NOUN
iassist-909	30	30	access	access	NOUN
iassist-909	30	31	,	,	PUNCT
iassist-909	30	32	management	management	NOUN
iassist-909	30	33	,	,	PUNCT
iassist-909	30	34	linking	link	VERB
iassist-909	30	35	,	,	PUNCT
iassist-909	30	36	and	and	CCONJ
iassist-909	30	37	analysis	analysis	NOUN
iassist-909	30	38	within	within	ADP
iassist-909	30	39	the	the	DET
iassist-909	30	40	dsaap	dsaap	PROPN
iassist-909	30	41	environment	environment	NOUN
iassist-909	30	42	.	.	PUNCT
iassist-909	31	1	approved	approve	VERB
iassist-909	31	2	researchers	researcher	NOUN
iassist-909	31	3	should	should	AUX
iassist-909	31	4	be	be	AUX
iassist-909	31	5	able	able	ADJ
iassist-909	31	6	to	to	PART
iassist-909	31	7	log	log	VERB
iassist-909	31	8	into	into	ADP
iassist-909	31	9	dsaap	dsaap	PROPN
iassist-909	31	10	work	work	NOUN
iassist-909	31	11	areas	area	NOUN
iassist-909	31	12	with	with	ADP
iassist-909	31	13	access	access	NOUN
iassist-909	31	14	to	to	ADP
iassist-909	31	15	the	the	DET
iassist-909	31	16	data	datum	NOUN
iassist-909	31	17	they	they	PRON
iassist-909	31	18	will	will	AUX
iassist-909	31	19	work	work	VERB
iassist-909	31	20	with	with	ADP
iassist-909	31	21	,	,	PUNCT
iassist-909	31	22	and	and	CCONJ
iassist-909	31	23	as	as	SCONJ
iassist-909	31	24	functionality	functionality	NOUN
iassist-909	31	25	develops	develop	VERB
iassist-909	31	26	,	,	PUNCT
iassist-909	31	27	dsaap	dsaap	PROPN
iassist-909	31	28	will	will	AUX
iassist-909	31	29	facilitate	facilitate	VERB
iassist-909	31	30	self	self	NOUN
iassist-909	31	31	-	-	PUNCT
iassist-909	31	32	service	service	NOUN
iassist-909	31	33	for	for	ADP
iassist-909	31	34	researchers	researcher	NOUN
iassist-909	31	35	and	and	CCONJ
iassist-909	31	36	other	other	ADJ
iassist-909	31	37	users	user	NOUN
iassist-909	31	38	,	,	PUNCT
iassist-909	31	39	unifying	unify	VERB
iassist-909	31	40	data	datum	NOUN
iassist-909	31	41	tools	tool	NOUN
iassist-909	31	42	and	and	CCONJ
iassist-909	31	43	querying	query	VERB
iassist-909	31	44	,	,	PUNCT
iassist-909	31	45	linking	link	VERB
iassist-909	31	46	and	and	CCONJ
iassist-909	31	47	analysing	analyse	VERB
iassist-909	31	48	data	datum	NOUN
iassist-909	31	49	across	across	ADP
iassist-909	31	50	a	a	DET
iassist-909	31	51	complex	complex	ADJ
iassist-909	31	52	environment	environment	NOUN
iassist-909	31	53	.	.	PUNCT
iassist-909	32	1	the	the	DET
iassist-909	32	2	strategic	strategic	ADJ
iassist-909	32	3	impetus	impetus	NOUN
iassist-909	32	4	driving	drive	VERB
iassist-909	32	5	the	the	DET
iassist-909	32	6	project	project	NOUN
iassist-909	32	7	is	be	AUX
iassist-909	32	8	to	to	PART
iassist-909	32	9	create	create	VERB
iassist-909	32	10	a	a	DET
iassist-909	32	11	twenty	twenty	NUM
iassist-909	32	12	-	-	PUNCT
iassist-909	32	13	first	first	ADJ
iassist-909	32	14	century	century	NOUN
iassist-909	32	15	data	datum	NOUN
iassist-909	32	16	solution	solution	NOUN
iassist-909	32	17	for	for	ADP
iassist-909	32	18	the	the	DET
iassist-909	32	19	ongoing	ongoing	ADJ
iassist-909	32	20	data	datum	NOUN
iassist-909	32	21	access	access	NOUN
iassist-909	32	22	and	and	CCONJ
iassist-909	32	23	curation	curation	NOUN
iassist-909	32	24	communities	community	NOUN
iassist-909	32	25	.	.	PUNCT
iassist-909	33	1	in	in	ADP
iassist-909	33	2	developing	develop	VERB
iassist-909	33	3	the	the	DET
iassist-909	33	4	dsaap	dsaap	NOUN
iassist-909	33	5	,	,	PUNCT
iassist-909	33	6	bdns	bdns	PROPN
iassist-909	33	7	has	have	AUX
iassist-909	33	8	adopted	adopt	VERB
iassist-909	33	9	the	the	DET
iassist-909	33	10	philosophy	philosophy	NOUN
iassist-909	33	11	of	of	ADP
iassist-909	33	12	the	the	DET
iassist-909	33	13	open	open	ADJ
iassist-909	33	14	data	data	NOUN
iassist-909	33	15	platform	platform	NOUN
iassist-909	33	16	initiative	initiative	NOUN
iassist-909	33	17	(	(	PUNCT
iassist-909	33	18	odpi),12	odpi),12	AUX
iassist-909	33	19	focusing	focus	VERB
iassist-909	33	20	on	on	ADP
iassist-909	33	21	developing	develop	VERB
iassist-909	33	22	a	a	DET
iassist-909	33	23	standardised	standardised	ADJ
iassist-909	33	24	data	data	NOUN
iassist-909	33	25	working	work	VERB
iassist-909	33	26	environment	environment	NOUN
iassist-909	33	27	facilitated	facilitate	VERB
iassist-909	33	28	entirely	entirely	ADV
iassist-909	33	29	through	through	ADP
iassist-909	33	30	open	open	ADJ
iassist-909	33	31	-	-	PUNCT
iassist-909	33	32	source	source	NOUN
iassist-909	33	33	software	software	NOUN
iassist-909	33	34	.	.	PUNCT
iassist-909	34	1	in	in	ADP
iassist-909	34	2	referring	refer	VERB
iassist-909	34	3	to	to	ADP
iassist-909	34	4	an	an	DET
iassist-909	34	5	‘	'	PUNCT
iassist-909	34	6	open	open	ADJ
iassist-909	34	7	data	data	NOUN
iassist-909	34	8	platform	platform	NOUN
iassist-909	34	9	’	'	PUNCT
iassist-909	34	10	,	,	PUNCT
iassist-909	34	11	this	this	PRON
iassist-909	34	12	does	do	AUX
iassist-909	34	13	not	not	PART
iassist-909	34	14	mean	mean	VERB
iassist-909	34	15	that	that	SCONJ
iassist-909	34	16	the	the	DET
iassist-909	34	17	platform	platform	NOUN
iassist-909	34	18	support	support	NOUN
iassist-909	34	19	is	be	AUX
iassist-909	34	20	limited	limit	VERB
iassist-909	34	21	to	to	PART
iassist-909	34	22	open	open	VERB
iassist-909	34	23	data	datum	NOUN
iassist-909	34	24	.	.	PUNCT
iassist-909	35	1	openness	openness	NOUN
iassist-909	35	2	refers	refer	VERB
iassist-909	35	3	to	to	ADP
iassist-909	35	4	the	the	DET
iassist-909	35	5	data	data	PROPN
iassist-909	35	6	lake	lake	PROPN
iassist-909	35	7	’s	’s	PART
iassist-909	35	8	open	open	PROPN
iassist-909	35	9	source	source	NOUN
iassist-909	35	10	software	software	NOUN
iassist-909	35	11	build	build	VERB
iassist-909	35	12	,	,	PUNCT
iassist-909	35	13	and	and	CCONJ
iassist-909	35	14	to	to	ADP
iassist-909	35	15	the	the	DET
iassist-909	35	16	ongoing	ongoing	ADJ
iassist-909	35	17	cross	cross	ADJ
iassist-909	35	18	-	-	ADJ
iassist-909	35	19	community	community	ADJ
iassist-909	35	20	technological	technological	ADJ
iassist-909	35	21	development	development	NOUN
iassist-909	35	22	of	of	ADP
iassist-909	35	23	which	which	PRON
iassist-909	35	24	the	the	DET
iassist-909	35	25	dsaap	dsaap	PROPN
iassist-909	35	26	itself	itself	PRON
iassist-909	35	27	is	be	AUX
iassist-909	35	28	a	a	DET
iassist-909	35	29	part	part	NOUN
iassist-909	35	30	and	and	CCONJ
iassist-909	35	31	an	an	DET
iassist-909	35	32	exemplar	exemplar	NOUN
iassist-909	35	33	,	,	PUNCT
iassist-909	35	34	and	and	CCONJ
iassist-909	35	35	in	in	ADP
iassist-909	35	36	which	which	PRON
iassist-909	35	37	dsaap	dsaap	PROPN
iassist-909	35	38	developers	developer	NOUN
iassist-909	35	39	and	and	CCONJ
iassist-909	35	40	users	user	NOUN
iassist-909	35	41	are	be	AUX
iassist-909	35	42	members	member	NOUN
iassist-909	35	43	.	.	PUNCT
iassist-909	36	1	support	support	NOUN
iassist-909	36	2	will	will	AUX
iassist-909	36	3	be	be	AUX
iassist-909	36	4	provided	provide	VERB
iassist-909	36	5	for	for	ADP
iassist-909	36	6	users	user	NOUN
iassist-909	36	7	across	across	ADP
iassist-909	36	8	a	a	DET
iassist-909	36	9	wide	wide	ADJ
iassist-909	36	10	range	range	NOUN
iassist-909	36	11	of	of	ADP
iassist-909	36	12	technical	technical	ADJ
iassist-909	36	13	expertise	expertise	NOUN
iassist-909	36	14	,	,	PUNCT
iassist-909	36	15	catering	cater	VERB
iassist-909	36	16	for	for	ADP
iassist-909	36	17	novices	novice	NOUN
iassist-909	36	18	who	who	PRON
iassist-909	36	19	needs	need	VERB
iassist-909	36	20	to	to	PART
iassist-909	36	21	navigate	navigate	VERB
iassist-909	36	22	and	and	CCONJ
iassist-909	36	23	query	query	VERB
iassist-909	36	24	data	datum	NOUN
iassist-909	36	25	using	use	VERB
iassist-909	36	26	point	point	NOUN
iassist-909	36	27	and	and	CCONJ
iassist-909	36	28	click	click	VERB
iassist-909	36	29	or	or	CCONJ
iassist-909	36	30	drag	drag	VERB
iassist-909	36	31	and	and	CCONJ
iassist-909	36	32	drop	drop	NOUN
iassist-909	36	33	interfaces	interface	NOUN
iassist-909	36	34	,	,	PUNCT
iassist-909	36	35	researchers	researcher	NOUN
iassist-909	36	36	interested	interested	ADJ
iassist-909	36	37	in	in	ADP
iassist-909	36	38	applying	apply	VERB
iassist-909	36	39	traditional	traditional	ADJ
iassist-909	36	40	techniques	technique	NOUN
iassist-909	36	41	such	such	ADJ
iassist-909	36	42	as	as	ADP
iassist-909	36	43	linear	linear	PROPN
iassist-909	36	44	regression	regression	NOUN
iassist-909	36	45	or	or	CCONJ
iassist-909	36	46	analysis	analysis	NOUN
iassist-909	36	47	of	of	ADP
iassist-909	36	48	variance	variance	NOUN
iassist-909	36	49	(	(	PUNCT
iassist-909	36	50	anova	anova	PROPN
iassist-909	36	51	)	)	PUNCT
iassist-909	36	52	,	,	PUNCT
iassist-909	36	53	analysts	analyst	NOUN
iassist-909	36	54	interested	interested	ADJ
iassist-909	36	55	in	in	ADP
iassist-909	36	56	employing	employ	VERB
iassist-909	36	57	machine	machine	NOUN
iassist-909	36	58	learning	learn	VERB
iassist-909	36	59	algorithms	algorithm	NOUN
iassist-909	36	60	such	such	ADJ
iassist-909	36	61	as	as	ADP
iassist-909	36	62	random	random	ADJ
iassist-909	36	63	forest	forest	NOUN
iassist-909	36	64	,	,	PUNCT
iassist-909	36	65	nearest	near	ADJ
iassist-909	36	66	neighbours	neighbour	NOUN
iassist-909	36	67	,	,	PUNCT
iassist-909	36	68	or	or	CCONJ
iassist-909	36	69	text	text	NOUN
iassist-909	36	70	mining	mining	NOUN
iassist-909	36	71	techniques	technique	NOUN
iassist-909	36	72	,	,	PUNCT
iassist-909	36	73	up	up	ADP
iassist-909	36	74	to	to	ADP
iassist-909	36	75	technologists	technologist	NOUN
iassist-909	36	76	or	or	CCONJ
iassist-909	36	77	developers	developer	NOUN
iassist-909	36	78	who	who	PRON
iassist-909	36	79	want	want	VERB
iassist-909	36	80	to	to	PART
iassist-909	36	81	develop	develop	VERB
iassist-909	36	82	their	their	PRON
iassist-909	36	83	own	own	ADJ
iassist-909	36	84	bespoke	bespoke	NOUN
iassist-909	36	85	data	datum	NOUN
iassist-909	36	86	tools	tool	NOUN
iassist-909	36	87	.	.	PUNCT
iassist-909	37	1	in	in	ADP
iassist-909	37	2	keeping	keep	VERB
iassist-909	37	3	with	with	ADP
iassist-909	37	4	the	the	DET
iassist-909	37	5	ukds	ukds	ADJ
iassist-909	37	6	public	public	ADJ
iassist-909	37	7	service	service	NOUN
iassist-909	37	8	ethos	ethos	VERB
iassist-909	37	9	and	and	CCONJ
iassist-909	37	10	with	with	ADP
iassist-909	37	11	the	the	DET
iassist-909	37	12	spirit	spirit	NOUN
iassist-909	37	13	of	of	ADP
iassist-909	37	14	open	open	ADJ
iassist-909	37	15	science	science	NOUN
iassist-909	37	16	,	,	PUNCT
iassist-909	37	17	it	it	PRON
iassist-909	37	18	is	be	AUX
iassist-909	37	19	hoped	hope	VERB
iassist-909	37	20	that	that	SCONJ
iassist-909	37	21	researchers	researcher	NOUN
iassist-909	37	22	using	use	VERB
iassist-909	37	23	the	the	DET
iassist-909	37	24	dsaap	dsaap	PROPN
iassist-909	37	25	will	will	AUX
iassist-909	37	26	participate	participate	VERB
iassist-909	37	27	in	in	ADP
iassist-909	37	28	knowledge	knowledge	NOUN
iassist-909	37	29	sharing	sharing	NOUN
iassist-909	37	30	and	and	CCONJ
iassist-909	37	31	functionality	functionality	NOUN
iassist-909	37	32	development	development	NOUN
iassist-909	37	33	by	by	ADP
iassist-909	37	34	contributing	contribute	VERB
iassist-909	37	35	to	to	ADP
iassist-909	37	36	shared	share	VERB
iassist-909	37	37	repositories	repository	NOUN
iassist-909	37	38	of	of	ADP
iassist-909	37	39	software	software	NOUN
iassist-909	37	40	code	code	NOUN
iassist-909	37	41	and	and	CCONJ
iassist-909	37	42	analytical	analytical	ADJ
iassist-909	37	43	techniques	technique	NOUN
iassist-909	37	44	.	.	PUNCT
iassist-909	38	1	while	while	SCONJ
iassist-909	38	2	capable	capable	ADJ
iassist-909	38	3	of	of	ADP
iassist-909	38	4	scaling	scale	VERB
iassist-909	38	5	as	as	ADV
iassist-909	38	6	necessary	necessary	ADJ
iassist-909	38	7	to	to	PART
iassist-909	38	8	accommodate	accommodate	VERB
iassist-909	38	9	nnfd	nnfd	PROPN
iassist-909	38	10	,	,	PUNCT
iassist-909	38	11	all	all	DET
iassist-909	38	12	dsaap	dsaap	ADJ
iassist-909	38	13	-	-	PUNCT
iassist-909	38	14	based	base	VERB
iassist-909	38	15	data	datum	NOUN
iassist-909	38	16	storage	storage	NOUN
iassist-909	38	17	and	and	CCONJ
iassist-909	38	18	access	access	NOUN
iassist-909	38	19	provision	provision	NOUN
iassist-909	38	20	will	will	AUX
iassist-909	38	21	be	be	AUX
iassist-909	38	22	governed	govern	VERB
iassist-909	38	23	by	by	ADP
iassist-909	38	24	established	establish	VERB
iassist-909	38	25	research	research	NOUN
iassist-909	38	26	data	datum	NOUN
iassist-909	38	27	management	management	NOUN
iassist-909	38	28	(	(	PUNCT
iassist-909	38	29	rdm	rdm	PROPN
iassist-909	38	30	)	)	PUNCT
iassist-909	38	31	principles	principle	NOUN
iassist-909	38	32	which	which	PRON
iassist-909	38	33	underpin	underpin	VERB
iassist-909	38	34	all	all	DET
iassist-909	38	35	ukds	ukds	NOUN
iassist-909	38	36	archiving	archiving	NOUN
iassist-909	38	37	and	and	CCONJ
iassist-909	38	38	curation	curation	NOUN
iassist-909	38	39	work.13	work.13	NOUN
iassist-909	38	40	ukds	ukds	NOUN
iassist-909	38	41	data	datum	NOUN
iassist-909	38	42	is	be	AUX
iassist-909	38	43	protected	protect	VERB
iassist-909	38	44	by	by	ADP
iassist-909	38	45	enterprise	enterprise	NOUN
iassist-909	38	46	-	-	PUNCT
iassist-909	38	47	grade	grade	NOUN
iassist-909	38	48	security	security	NOUN
iassist-909	38	49	and	and	CCONJ
iassist-909	38	50	governance	governance	NOUN
iassist-909	38	51	,	,	PUNCT
iassist-909	38	52	with	with	SCONJ
iassist-909	38	53	access	access	NOUN
iassist-909	38	54	governed	govern	VERB
iassist-909	38	55	by	by	ADP
iassist-909	38	56	the	the	DET
iassist-909	38	57	ukds	ukds	NOUN
iassist-909	38	58	three	three	NUM
iassist-909	38	59	-	-	PUNCT
iassist-909	38	60	tier	tier	NOUN
iassist-909	38	61	classification	classification	NOUN
iassist-909	38	62	of	of	ADP
iassist-909	38	63	open	open	ADJ
iassist-909	38	64	,	,	PUNCT
iassist-909	38	65	safeguarded	safeguard	VERB
iassist-909	38	66	,	,	PUNCT
iassist-909	38	67	and	and	CCONJ
iassist-909	38	68	controlled	control	VERB
iassist-909	38	69	data.14	data.14	PROPN
iassist-909	38	70	if	if	SCONJ
iassist-909	38	71	sensitive	sensitive	ADJ
iassist-909	38	72	data	datum	NOUN
iassist-909	38	73	is	be	AUX
iassist-909	38	74	ingested	ingest	VERB
iassist-909	38	75	to	to	ADP
iassist-909	38	76	dsaap	dsaap	PROPN
iassist-909	38	77	,	,	PUNCT
iassist-909	38	78	research	research	NOUN
iassist-909	38	79	will	will	AUX
iassist-909	38	80	be	be	AUX
iassist-909	38	81	regulated	regulate	VERB
iassist-909	38	82	within	within	ADP
iassist-909	38	83	the	the	DET
iassist-909	38	84	‘	'	PUNCT
iassist-909	38	85	five	five	NUM
iassist-909	38	86	safes	safe	NOUN
iassist-909	38	87	’	'	PUNCT
iassist-909	38	88	15	15	NUM
iassist-909	38	89	framework	framework	NOUN
iassist-909	38	90	of	of	ADP
iassist-909	38	91	safe	safe	ADJ
iassist-909	38	92	people	people	NOUN
iassist-909	38	93	,	,	PUNCT
iassist-909	38	94	safe	safe	ADJ
iassist-909	38	95	projects	project	NOUN
iassist-909	38	96	,	,	PUNCT
iassist-909	38	97	safe	safe	ADJ
iassist-909	38	98	settings	setting	NOUN
iassist-909	38	99	,	,	PUNCT
iassist-909	38	100	safe	safe	ADJ
iassist-909	38	101	outputs	output	NOUN
iassist-909	38	102	,	,	PUNCT
iassist-909	38	103	and	and	CCONJ
iassist-909	38	104	safe	safe	ADJ
iassist-909	38	105	data	datum	NOUN
iassist-909	38	106	.	.	PUNCT
iassist-909	39	1	as	as	ADP
iassist-909	39	2	working	work	VERB
iassist-909	39	3	with	with	ADP
iassist-909	39	4	very	very	ADV
iassist-909	39	5	large	large	ADJ
iassist-909	39	6	datasets	dataset	NOUN
iassist-909	39	7	or	or	CCONJ
iassist-909	39	8	linking	link	VERB
iassist-909	39	9	multiple	multiple	ADJ
iassist-909	39	10	datasets	dataset	NOUN
iassist-909	39	11	can	can	AUX
iassist-909	39	12	pose	pose	VERB
iassist-909	39	13	risks	risk	NOUN
iassist-909	39	14	to	to	ADP
iassist-909	39	15	anonymity	anonymity	NOUN
iassist-909	39	16	and	and	CCONJ
iassist-909	39	17	privacy	privacy	NOUN
iassist-909	39	18	,	,	PUNCT
iassist-909	39	19	rigorous	rigorous	ADJ
iassist-909	39	20	machine	machine	NOUN
iassist-909	39	21	actionable	actionable	ADJ
iassist-909	39	22	statistical	statistical	ADJ
iassist-909	39	23	disclosure	disclosure	NOUN
iassist-909	39	24	control	control	NOUN
iassist-909	39	25	(	(	PUNCT
iassist-909	39	26	sdc	sdc	NOUN
iassist-909	39	27	)	)	PUNCT
iassist-909	39	28	checks	check	NOUN
iassist-909	39	29	should	should	AUX
iassist-909	39	30	be	be	AUX
iassist-909	39	31	applied	apply	VERB
iassist-909	39	32	when	when	SCONJ
iassist-909	39	33	data	datum	NOUN
iassist-909	39	34	is	be	AUX
iassist-909	39	35	ingested	ingest	VERB
iassist-909	39	36	,	,	PUNCT
iassist-909	39	37	to	to	PART
iassist-909	39	38	determine	determine	VERB
iassist-909	39	39	appropriate	appropriate	ADJ
iassist-909	39	40	levels	level	NOUN
iassist-909	39	41	of	of	ADP
iassist-909	39	42	access	access	NOUN
iassist-909	39	43	security	security	NOUN
iassist-909	39	44	,	,	PUNCT
iassist-909	39	45	and	and	CCONJ
iassist-909	39	46	to	to	ADP
iassist-909	39	47	all	all	DET
iassist-909	39	48	potentially	potentially	ADV
iassist-909	39	49	disclosive	disclosive	ADJ
iassist-909	39	50	outputs	output	NOUN
iassist-909	39	51	.	.	PUNCT
iassist-909	40	1	sample	sample	NOUN
iassist-909	40	2	use	use	NOUN
iassist-909	40	3	case	case	NOUN
iassist-909	40	4	:	:	PUNCT
iassist-909	40	5	exploratory	exploratory	ADJ
iassist-909	40	6	data	datum	NOUN
iassist-909	40	7	analysis	analysis	NOUN
iassist-909	40	8	with	with	ADP
iassist-909	40	9	household	household	NOUN
iassist-909	40	10	energy	energy	NOUN
iassist-909	40	11	data	datum	NOUN
iassist-909	40	12	dsaap	dsaap	PROPN
iassist-909	40	13	capabilities	capability	NOUN
iassist-909	40	14	in	in	ADP
iassist-909	40	15	generating	generating	NOUN
iassist-909	40	16	value	value	NOUN
iassist-909	40	17	from	from	ADP
iassist-909	40	18	nnfd	nnfd	NOUN
iassist-909	40	19	is	be	AUX
iassist-909	40	20	illustrated	illustrate	VERB
iassist-909	40	21	by	by	ADP
iassist-909	40	22	work	work	NOUN
iassist-909	40	23	on	on	ADP
iassist-909	40	24	smarter	smart	ADJ
iassist-909	40	25	household	household	NOUN
iassist-909	40	26	energy	energy	NOUN
iassist-909	40	27	data	datum	NOUN
iassist-909	40	28	:	:	PUNCT
iassist-909	40	29	infrastructure	infrastructure	NOUN
iassist-909	40	30	for	for	ADP
iassist-909	40	31	policy	policy	NOUN
iassist-909	40	32	and	and	CCONJ
iassist-909	40	33	planning16	planning16	NOUN
iassist-909	40	34	(	(	PUNCT
iassist-909	40	35	shed	shed	NOUN
iassist-909	40	36	)	)	PUNCT
iassist-909	40	37	,	,	PUNCT
iassist-909	40	38	an	an	DET
iassist-909	40	39	associated	associated	ADJ
iassist-909	40	40	project	project	NOUN
iassist-909	40	41	in	in	ADP
iassist-909	40	42	partnership	partnership	NOUN
iassist-909	40	43	with	with	ADP
iassist-909	40	44	the	the	DET
iassist-909	40	45	university	university	PROPN
iassist-909	40	46	of	of	ADP
iassist-909	40	47	cape	cape	PROPN
iassist-909	40	48	town	town	NOUN
iassist-909	40	49	’	'	PUNCT
iassist-909	40	50	datafirst17	datafirst17	NOUN
iassist-909	40	51	and	and	CCONJ
iassist-909	40	52	university	university	PROPN
iassist-909	40	53	college	college	PROPN
iassist-909	40	54	london	london	PROPN
iassist-909	40	55	’s	’s	PART
iassist-909	40	56	energy	energy	NOUN
iassist-909	40	57	institute,18	institute,18	NOUN
iassist-909	40	58	which	which	PRON
iassist-909	40	59	‘	'	PUNCT
iassist-909	40	60	focuses	focus	VERB
iassist-909	40	61	on	on	ADP
iassist-909	40	62	data	datum	NOUN
iassist-909	40	63	infrastructure	infrastructure	NOUN
iassist-909	40	64	and	and	CCONJ
iassist-909	40	65	brings	bring	VERB
iassist-909	40	66	together	together	ADP
iassist-909	40	67	data	datum	NOUN
iassist-909	40	68	professionals	professional	NOUN
iassist-909	40	69	,	,	PUNCT
iassist-909	40	70	energy	energy	NOUN
iassist-909	40	71	researchers	researcher	NOUN
iassist-909	40	72	and	and	CCONJ
iassist-909	40	73	policymakers	policymaker	NOUN
iassist-909	40	74	in	in	ADP
iassist-909	40	75	sa	sa	PROPN
iassist-909	40	76	and	and	CCONJ
iassist-909	40	77	the	the	DET
iassist-909	40	78	uk	uk	PROPN
iassist-909	40	79	’	'	PUNCT
iassist-909	40	80	.	.	PUNCT
iassist-909	41	1	dsaap	dsaap	PROPN
iassist-909	41	2	and	and	CCONJ
iassist-909	41	3	shed	shed	VERB
iassist-909	41	4	intersect	intersect	ADJ
iassist-909	41	5	,	,	PUNCT
iassist-909	41	6	as	as	SCONJ
iassist-909	41	7	the	the	DET
iassist-909	41	8	shed	shed	ADJ
iassist-909	41	9	infrastructure	infrastructure	NOUN
iassist-909	41	10	component	component	NOUN
iassist-909	41	11	will	will	AUX
iassist-909	41	12	be	be	AUX
iassist-909	41	13	provided	provide	VERB
iassist-909	41	14	by	by	ADP
iassist-909	41	15	dsaap	dsaap	NOUN
iassist-909	41	16	,	,	PUNCT
iassist-909	41	17	while	while	SCONJ
iassist-909	41	18	shed	shed	VERB
iassist-909	41	19	will	will	AUX
iassist-909	41	20	provide	provide	VERB
iassist-909	41	21	dsaap	dsaap	PROPN
iassist-909	41	22	use	use	NOUN
iassist-909	41	23	cases	case	NOUN
iassist-909	41	24	,	,	PUNCT
iassist-909	41	25	from	from	ADP
iassist-909	41	26	ingest	ingest	NOUN
iassist-909	41	27	to	to	PART
iassist-909	41	28	endpoint	endpoint	VERB
iassist-909	41	29	,	,	PUNCT
iassist-909	41	30	of	of	ADP
iassist-909	41	31	data	datum	NOUN
iassist-909	41	32	valuable	valuable	ADJ
iassist-909	41	33	in	in	ADP
iassist-909	41	34	household	household	NOUN
iassist-909	41	35	energy	energy	NOUN
iassist-909	41	36	consumption	consumption	NOUN
iassist-909	41	37	researchers	researcher	NOUN
iassist-909	41	38	.	.	PUNCT
iassist-909	42	1	shed	shed	ADJ
iassist-909	42	2	project	project	NOUN
iassist-909	42	3	work	work	NOUN
iassist-909	42	4	has	have	AUX
iassist-909	42	5	involved	involve	VERB
iassist-909	42	6	scoping	scope	VERB
iassist-909	42	7	the	the	DET
iassist-909	42	8	household	household	NOUN
iassist-909	42	9	energy	energy	NOUN
iassist-909	42	10	field	field	NOUN
iassist-909	42	11	through	through	ADP
iassist-909	42	12	reading	reading	NOUN
iassist-909	42	13	and	and	CCONJ
iassist-909	42	14	undertaking	undertake	VERB
iassist-909	42	15	engagement	engagement	NOUN
iassist-909	42	16	with	with	ADP
iassist-909	42	17	the	the	DET
iassist-909	42	18	research	research	NOUN
iassist-909	42	19	community	community	NOUN
iassist-909	42	20	,	,	PUNCT
iassist-909	42	21	canvassing	canvass	VERB
iassist-909	42	22	requirements	requirement	NOUN
iassist-909	42	23	through	through	ADP
iassist-909	42	24	roundtable	roundtable	ADJ
iassist-909	42	25	meetings19	meetings19	NOUN
iassist-909	42	26	and	and	CCONJ
iassist-909	42	27	collaboration	collaboration	NOUN
iassist-909	42	28	with	with	ADP
iassist-909	42	29	individual	individual	ADJ
iassist-909	42	30	researchers	researcher	NOUN
iassist-909	42	31	working	work	VERB
iassist-909	42	32	on	on	ADP
iassist-909	42	33	household	household	NOUN
iassist-909	42	34	energy	energy	NOUN
iassist-909	42	35	.	.	PUNCT
iassist-909	43	1	while	while	SCONJ
iassist-909	43	2	dsaap	dsaap	PROPN
iassist-909	43	3	is	be	AUX
iassist-909	43	4	developing	develop	VERB
iassist-909	43	5	discipline	discipline	NOUN
iassist-909	43	6	-	-	PUNCT
iassist-909	43	7	agnostic	agnostic	ADJ
iassist-909	43	8	,	,	PUNCT
iassist-909	43	9	generic	generic	ADJ
iassist-909	43	10	systems	system	NOUN
iassist-909	43	11	and	and	CCONJ
iassist-909	43	12	tools	tool	NOUN
iassist-909	43	13	of	of	ADP
iassist-909	43	14	value	value	NOUN
iassist-909	43	15	to	to	ADP
iassist-909	43	16	a	a	DET
iassist-909	43	17	wide	wide	ADJ
iassist-909	43	18	user	user	NOUN
iassist-909	43	19	base	base	NOUN
iassist-909	43	20	,	,	PUNCT
iassist-909	43	21	this	this	DET
iassist-909	43	22	association	association	NOUN
iassist-909	43	23	with	with	ADP
iassist-909	43	24	specific	specific	ADJ
iassist-909	43	25	research	research	NOUN
iassist-909	43	26	and	and	CCONJ
iassist-909	43	27	datasets	dataset	NOUN
iassist-909	43	28	facilitates	facilitate	VERB
iassist-909	43	29	pilot	pilot	NOUN
iassist-909	43	30	project	project	NOUN
iassist-909	43	31	initiation	initiation	NOUN
iassist-909	43	32	,	,	PUNCT
iassist-909	43	33	data	data	NOUN
iassist-909	43	34	processing	processing	NOUN
iassist-909	43	35	test	test	NOUN
iassist-909	43	36	cases	case	NOUN
iassist-909	43	37	,	,	PUNCT
iassist-909	43	38	and	and	CCONJ
iassist-909	43	39	analytical	analytical	ADJ
iassist-909	43	40	proofs	proof	NOUN
iassist-909	43	41	of	of	ADP
iassist-909	43	42	concept	concept	NOUN
iassist-909	43	43	.	.	PUNCT
iassist-909	44	1	more	more	ADV
iassist-909	44	2	general	general	ADJ
iassist-909	44	3	,	,	PUNCT
iassist-909	44	4	generic	generic	ADJ
iassist-909	44	5	data	datum	NOUN
iassist-909	44	6	analysis	analysis	NOUN
iassist-909	44	7	work	work	NOUN
iassist-909	44	8	has	have	AUX
iassist-909	44	9	also	also	ADV
iassist-909	44	10	been	be	AUX
iassist-909	44	11	carried	carry	VERB
iassist-909	44	12	out	out	ADP
iassist-909	44	13	by	by	ADP
iassist-909	44	14	ukds	ukds	NOUN
iassist-909	44	15	staff	staff	NOUN
iassist-909	44	16	on	on	ADP
iassist-909	44	17	a	a	DET
iassist-909	44	18	large	large	ADJ
iassist-909	44	19	dataset	dataset	NOUN
iassist-909	44	20	collected	collect	VERB
iassist-909	44	21	during	during	ADP
iassist-909	44	22	the	the	DET
iassist-909	44	23	energy	energy	NOUN
iassist-909	44	24	demand	demand	NOUN
iassist-909	44	25	research	research	NOUN
iassist-909	44	26	project	project	NOUN
iassist-909	44	27	(	(	PUNCT
iassist-909	44	28	edrp	edrp	PROPN
iassist-909	44	29	)	)	PUNCT
iassist-909	44	30	,	,	PUNCT
iassist-909	44	31	a	a	DET
iassist-909	44	32	series	series	NOUN
iassist-909	44	33	of	of	ADP
iassist-909	44	34	experimental	experimental	ADJ
iassist-909	44	35	trials	trial	NOUN
iassist-909	44	36	involving	involve	VERB
iassist-909	44	37	smart	smart	ADJ
iassist-909	44	38	meters	meter	NOUN
iassist-909	44	39	on	on	ADP
iassist-909	44	40	household	household	NOUN
iassist-909	44	41	energy	energy	NOUN
iassist-909	44	42	consumption	consumption	NOUN
iassist-909	44	43	during	during	ADP
iassist-909	44	44	2008	2008	NUM
iassist-909	44	45	-	-	SYM
iassist-909	44	46	2010	2010	NUM
iassist-909	44	47	which	which	PRON
iassist-909	44	48	was	be	AUX
iassist-909	44	49	deposited	deposit	VERB
iassist-909	44	50	by	by	ADP
iassist-909	44	51	the	the	DET
iassist-909	44	52	department	department	PROPN
iassist-909	44	53	of	of	ADP
iassist-909	44	54	energy	energy	NOUN
iassist-909	44	55	and	and	CCONJ
iassist-909	44	56	climate	climate	NOUN
iassist-909	44	57	change	change	NOUN
iassist-909	44	58	(	(	PUNCT
iassist-909	44	59	decc	decc	PROPN
iassist-909	44	60	)	)	PUNCT
iassist-909	44	61	with	with	ADP
iassist-909	44	62	the	the	DET
iassist-909	44	63	ukds	ukds	NOUN
iassist-909	44	64	for	for	ADP
iassist-909	44	65	curation	curation	NOUN
iassist-909	44	66	in	in	ADP
iassist-909	44	67	late	late	ADJ
iassist-909	44	68	2014.20	2014.20	NUM
iassist-909	44	69	the	the	DET
iassist-909	44	70	edrp	edrp	NOUN
iassist-909	44	71	data	datum	NOUN
iassist-909	44	72	presented	present	VERB
iassist-909	44	73	an	an	DET
iassist-909	44	74	initial	initial	ADJ
iassist-909	44	75	technical	technical	ADJ
iassist-909	44	76	challenge	challenge	NOUN
iassist-909	44	77	for	for	ADP
iassist-909	44	78	assessment	assessment	NOUN
iassist-909	44	79	and	and	CCONJ
iassist-909	44	80	curation	curation	NOUN
iassist-909	44	81	,	,	PUNCT
iassist-909	44	82	as	as	SCONJ
iassist-909	44	83	it	it	PRON
iassist-909	44	84	included	include	VERB
iassist-909	44	85	files	file	NOUN
iassist-909	44	86	over	over	ADP
iassist-909	44	87	12	12	NUM
iassist-909	44	88	gb	gb	NOUN
iassist-909	44	89	in	in	ADP
iassist-909	44	90	size	size	NOUN
iassist-909	44	91	containing	contain	VERB
iassist-909	44	92	hundreds	hundred	NOUN
iassist-909	44	93	of	of	ADP
iassist-909	44	94	millions	million	NOUN
iassist-909	44	95	of	of	ADP
iassist-909	44	96	records	record	NOUN
iassist-909	44	97	,	,	PUNCT
iassist-909	44	98	far	far	ADV
iassist-909	44	99	too	too	ADV
iassist-909	44	100	big	big	ADJ
iassist-909	44	101	to	to	PART
iassist-909	44	102	be	be	AUX
iassist-909	44	103	opened	open	VERB
iassist-909	44	104	with	with	ADP
iassist-909	44	105	familiar	familiar	ADJ
iassist-909	44	106	desktop	desktop	NOUN
iassist-909	44	107	software	software	NOUN
iassist-909	44	108	,	,	PUNCT
iassist-909	44	109	and	and	CCONJ
iassist-909	44	110	indeed	indeed	ADV
iassist-909	44	111	too	too	ADV
iassist-909	44	112	big	big	ADJ
iassist-909	44	113	to	to	PART
iassist-909	44	114	be	be	AUX
iassist-909	44	115	fully	fully	ADV
iassist-909	44	116	loaded	load	VERB
iassist-909	44	117	into	into	ADP
iassist-909	44	118	the	the	DET
iassist-909	44	119	memory	memory	NOUN
iassist-909	44	120	of	of	ADP
iassist-909	44	121	standard	standard	ADJ
iassist-909	44	122	pcs	pc	NOUN
iassist-909	44	123	,	,	PUNCT
iassist-909	44	124	regardless	regardless	ADV
iassist-909	44	125	of	of	ADP
iassist-909	44	126	the	the	DET
iassist-909	44	127	software	software	NOUN
iassist-909	44	128	used	use	VERB
iassist-909	44	129	.	.	PUNCT
iassist-909	45	1	a	a	DET
iassist-909	45	2	dsaap	dsaap	PROPN
iassist-909	45	3	prototype	prototype	NOUN
iassist-909	45	4	facilitated	facilitate	VERB
iassist-909	45	5	loading	loading	NOUN
iassist-909	45	6	,	,	PUNCT
iassist-909	45	7	opening	opening	NOUN
iassist-909	45	8	,	,	PUNCT
iassist-909	45	9	and	and	CCONJ
iassist-909	45	10	employing	employ	VERB
iassist-909	45	11	exploratory	exploratory	ADJ
iassist-909	45	12	data	datum	NOUN
iassist-909	45	13	analysis	analysis	NOUN
iassist-909	45	14	(	(	PUNCT
iassist-909	45	15	eda	eda	PROPN
iassist-909	45	16	)	)	PUNCT
iassist-909	45	17	techniques	technique	NOUN
iassist-909	45	18	to	to	PART
iassist-909	45	19	explore	explore	VERB
iassist-909	45	20	the	the	DET
iassist-909	45	21	data.21	data.21	PROPN
iassist-909	45	22	pioneered	pioneer	VERB
iassist-909	45	23	by	by	ADP
iassist-909	45	24	john	john	PROPN
iassist-909	45	25	tukey	tukey	PROPN
iassist-909	45	26	in	in	ADP
iassist-909	45	27	the	the	DET
iassist-909	45	28	late	late	ADJ
iassist-909	45	29	1970s	1970	NOUN
iassist-909	45	30	(	(	PUNCT
iassist-909	45	31	tukey	tukey	NOUN
iassist-909	45	32	,	,	PUNCT
iassist-909	45	33	1977	1977	NUM
iassist-909	45	34	)	)	PUNCT
iassist-909	45	35	and	and	CCONJ
iassist-909	45	36	now	now	ADV
iassist-909	45	37	accepted	accept	VERB
iassist-909	45	38	as	as	ADP
iassist-909	45	39	an	an	DET
iassist-909	45	40	important	important	ADJ
iassist-909	45	41	component	component	NOUN
iassist-909	45	42	in	in	ADP
iassist-909	45	43	data	datum	NOUN
iassist-909	45	44	science	science	NOUN
iassist-909	45	45	,	,	PUNCT
iassist-909	45	46	eda	eda	PROPN
iassist-909	45	47	involves	involve	VERB
iassist-909	45	48	initial	initial	ADJ
iassist-909	45	49	,	,	PUNCT
iassist-909	45	50	non	non	ADJ
iassist-909	45	51	-	-	ADJ
iassist-909	45	52	hypothesis	hypothesis	NOUN
iassist-909	45	53	driven	drive	VERB
iassist-909	45	54	,	,	PUNCT
iassist-909	45	55	investigation	investigation	NOUN
iassist-909	45	56	of	of	ADP
iassist-909	45	57	data	datum	NOUN
iassist-909	45	58	,	,	PUNCT
iassist-909	45	59	developed	develop	VERB
iassist-909	45	60	by	by	ADP
iassist-909	45	61	generating	generate	VERB
iassist-909	45	62	summary	summary	NOUN
iassist-909	45	63	statistics	statistic	NOUN
iassist-909	45	64	,	,	PUNCT
iassist-909	45	65	plotting	plot	VERB
iassist-909	45	66	variable	variable	ADJ
iassist-909	45	67	distributions	distribution	NOUN
iassist-909	45	68	and	and	CCONJ
iassist-909	45	69	time	time	NOUN
iassist-909	45	70	series	series	NOUN
iassist-909	45	71	,	,	PUNCT
iassist-909	45	72	and	and	CCONJ
iassist-909	45	73	transforming	transform	VERB
iassist-909	45	74	data	datum	NOUN
iassist-909	45	75	,	,	PUNCT
iassist-909	45	76	and	and	CCONJ
iassist-909	45	77	is	be	AUX
iassist-909	45	78	often	often	ADV
iassist-909	45	79	used	use	VERB
iassist-909	45	80	as	as	ADP
iassist-909	45	81	a	a	DET
iassist-909	45	82	crucial	crucial	ADJ
iassist-909	45	83	first	first	ADJ
iassist-909	45	84	step	step	NOUN
iassist-909	45	85	towards	towards	ADP
iassist-909	45	86	understanding	understand	VERB
iassist-909	45	87	data	datum	NOUN
iassist-909	45	88	,	,	PUNCT
iassist-909	45	89	particularly	particularly	ADV
iassist-909	45	90	large	large	ADJ
iassist-909	45	91	,	,	PUNCT
iassist-909	45	92	unfamiliar	unfamiliar	ADJ
iassist-909	45	93	datasets	dataset	NOUN
iassist-909	45	94	(	(	PUNCT
iassist-909	45	95	marsh	marsh	PROPN
iassist-909	45	96	,	,	PUNCT
iassist-909	45	97	c	c	PROPN
iassist-909	45	98	&	&	CCONJ
iassist-909	45	99	elliott	elliott	PROPN
iassist-909	45	100	2008	2008	NUM
iassist-909	45	101	,	,	PUNCT
iassist-909	45	102	o’neil	o’neil	PROPN
iassist-909	45	103	and	and	CCONJ
iassist-909	45	104	schutt	schutt	PROPN
iassist-909	45	105	,	,	PUNCT
iassist-909	45	106	2013	2013	NUM
iassist-909	45	107	:	:	PUNCT
iassist-909	45	108	34	34	NUM
iassist-909	45	109	-	-	SYM
iassist-909	45	110	40	40	NUM
iassist-909	45	111	)	)	PUNCT
iassist-909	45	112	.	.	PUNCT
iassist-909	46	1	exploring	explore	VERB
iassist-909	46	2	the	the	DET
iassist-909	46	3	edrp	edrp	ADJ
iassist-909	46	4	datasets	dataset	NOUN
iassist-909	46	5	,	,	PUNCT
iassist-909	46	6	which	which	PRON
iassist-909	46	7	previously	previously	ADV
iassist-909	46	8	seemed	seem	VERB
iassist-909	46	9	impenetrable	impenetrable	ADJ
iassist-909	46	10	,	,	PUNCT
iassist-909	46	11	is	be	AUX
iassist-909	46	12	relatively	relatively	ADV
iassist-909	46	13	easy	easy	ADJ
iassist-909	46	14	with	with	ADP
iassist-909	46	15	dsaap	dsaap	PROPN
iassist-909	46	16	.	.	PUNCT
iassist-909	47	1	geodemographic	geodemographic	ADJ
iassist-909	47	2	information	information	NOUN
iassist-909	47	3	on	on	ADP
iassist-909	47	4	the	the	DET
iassist-909	47	5	households	household	NOUN
iassist-909	47	6	included	include	VERB
iassist-909	47	7	in	in	ADP
iassist-909	47	8	the	the	DET
iassist-909	47	9	study	study	NOUN
iassist-909	47	10	consists	consist	VERB
iassist-909	47	11	of	of	ADP
iassist-909	47	12	fifteen	fifteen	NUM
iassist-909	47	13	variables	variable	NOUN
iassist-909	47	14	including	include	VERB
iassist-909	47	15	a	a	DET
iassist-909	47	16	household	household	NOUN
iassist-909	47	17	anonymous	anonymous	ADJ
iassist-909	47	18	identifier	identifier	NOUN
iassist-909	47	19	,	,	PUNCT
iassist-909	47	20	data	datum	NOUN
iassist-909	47	21	on	on	ADP
iassist-909	47	22	the	the	DET
iassist-909	47	23	types	type	NOUN
iassist-909	47	24	of	of	ADP
iassist-909	47	25	fuel	fuel	NOUN
iassist-909	47	26	available	available	ADJ
iassist-909	47	27	to	to	ADP
iassist-909	47	28	the	the	DET
iassist-909	47	29	household	household	NOUN
iassist-909	47	30	(	(	PUNCT
iassist-909	47	31	electricity	electricity	NOUN
iassist-909	47	32	or	or	CCONJ
iassist-909	47	33	electricity	electricity	NOUN
iassist-909	47	34	and	and	CCONJ
iassist-909	47	35	gas	gas	NOUN
iassist-909	47	36	)	)	PUNCT
iassist-909	47	37	,	,	PUNCT
iassist-909	47	38	energy	energy	NOUN
iassist-909	47	39	consumption	consumption	NOUN
iassist-909	47	40	pricing	pricing	NOUN
iassist-909	47	41	structure	structure	NOUN
iassist-909	47	42	(	(	PUNCT
iassist-909	47	43	whether	whether	SCONJ
iassist-909	47	44	fixed	fix	VERB
iassist-909	47	45	rate	rate	NOUN
iassist-909	47	46	or	or	CCONJ
iassist-909	47	47	time	time	NOUN
iassist-909	47	48	of	of	ADP
iassist-909	47	49	use	use	NOUN
iassist-909	47	50	tariff(tout	tariff(tout	PROPN
iassist-909	47	51	)	)	PUNCT
iassist-909	47	52	)	)	PUNCT
iassist-909	47	53	,	,	PUNCT
iassist-909	47	54	geographic	geographic	ADJ
iassist-909	47	55	region	region	NOUN
iassist-909	47	56	,	,	PUNCT
iassist-909	47	57	and	and	CCONJ
iassist-909	47	58	socioeconomic	socioeconomic	ADJ
iassist-909	47	59	status	status	NOUN
iassist-909	47	60	as	as	SCONJ
iassist-909	47	61	defined	define	VERB
iassist-909	47	62	by	by	ADP
iassist-909	47	63	the	the	DET
iassist-909	47	64	acorn	acorn	ADJ
iassist-909	47	65	classification	classification	NOUN
iassist-909	47	66	system	system	NOUN
iassist-909	47	67	.	.	PUNCT
iassist-909	48	1	once	once	SCONJ
iassist-909	48	2	data	datum	NOUN
iassist-909	48	3	is	be	AUX
iassist-909	48	4	loaded	load	VERB
iassist-909	48	5	,	,	PUNCT
iassist-909	48	6	variables	variable	NOUN
iassist-909	48	7	22	22	NUM
iassist-909	48	8	iassist	iassist	ADJ
iassist-909	48	9	quarterly	quarterly	ADJ
iassist-909	48	10	2016	2016	NUM
iassist-909	48	11	/	/	SYM
iassist-909	48	12	vol	vol	NOUN
iassist-909	48	13	40	40	NUM
iassist-909	48	14	no	no	DET
iassist-909	48	15	4	4	NUM
iassist-909	48	16	iassist	iassist	NOUN
iassist-909	48	17	quarterly	quarterly	NOUN
iassist-909	48	18	can	can	AUX
iassist-909	48	19	be	be	AUX
iassist-909	48	20	viewed	view	VERB
iassist-909	48	21	as	as	ADP
iassist-909	48	22	standard	standard	ADJ
iassist-909	48	23	data	datum	NOUN
iassist-909	48	24	tables	table	NOUN
iassist-909	48	25	,	,	PUNCT
iassist-909	48	26	familiar	familiar	ADJ
iassist-909	48	27	to	to	ADP
iassist-909	48	28	anyone	anyone	PRON
iassist-909	48	29	who	who	PRON
iassist-909	48	30	has	have	AUX
iassist-909	48	31	worked	work	VERB
iassist-909	48	32	with	with	ADP
iassist-909	48	33	spreadsheets	spreadsheet	NOUN
iassist-909	48	34	,	,	PUNCT
iassist-909	48	35	spss	spss	ADJ
iassist-909	48	36	,	,	PUNCT
iassist-909	48	37	or	or	CCONJ
iassist-909	48	38	any	any	DET
iassist-909	48	39	type	type	NOUN
iassist-909	48	40	of	of	ADP
iassist-909	48	41	database	database	NOUN
iassist-909	48	42	software	software	NOUN
iassist-909	48	43	,	,	PUNCT
iassist-909	48	44	as	as	SCONJ
iassist-909	48	45	seen	see	VERB
iassist-909	48	46	in	in	ADP
iassist-909	48	47	figure	figure	NOUN
iassist-909	48	48	1	1	NUM
iassist-909	48	49	below	below	ADV
iassist-909	48	50	.	.	PUNCT
iassist-909	49	1	apache	apache	NOUN
iassist-909	49	2	zeppelin23	zeppelin23	PROPN
iassist-909	49	3	is	be	AUX
iassist-909	49	4	an	an	DET
iassist-909	49	5	analytical	analytical	ADJ
iassist-909	49	6	tool	tool	NOUN
iassist-909	49	7	integrated	integrate	VERB
iassist-909	49	8	into	into	ADP
iassist-909	49	9	dsaap	dsaap	PROPN
iassist-909	49	10	which	which	PRON
iassist-909	49	11	supports	support	VERB
iassist-909	49	12	multiple	multiple	ADJ
iassist-909	49	13	language	language	NOUN
iassist-909	49	14	backends	backend	NOUN
iassist-909	49	15	,	,	PUNCT
iassist-909	49	16	such	such	ADJ
iassist-909	49	17	as	as	ADP
iassist-909	49	18	python	python	PROPN
iassist-909	49	19	,	,	PUNCT
iassist-909	49	20	scala	scala	PROPN
iassist-909	49	21	,	,	PUNCT
iassist-909	49	22	and	and	CCONJ
iassist-909	49	23	structured	structure	VERB
iassist-909	49	24	query	query	NOUN
iassist-909	49	25	language	language	NOUN
iassist-909	49	26	(	(	PUNCT
iassist-909	49	27	sql	sql	NOUN
iassist-909	49	28	)	)	PUNCT
iassist-909	49	29	,	,	PUNCT
iassist-909	49	30	and	and	CCONJ
iassist-909	49	31	provides	provide	VERB
iassist-909	49	32	powerful	powerful	ADJ
iassist-909	49	33	visualisation	visualisation	NOUN
iassist-909	49	34	tools	tool	NOUN
iassist-909	49	35	.	.	PUNCT
iassist-909	50	1	the	the	DET
iassist-909	50	2	user	user	NOUN
iassist-909	50	3	interface	interface	NOUN
iassist-909	50	4	is	be	AUX
iassist-909	50	5	accessed	access	VERB
iassist-909	50	6	through	through	ADP
iassist-909	50	7	standard	standard	ADJ
iassist-909	50	8	web	web	NOUN
iassist-909	50	9	browsers	browser	NOUN
iassist-909	50	10	such	such	ADJ
iassist-909	50	11	as	as	ADP
iassist-909	50	12	google	google	PROPN
iassist-909	50	13	chrome	chrome	NOUN
iassist-909	50	14	or	or	CCONJ
iassist-909	50	15	mozilla	mozilla	NOUN
iassist-909	50	16	firefox	firefox	PROPN
iassist-909	50	17	,	,	PUNCT
iassist-909	50	18	meaning	mean	VERB
iassist-909	50	19	that	that	SCONJ
iassist-909	50	20	users	user	NOUN
iassist-909	50	21	with	with	ADP
iassist-909	50	22	dsaap	dsaap	PROPN
iassist-909	50	23	log	log	VERB
iassist-909	50	24	in	in	ADP
iassist-909	50	25	credentials	credential	NOUN
iassist-909	50	26	need	need	AUX
iassist-909	50	27	not	not	PART
iassist-909	50	28	install	install	VERB
iassist-909	50	29	any	any	DET
iassist-909	50	30	additional	additional	ADJ
iassist-909	50	31	software	software	NOUN
iassist-909	50	32	to	to	PART
iassist-909	50	33	work	work	VERB
iassist-909	50	34	with	with	ADP
iassist-909	50	35	data	datum	NOUN
iassist-909	50	36	on	on	ADP
iassist-909	50	37	the	the	DET
iassist-909	50	38	system	system	NOUN
iassist-909	50	39	.	.	PUNCT
iassist-909	51	1	with	with	ADP
iassist-909	51	2	non	non	ADJ
iassist-909	51	3	-	-	ADJ
iassist-909	51	4	controlled	control	VERB
iassist-909	51	5	data	datum	NOUN
iassist-909	51	6	,	,	PUNCT
iassist-909	51	7	this	this	PRON
iassist-909	51	8	can	can	AUX
iassist-909	51	9	be	be	AUX
iassist-909	51	10	done	do	VERB
iassist-909	51	11	from	from	ADP
iassist-909	51	12	any	any	DET
iassist-909	51	13	internet	internet	NOUN
iassist-909	51	14	-	-	PUNCT
iassist-909	51	15	connected	connect	VERB
iassist-909	51	16	location	location	NOUN
iassist-909	51	17	.	.	PUNCT
iassist-909	52	1	the	the	DET
iassist-909	52	2	data	data	NOUN
iassist-909	52	3	table	table	NOUN
iassist-909	52	4	view	view	NOUN
iassist-909	52	5	is	be	AUX
iassist-909	52	6	accompanied	accompany	VERB
iassist-909	52	7	by	by	ADP
iassist-909	52	8	a	a	DET
iassist-909	52	9	series	series	NOUN
iassist-909	52	10	of	of	ADP
iassist-909	52	11	interactive	interactive	ADJ
iassist-909	52	12	graphic	graphic	ADJ
iassist-909	52	13	views	view	NOUN
iassist-909	52	14	,	,	PUNCT
iassist-909	52	15	where	where	SCONJ
iassist-909	52	16	variables	variable	NOUN
iassist-909	52	17	can	can	AUX
iassist-909	52	18	be	be	AUX
iassist-909	52	19	selected	select	VERB
iassist-909	52	20	and	and	CCONJ
iassist-909	52	21	manipulated	manipulate	VERB
iassist-909	52	22	with	with	ADP
iassist-909	52	23	clicks	click	NOUN
iassist-909	52	24	or	or	CCONJ
iassist-909	52	25	drag	drag	VERB
iassist-909	52	26	and	and	CCONJ
iassist-909	52	27	drop	drop	NOUN
iassist-909	52	28	,	,	PUNCT
iassist-909	52	29	with	with	ADP
iassist-909	52	30	zeppelin	zeppelin	NOUN
iassist-909	52	31	dynamically	dynamically	ADV
iassist-909	52	32	generating	generate	VERB
iassist-909	52	33	visualisations	visualisation	NOUN
iassist-909	52	34	such	such	ADJ
iassist-909	52	35	as	as	ADP
iassist-909	52	36	bar	bar	NOUN
iassist-909	52	37	,	,	PUNCT
iassist-909	52	38	line	line	NOUN
iassist-909	52	39	,	,	PUNCT
iassist-909	52	40	or	or	CCONJ
iassist-909	52	41	scatter	scatter	NOUN
iassist-909	52	42	plots	plot	NOUN
iassist-909	52	43	.	.	PUNCT
iassist-909	53	1	these	these	DET
iassist-909	53	2	types	type	NOUN
iassist-909	53	3	of	of	ADP
iassist-909	53	4	functionality	functionality	NOUN
iassist-909	53	5	speed	speed	NOUN
iassist-909	53	6	and	and	CCONJ
iassist-909	53	7	ease	ease	VERB
iassist-909	53	8	eda	eda	PROPN
iassist-909	53	9	and	and	CCONJ
iassist-909	53	10	other	other	ADJ
iassist-909	53	11	forms	form	NOUN
iassist-909	53	12	of	of	ADP
iassist-909	53	13	analysis	analysis	NOUN
iassist-909	53	14	,	,	PUNCT
iassist-909	53	15	particularly	particularly	ADV
iassist-909	53	16	when	when	SCONJ
iassist-909	53	17	working	work	VERB
iassist-909	53	18	with	with	ADP
iassist-909	53	19	nnfd	nnfd	NOUN
iassist-909	53	20	.	.	PUNCT
iassist-909	54	1	as	as	ADP
iassist-909	54	2	a	a	DET
iassist-909	54	3	first	first	ADJ
iassist-909	54	4	eda	eda	PROPN
iassist-909	54	5	step	step	NOUN
iassist-909	54	6	with	with	ADP
iassist-909	54	7	the	the	DET
iassist-909	54	8	edrp	edrp	PROPN
iassist-909	54	9	data	data	PROPN
iassist-909	54	10	,	,	PUNCT
iassist-909	54	11	univariate	univariate	ADJ
iassist-909	54	12	,	,	PUNCT
iassist-909	54	13	bivariate	bivariate	ADJ
iassist-909	54	14	and	and	CCONJ
iassist-909	54	15	multivariate	multivariate	NOUN
iassist-909	54	16	distributions	distribution	NOUN
iassist-909	54	17	of	of	ADP
iassist-909	54	18	these	these	DET
iassist-909	54	19	variables	variable	NOUN
iassist-909	54	20	were	be	AUX
iassist-909	54	21	rapidly	rapidly	ADV
iassist-909	54	22	and	and	CCONJ
iassist-909	54	23	dynamically	dynamically	ADV
iassist-909	54	24	visualised	visualise	VERB
iassist-909	54	25	using	use	VERB
iassist-909	54	26	‘	'	PUNCT
iassist-909	54	27	out	out	ADP
iassist-909	54	28	of	of	ADP
iassist-909	54	29	the	the	DET
iassist-909	54	30	box	box	NOUN
iassist-909	54	31	’	'	PUNCT
iassist-909	54	32	features	feature	NOUN
iassist-909	54	33	.	.	PUNCT
iassist-909	55	1	figure	figure	NOUN
iassist-909	55	2	2	2	NUM
iassist-909	55	3	below	below	ADV
iassist-909	55	4	shows	show	VERB
iassist-909	55	5	a	a	DET
iassist-909	55	6	bivariate	bivariate	ADJ
iassist-909	55	7	bar	bar	NOUN
iassist-909	55	8	chart	chart	NOUN
iassist-909	55	9	produced	produce	VERB
iassist-909	55	10	with	with	ADP
iassist-909	55	11	drag	drag	NOUN
iassist-909	55	12	and	and	CCONJ
iassist-909	55	13	drop	drop	VERB
iassist-909	55	14	commands	command	NOUN
iassist-909	55	15	,	,	PUNCT
iassist-909	55	16	graphing	graph	VERB
iassist-909	55	17	the	the	DET
iassist-909	55	18	study	study	NOUN
iassist-909	55	19	population	population	NOUN
iassist-909	55	20	of	of	ADP
iassist-909	55	21	households	household	NOUN
iassist-909	55	22	by	by	ADP
iassist-909	55	23	geographical	geographical	ADJ
iassist-909	55	24	region	region	NOUN
iassist-909	55	25	and	and	CCONJ
iassist-909	55	26	types	type	NOUN
iassist-909	55	27	of	of	ADP
iassist-909	55	28	fuel	fuel	NOUN
iassist-909	55	29	used	use	VERB
iassist-909	55	30	.	.	PUNCT
iassist-909	56	1	while	while	SCONJ
iassist-909	56	2	other	other	ADJ
iassist-909	56	3	software	software	NOUN
iassist-909	56	4	packages	package	NOUN
iassist-909	56	5	can	can	AUX
iassist-909	56	6	certainly	certainly	ADV
iassist-909	56	7	produce	produce	VERB
iassist-909	56	8	bar	bar	NOUN
iassist-909	56	9	charts	chart	NOUN
iassist-909	56	10	,	,	PUNCT
iassist-909	56	11	dsaap	dsaap	PROPN
iassist-909	56	12	facilitates	facilitate	VERB
iassist-909	56	13	linking	link	VERB
iassist-909	56	14	to	to	ADP
iassist-909	56	15	and	and	CCONJ
iassist-909	56	16	working	work	VERB
iassist-909	56	17	with	with	ADP
iassist-909	56	18	data	datum	NOUN
iassist-909	56	19	on	on	ADP
iassist-909	56	20	a	a	DET
iassist-909	56	21	much	much	ADV
iassist-909	56	22	greater	great	ADJ
iassist-909	56	23	scale	scale	NOUN
iassist-909	56	24	.	.	PUNCT
iassist-909	57	1	while	while	SCONJ
iassist-909	57	2	approximately	approximately	ADV
iassist-909	57	3	14,000	14,000	NUM
iassist-909	57	4	households	household	NOUN
iassist-909	57	5	are	be	AUX
iassist-909	57	6	included	include	VERB
iassist-909	57	7	in	in	ADP
iassist-909	57	8	this	this	DET
iassist-909	57	9	study	study	NOUN
iassist-909	57	10	,	,	PUNCT
iassist-909	57	11	data	datum	NOUN
iassist-909	57	12	was	be	AUX
iassist-909	57	13	collected	collect	VERB
iassist-909	57	14	at	at	ADP
iassist-909	57	15	half	half	ADJ
iassist-909	57	16	-	-	PUNCT
iassist-909	57	17	hourly	hourly	ADJ
iassist-909	57	18	intervals	interval	NOUN
iassist-909	57	19	over	over	ADP
iassist-909	57	20	a	a	DET
iassist-909	57	21	thirty	thirty	NUM
iassist-909	57	22	month	month	NOUN
iassist-909	57	23	period	period	NOUN
iassist-909	57	24	,	,	PUNCT
iassist-909	57	25	generating	generate	VERB
iassist-909	57	26	413,000,000	413,000,000	NUM
iassist-909	57	27	records	record	NOUN
iassist-909	57	28	on	on	ADP
iassist-909	57	29	electricity	electricity	NOUN
iassist-909	57	30	usage	usage	NOUN
iassist-909	57	31	alone	alone	ADV
iassist-909	57	32	(	(	PUNCT
iassist-909	57	33	a	a	DET
iassist-909	57	34	figure	figure	NOUN
iassist-909	57	35	which	which	PRON
iassist-909	57	36	was	be	AUX
iassist-909	57	37	itself	itself	PRON
iassist-909	57	38	unknown	unknown	ADJ
iassist-909	57	39	before	before	ADP
iassist-909	57	40	loading	loading	NOUN
iassist-909	57	41	and	and	CCONJ
iassist-909	57	42	counting	counting	NOUN
iassist-909	57	43	in	in	ADP
iassist-909	57	44	dsaap	dsaap	PROPN
iassist-909	57	45	)	)	PUNCT
iassist-909	57	46	.	.	PUNCT
iassist-909	58	1	apache	apache	PROPN
iassist-909	58	2	hive,24	hive,24	NOUN
iassist-909	58	3	a	a	DET
iassist-909	58	4	data	data	NOUN
iassist-909	58	5	warehousing	warehousing	NOUN
iassist-909	58	6	interface	interface	NOUN
iassist-909	58	7	included	include	VERB
iassist-909	58	8	with	with	ADP
iassist-909	58	9	dsaap	dsaap	PROPN
iassist-909	58	10	is	be	AUX
iassist-909	58	11	configured	configure	VERB
iassist-909	58	12	for	for	ADP
iassist-909	58	13	aggregation	aggregation	NOUN
iassist-909	58	14	and	and	CCONJ
iassist-909	58	15	analysis	analysis	NOUN
iassist-909	58	16	of	of	ADP
iassist-909	58	17	large	large	ADJ
iassist-909	58	18	data	datum	NOUN
iassist-909	58	19	sets	set	NOUN
iassist-909	58	20	like	like	ADP
iassist-909	58	21	this	this	PRON
iassist-909	58	22	.	.	PUNCT
iassist-909	59	1	figure	figure	NOUN
iassist-909	59	2	3	3	NUM
iassist-909	59	3	below	below	ADV
iassist-909	59	4	,	,	PUNCT
iassist-909	59	5	a	a	DET
iassist-909	59	6	visualisation	visualisation	NOUN
iassist-909	59	7	generated	generate	VERB
iassist-909	59	8	by	by	ADP
iassist-909	59	9	hive	hive	NOUN
iassist-909	59	10	,	,	PUNCT
iassist-909	59	11	graphs	graph	NOUN
iassist-909	59	12	mean	mean	VERB
iassist-909	59	13	household	household	NOUN
iassist-909	59	14	electricity	electricity	NOUN
iassist-909	59	15	usage	usage	NOUN
iassist-909	59	16	over	over	ADP
iassist-909	59	17	an	an	DET
iassist-909	59	18	average	average	ADJ
iassist-909	59	19	twenty	twenty	NUM
iassist-909	59	20	-	-	PUNCT
iassist-909	59	21	four	four	NUM
iassist-909	59	22	hour	hour	NOUN
iassist-909	59	23	period	period	NOUN
iassist-909	59	24	in	in	ADP
iassist-909	59	25	december	december	PROPN
iassist-909	59	26	2009	2009	NUM
iassist-909	59	27	,	,	PUNCT
iassist-909	59	28	demonstrates	demonstrate	VERB
iassist-909	59	29	dsaap	dsaap	PROPN
iassist-909	59	30	capabilities	capability	NOUN
iassist-909	59	31	in	in	ADP
iassist-909	59	32	drawing	draw	VERB
iassist-909	59	33	meaning	meaning	NOUN
iassist-909	59	34	and	and	CCONJ
iassist-909	59	35	value	value	NOUN
iassist-909	59	36	from	from	ADP
iassist-909	59	37	the	the	DET
iassist-909	59	38	data	datum	NOUN
iassist-909	59	39	.	.	PUNCT
iassist-909	60	1	‘	'	PUNCT
iassist-909	60	2	dual	dual	ADJ
iassist-909	60	3	’	'	PUNCT
iassist-909	60	4	households	household	NOUN
iassist-909	60	5	with	with	ADP
iassist-909	60	6	both	both	CCONJ
iassist-909	60	7	gas	gas	NOUN
iassist-909	60	8	and	and	CCONJ
iassist-909	60	9	electricity	electricity	NOUN
iassist-909	60	10	installed	instal	VERB
iassist-909	60	11	are	be	AUX
iassist-909	60	12	represented	represent	VERB
iassist-909	60	13	by	by	ADP
iassist-909	60	14	the	the	DET
iassist-909	60	15	blue	blue	ADJ
iassist-909	60	16	line	line	NOUN
iassist-909	60	17	,	,	PUNCT
iassist-909	60	18	while	while	SCONJ
iassist-909	60	19	‘	'	PUNCT
iassist-909	60	20	eleconly	eleconly	ADJ
iassist-909	60	21	’	'	PUNCT
iassist-909	60	22	households	household	NOUN
iassist-909	60	23	with	with	ADP
iassist-909	60	24	households	household	NOUN
iassist-909	60	25	relying	rely	VERB
iassist-909	60	26	solely	solely	ADV
iassist-909	60	27	on	on	ADP
iassist-909	60	28	electricity	electricity	NOUN
iassist-909	60	29	for	for	ADP
iassist-909	60	30	energy	energy	NOUN
iassist-909	60	31	,	,	PUNCT
iassist-909	60	32	including	include	VERB
iassist-909	60	33	heating	heating	NOUN
iassist-909	60	34	are	be	AUX
iassist-909	60	35	represented	represent	VERB
iassist-909	60	36	by	by	ADP
iassist-909	60	37	the	the	DET
iassist-909	60	38	orange	orange	PROPN
iassist-909	60	39	line	line	NOUN
iassist-909	60	40	.	.	PUNCT
iassist-909	61	1	as	as	SCONJ
iassist-909	61	2	might	might	AUX
iassist-909	61	3	be	be	AUX
iassist-909	61	4	expected	expect	VERB
iassist-909	61	5	,	,	PUNCT
iassist-909	61	6	and	and	CCONJ
iassist-909	61	7	can	can	AUX
iassist-909	61	8	be	be	AUX
iassist-909	61	9	seen	see	VERB
iassist-909	61	10	clearly	clearly	ADV
iassist-909	61	11	from	from	ADP
iassist-909	61	12	the	the	DET
iassist-909	61	13	graph	graph	NOUN
iassist-909	61	14	,	,	PUNCT
iassist-909	61	15	dual	dual	ADJ
iassist-909	61	16	usage	usage	NOUN
iassist-909	61	17	households	household	NOUN
iassist-909	61	18	consume	consume	VERB
iassist-909	61	19	noticeably	noticeably	ADV
iassist-909	61	20	less	less	ADJ
iassist-909	61	21	electricity	electricity	NOUN
iassist-909	61	22	on	on	ADP
iassist-909	61	23	a	a	DET
iassist-909	61	24	december	december	PROPN
iassist-909	61	25	day	day	NOUN
iassist-909	61	26	than	than	ADP
iassist-909	61	27	electricity	electricity	NOUN
iassist-909	61	28	only	only	ADV
iassist-909	61	29	households	household	NOUN
iassist-909	61	30	.	.	PUNCT
iassist-909	62	1	figure	figure	VERB
iassist-909	62	2	1	1	NUM
iassist-909	62	3	data	datum	NOUN
iassist-909	62	4	table	table	NOUN
iassist-909	62	5	viewed	view	VERB
iassist-909	62	6	in	in	ADP
iassist-909	62	7	zeppelin	zeppelin	PROPN
iassist-909	62	8	figure	figure	NOUN
iassist-909	62	9	2	2	NUM
iassist-909	62	10	zeppelin	zeppelin	PROPN
iassist-909	62	11	cross	cross	PROPN
iassist-909	62	12	tabulation	tabulation	NOUN
iassist-909	62	13	comparing	compare	VERB
iassist-909	62	14	electricity	electricity	NOUN
iassist-909	62	15	only	only	ADV
iassist-909	62	16	and	and	CCONJ
iassist-909	62	17	dual	dual	ADJ
iassist-909	62	18	use	use	NOUN
iassist-909	62	19	households	household	NOUN
iassist-909	62	20	vol	vol	NOUN
iassist-909	62	21	40	40	NUM
iassist-909	62	22	no	no	DET
iassist-909	62	23	4	4	NUM
iassist-909	62	24	/	/	SYM
iassist-909	62	25	iassist	iassist	ADJ
iassist-909	62	26	quarterly	quarterly	ADJ
iassist-909	62	27	2016	2016	NUM
iassist-909	62	28	23	23	NUM
iassist-909	62	29	iassist	iassist	NOUN
iassist-909	62	30	quarterly	quarterly	ADV
iassist-909	62	31	this	this	DET
iassist-909	62	32	graph	graph	NOUN
iassist-909	62	33	demonstrates	demonstrate	VERB
iassist-909	62	34	some	some	PRON
iassist-909	62	35	of	of	ADP
iassist-909	62	36	the	the	DET
iassist-909	62	37	power	power	NOUN
iassist-909	62	38	of	of	ADP
iassist-909	62	39	the	the	DET
iassist-909	62	40	dsaap	dsaap	PROPN
iassist-909	62	41	system	system	NOUN
iassist-909	62	42	.	.	PUNCT
iassist-909	63	1	the	the	DET
iassist-909	63	2	graph	graph	NOUN
iassist-909	63	3	represents	represent	VERB
iassist-909	63	4	a	a	DET
iassist-909	63	5	series	series	NOUN
iassist-909	63	6	of	of	ADP
iassist-909	63	7	aggregations	aggregation	NOUN
iassist-909	63	8	drawn	draw	VERB
iassist-909	63	9	from	from	ADP
iassist-909	63	10	two	two	NUM
iassist-909	63	11	linked	link	VERB
iassist-909	63	12	data	data	NOUN
iassist-909	63	13	tables	table	NOUN
iassist-909	63	14	and	and	CCONJ
iassist-909	63	15	hundreds	hundred	NOUN
iassist-909	63	16	of	of	ADP
iassist-909	63	17	thousands	thousand	NOUN
iassist-909	63	18	of	of	ADP
iassist-909	63	19	data	datum	NOUN
iassist-909	63	20	points	point	NOUN
iassist-909	63	21	in	in	ADP
iassist-909	63	22	a	a	DET
iassist-909	63	23	simple	simple	ADJ
iassist-909	63	24	and	and	CCONJ
iassist-909	63	25	easily	easily	ADV
iassist-909	63	26	readable	readable	ADJ
iassist-909	63	27	output	output	NOUN
iassist-909	63	28	.	.	PUNCT
iassist-909	64	1	figure	figure	NOUN
iassist-909	64	2	4	4	NUM
iassist-909	64	3	,	,	PUNCT
iassist-909	64	4	below	below	ADV
iassist-909	64	5	is	be	AUX
iassist-909	64	6	a	a	DET
iassist-909	64	7	cross	cross	NOUN
iassist-909	64	8	section	section	NOUN
iassist-909	64	9	of	of	ADP
iassist-909	64	10	a	a	DET
iassist-909	64	11	3	3	NUM
iassist-909	64	12	x	x	SYM
iassist-909	64	13	12	12	NUM
iassist-909	64	14	grid	grid	NOUN
iassist-909	64	15	,	,	PUNCT
iassist-909	64	16	extending	extend	VERB
iassist-909	64	17	this	this	DET
iassist-909	64	18	analysis	analysis	NOUN
iassist-909	64	19	across	across	ADP
iassist-909	64	20	the	the	DET
iassist-909	64	21	twelve	twelve	NUM
iassist-909	64	22	months	month	NOUN
iassist-909	64	23	for	for	ADP
iassist-909	64	24	the	the	DET
iassist-909	64	25	years	year	NOUN
iassist-909	64	26	2008	2008	NUM
iassist-909	64	27	-	-	SYM
iassist-909	64	28	2010	2010	NUM
iassist-909	64	29	,	,	PUNCT
iassist-909	64	30	an	an	DET
iassist-909	64	31	output	output	NOUN
iassist-909	64	32	drawing	draw	VERB
iassist-909	64	33	on	on	ADP
iassist-909	64	34	over	over	ADP
iassist-909	64	35	3.7	3.7	NUM
iassist-909	64	36	billion	billion	NUM
iassist-909	64	37	data	datum	NOUN
iassist-909	64	38	points	point	NOUN
iassist-909	64	39	.	.	PUNCT
iassist-909	65	1	figure	figure	VERB
iassist-909	65	2	3	3	NUM
iassist-909	65	3	comparing	compare	VERB
iassist-909	65	4	mean	mean	ADJ
iassist-909	65	5	energy	energy	NOUN
iassist-909	65	6	consumption	consumption	NOUN
iassist-909	65	7	,	,	PUNCT
iassist-909	65	8	december	december	PROPN
iassist-909	65	9	2009	2009	NUM
iassist-909	65	10	figure	figure	NOUN
iassist-909	65	11	4	4	NUM
iassist-909	65	12	energy	energy	NOUN
iassist-909	65	13	curves	curve	NOUN
iassist-909	65	14	,	,	PUNCT
iassist-909	65	15	june	june	PROPN
iassist-909	65	16	-	-	PUNCT
iassist-909	65	17	september	september	PROPN
iassist-909	65	18	,	,	PUNCT
iassist-909	65	19	2008	2008	NUM
iassist-909	65	20	-	-	SYM
iassist-909	65	21	2010	2010	NUM
iassist-909	65	22	24	24	NUM
iassist-909	65	23	iassist	iassist	ADJ
iassist-909	65	24	quarterly	quarterly	ADJ
iassist-909	65	25	2016	2016	NUM
iassist-909	65	26	/	/	SYM
iassist-909	65	27	vol	vol	NOUN
iassist-909	65	28	40	40	NUM
iassist-909	65	29	no	no	DET
iassist-909	65	30	4	4	NUM
iassist-909	65	31	iassist	iassist	NOUN
iassist-909	65	32	quarterly	quarterly	ADV
iassist-909	65	33	while	while	SCONJ
iassist-909	65	34	household	household	NOUN
iassist-909	65	35	energy	energy	NOUN
iassist-909	65	36	curves	curve	NOUN
iassist-909	65	37	provide	provide	VERB
iassist-909	65	38	striking	striking	ADJ
iassist-909	65	39	visualisations	visualisation	NOUN
iassist-909	65	40	,	,	PUNCT
iassist-909	65	41	which	which	PRON
iassist-909	65	42	are	be	AUX
iassist-909	65	43	recognised	recognise	VERB
iassist-909	65	44	as	as	ADP
iassist-909	65	45	useful	useful	ADJ
iassist-909	65	46	analytical	analytical	ADJ
iassist-909	65	47	devices	device	NOUN
iassist-909	65	48	in	in	ADP
iassist-909	65	49	the	the	DET
iassist-909	65	50	field	field	NOUN
iassist-909	65	51	(	(	PUNCT
iassist-909	65	52	palmer	palmer	PROPN
iassist-909	65	53	et	et	PROPN
iassist-909	65	54	al	al	PROPN
iassist-909	65	55	.	.	PROPN
iassist-909	65	56	2014	2014	NUM
iassist-909	65	57	)	)	PUNCT
iassist-909	65	58	,	,	PUNCT
iassist-909	65	59	it	it	PRON
iassist-909	65	60	should	should	AUX
iassist-909	65	61	be	be	AUX
iassist-909	65	62	stressed	stress	VERB
iassist-909	65	63	again	again	ADV
iassist-909	65	64	that	that	SCONJ
iassist-909	65	65	every	every	DET
iassist-909	65	66	visualisation	visualisation	NOUN
iassist-909	65	67	is	be	AUX
iassist-909	65	68	based	base	VERB
iassist-909	65	69	on	on	ADP
iassist-909	65	70	a	a	DET
iassist-909	65	71	data	data	NOUN
iassist-909	65	72	table	table	NOUN
iassist-909	65	73	,	,	PUNCT
iassist-909	65	74	which	which	PRON
iassist-909	65	75	is	be	AUX
iassist-909	65	76	produced	produce	VERB
iassist-909	65	77	by	by	ADP
iassist-909	65	78	querying	query	VERB
iassist-909	65	79	the	the	DET
iassist-909	65	80	underlying	underlie	VERB
iassist-909	65	81	data	datum	NOUN
iassist-909	65	82	.	.	PUNCT
iassist-909	66	1	the	the	DET
iassist-909	66	2	graphs	graph	NOUN
iassist-909	66	3	above	above	ADV
iassist-909	66	4	are	be	AUX
iassist-909	66	5	generated	generate	VERB
iassist-909	66	6	by	by	ADP
iassist-909	66	7	selecting	select	VERB
iassist-909	66	8	,	,	PUNCT
iassist-909	66	9	subsetting	subsetting	NOUN
iassist-909	66	10	,	,	PUNCT
iassist-909	66	11	pivoting	pivot	VERB
iassist-909	66	12	and	and	CCONJ
iassist-909	66	13	plotting	plot	VERB
iassist-909	66	14	specific	specific	ADJ
iassist-909	66	15	variables	variable	NOUN
iassist-909	66	16	from	from	ADP
iassist-909	66	17	edrp	edrp	NOUN
iassist-909	66	18	,	,	PUNCT
iassist-909	66	19	all	all	DET
iassist-909	66	20	standard	standard	ADJ
iassist-909	66	21	hive	hive	NOUN
iassist-909	66	22	features	feature	NOUN
iassist-909	66	23	,	,	PUNCT
iassist-909	66	24	and	and	CCONJ
iassist-909	66	25	display	display	VERB
iassist-909	66	26	dsaap	dsaap	PROPN
iassist-909	66	27	’s	’s	PART
iassist-909	66	28	power	power	NOUN
iassist-909	66	29	to	to	PART
iassist-909	66	30	recombine	recombine	VERB
iassist-909	66	31	and	and	CCONJ
iassist-909	66	32	represent	represent	VERB
iassist-909	66	33	data	datum	NOUN
iassist-909	66	34	at	at	ADP
iassist-909	66	35	different	different	ADJ
iassist-909	66	36	levels	level	NOUN
iassist-909	66	37	of	of	ADP
iassist-909	66	38	analysis	analysis	NOUN
iassist-909	66	39	,	,	PUNCT
iassist-909	66	40	from	from	ADP
iassist-909	66	41	high	high	ADJ
iassist-909	66	42	-	-	PUNCT
iassist-909	66	43	level	level	NOUN
iassist-909	66	44	national	national	ADJ
iassist-909	66	45	and	and	CCONJ
iassist-909	66	46	annual	annual	ADJ
iassist-909	66	47	aggregations	aggregation	NOUN
iassist-909	66	48	down	down	ADP
iassist-909	66	49	to	to	ADP
iassist-909	66	50	the	the	DET
iassist-909	66	51	fine	fine	ADJ
iassist-909	66	52	granularity	granularity	NOUN
iassist-909	66	53	of	of	ADP
iassist-909	66	54	single	single	ADJ
iassist-909	66	55	households	household	NOUN
iassist-909	66	56	and	and	CCONJ
iassist-909	66	57	hourly	hourly	ADJ
iassist-909	66	58	intervals	interval	NOUN
iassist-909	66	59	.	.	PUNCT
iassist-909	67	1	the	the	DET
iassist-909	67	2	energy	energy	NOUN
iassist-909	67	3	curves	curve	NOUN
iassist-909	67	4	are	be	AUX
iassist-909	67	5	based	base	VERB
iassist-909	67	6	on	on	ADP
iassist-909	67	7	linking	link	VERB
iassist-909	67	8	two	two	NUM
iassist-909	67	9	data	datum	NOUN
iassist-909	67	10	tables	table	NOUN
iassist-909	67	11	,	,	PUNCT
iassist-909	67	12	one	one	NUM
iassist-909	67	13	with	with	ADP
iassist-909	67	14	data	datum	NOUN
iassist-909	67	15	on	on	ADP
iassist-909	67	16	household	household	NOUN
iassist-909	67	17	energy	energy	NOUN
iassist-909	67	18	consumption	consumption	NOUN
iassist-909	67	19	,	,	PUNCT
iassist-909	67	20	and	and	CCONJ
iassist-909	67	21	some	some	PRON
iassist-909	67	22	with	with	ADP
iassist-909	67	23	data	datum	NOUN
iassist-909	67	24	on	on	ADP
iassist-909	67	25	the	the	DET
iassist-909	67	26	households	household	NOUN
iassist-909	67	27	themselves	themselves	PRON
iassist-909	67	28	.	.	PUNCT
iassist-909	68	1	both	both	DET
iassist-909	68	2	tables	table	NOUN
iassist-909	68	3	were	be	AUX
iassist-909	68	4	included	include	VERB
iassist-909	68	5	with	with	ADP
iassist-909	68	6	the	the	DET
iassist-909	68	7	edrp	edrp	NOUN
iassist-909	68	8	dataset	dataset	NOUN
iassist-909	68	9	,	,	PUNCT
iassist-909	68	10	and	and	CCONJ
iassist-909	68	11	the	the	DET
iassist-909	68	12	common	common	ADJ
iassist-909	68	13	anonymised	anonymise	VERB
iassist-909	68	14	household	household	NOUN
iassist-909	68	15	identifier	identifier	NOUN
iassist-909	68	16	facilitated	facilitate	VERB
iassist-909	68	17	easy	easy	ADJ
iassist-909	68	18	linkage	linkage	NOUN
iassist-909	68	19	.	.	PUNCT
iassist-909	69	1	linking	link	VERB
iassist-909	69	2	to	to	ADP
iassist-909	69	3	other	other	ADJ
iassist-909	69	4	data	datum	NOUN
iassist-909	69	5	sources	source	NOUN
iassist-909	69	6	is	be	AUX
iassist-909	69	7	also	also	ADV
iassist-909	69	8	facilitated	facilitate	VERB
iassist-909	69	9	.	.	PUNCT
iassist-909	70	1	figure	figure	NOUN
iassist-909	70	2	5	5	NUM
iassist-909	70	3	below	below	ADV
iassist-909	70	4	,	,	PUNCT
iassist-909	70	5	a	a	DET
iassist-909	70	6	line	line	NOUN
iassist-909	70	7	over	over	ADP
iassist-909	70	8	bar	bar	NOUN
iassist-909	70	9	graph	graph	NOUN
iassist-909	70	10	,	,	PUNCT
iassist-909	70	11	plots	plot	NOUN
iassist-909	70	12	mean	mean	VERB
iassist-909	70	13	electricity	electricity	NOUN
iassist-909	70	14	consumption	consumption	NOUN
iassist-909	70	15	against	against	ADP
iassist-909	70	16	mean	mean	ADJ
iassist-909	70	17	daily	daily	ADJ
iassist-909	70	18	temperature	temperature	NOUN
iassist-909	70	19	in	in	ADP
iassist-909	70	20	the	the	DET
iassist-909	70	21	east	east	PROPN
iassist-909	70	22	midlands	midlands	PROPN
iassist-909	70	23	region	region	PROPN
iassist-909	70	24	of	of	ADP
iassist-909	70	25	england	england	PROPN
iassist-909	70	26	,	,	PUNCT
iassist-909	70	27	displaying	display	VERB
iassist-909	70	28	a	a	DET
iassist-909	70	29	strong	strong	ADJ
iassist-909	70	30	negative	negative	ADJ
iassist-909	70	31	correlation	correlation	NOUN
iassist-909	70	32	,	,	PUNCT
iassist-909	70	33	with	with	ADP
iassist-909	70	34	household	household	NOUN
iassist-909	70	35	energy	energy	NOUN
iassist-909	70	36	consumption	consumption	NOUN
iassist-909	70	37	rising	rise	VERB
iassist-909	70	38	as	as	SCONJ
iassist-909	70	39	temperature	temperature	NOUN
iassist-909	70	40	falls	fall	VERB
iassist-909	70	41	.	.	PUNCT
iassist-909	71	1	this	this	DET
iassist-909	71	2	graph	graph	NOUN
iassist-909	71	3	is	be	AUX
iassist-909	71	4	based	base	VERB
iassist-909	71	5	on	on	ADP
iassist-909	71	6	spatial	spatial	ADJ
iassist-909	71	7	and	and	CCONJ
iassist-909	71	8	temporal	temporal	ADJ
iassist-909	71	9	aggregations	aggregation	NOUN
iassist-909	71	10	of	of	ADP
iassist-909	71	11	energy	energy	NOUN
iassist-909	71	12	consumption	consumption	NOUN
iassist-909	71	13	(	(	PUNCT
iassist-909	71	14	mean	mean	VERB
iassist-909	71	15	monthly	monthly	ADJ
iassist-909	71	16	household	household	NOUN
iassist-909	71	17	energy	energy	NOUN
iassist-909	71	18	consumption	consumption	NOUN
iassist-909	71	19	across	across	ADP
iassist-909	71	20	geographical	geographical	ADJ
iassist-909	71	21	region	region	NOUN
iassist-909	71	22	)	)	PUNCT
iassist-909	71	23	linked	link	VERB
iassist-909	71	24	to	to	PART
iassist-909	71	25	open	open	VERB
iassist-909	71	26	data	datum	NOUN
iassist-909	71	27	from	from	ADP
iassist-909	71	28	an	an	DET
iassist-909	71	29	external	external	ADJ
iassist-909	71	30	source	source	NOUN
iassist-909	71	31	,	,	PUNCT
iassist-909	71	32	the	the	DET
iassist-909	71	33	meteorological	meteorological	ADJ
iassist-909	71	34	office	office	NOUN
iassist-909	71	35	.	.	PUNCT
iassist-909	72	1	despite	despite	SCONJ
iassist-909	72	2	being	be	AUX
iassist-909	72	3	derived	derive	VERB
iassist-909	72	4	from	from	ADP
iassist-909	72	5	a	a	DET
iassist-909	72	6	large	large	ADJ
iassist-909	72	7	number	number	NOUN
iassist-909	72	8	representing	represent	VERB
iassist-909	72	9	a	a	DET
iassist-909	72	10	modest	modest	ADJ
iassist-909	72	11	level	level	NOUN
iassist-909	72	12	of	of	ADP
iassist-909	72	13	complexity	complexity	NOUN
iassist-909	72	14	,	,	PUNCT
iassist-909	72	15	it	it	PRON
iassist-909	72	16	presents	present	VERB
iassist-909	72	17	a	a	DET
iassist-909	72	18	clear	clear	ADJ
iassist-909	72	19	,	,	PUNCT
iassist-909	72	20	readily	readily	ADV
iassist-909	72	21	understandable	understandable	ADJ
iassist-909	72	22	visualisation	visualisation	NOUN
iassist-909	72	23	of	of	ADP
iassist-909	72	24	the	the	DET
iassist-909	72	25	information	information	NOUN
iassist-909	72	26	.	.	PUNCT
iassist-909	73	1	any	any	PRON
iassist-909	73	2	of	of	ADP
iassist-909	73	3	the	the	DET
iassist-909	73	4	outputs	output	NOUN
iassist-909	73	5	produced	produce	VERB
iassist-909	73	6	including	include	VERB
iassist-909	73	7	derived	derive	VERB
iassist-909	73	8	data	datum	NOUN
iassist-909	73	9	tables	table	NOUN
iassist-909	73	10	,	,	PUNCT
iassist-909	73	11	descriptive	descriptive	ADJ
iassist-909	73	12	statistics	statistic	NOUN
iassist-909	73	13	,	,	PUNCT
iassist-909	73	14	and	and	CCONJ
iassist-909	73	15	visualisations	visualisation	NOUN
iassist-909	73	16	can	can	AUX
iassist-909	73	17	be	be	AUX
iassist-909	73	18	easily	easily	ADV
iassist-909	73	19	stored	store	VERB
iassist-909	73	20	on	on	ADP
iassist-909	73	21	dsaap	dsaap	PROPN
iassist-909	73	22	or	or	CCONJ
iassist-909	73	23	,	,	PUNCT
iassist-909	73	24	security	security	NOUN
iassist-909	73	25	permitting	permitting	NOUN
iassist-909	73	26	,	,	PUNCT
iassist-909	73	27	downloaded	download	VERB
iassist-909	73	28	for	for	ADP
iassist-909	73	29	use	use	NOUN
iassist-909	73	30	or	or	CCONJ
iassist-909	73	31	reproduction	reproduction	NOUN
iassist-909	73	32	elsewhere	elsewhere	ADV
iassist-909	73	33	.	.	PUNCT
iassist-909	74	1	conclusion	conclusion	NOUN
iassist-909	74	2	:	:	PUNCT
iassist-909	74	3	new	new	ADJ
iassist-909	74	4	and	and	CCONJ
iassist-909	74	5	novel	novel	ADJ
iassist-909	74	6	forms	form	NOUN
iassist-909	74	7	of	of	ADP
iassist-909	74	8	data	datum	NOUN
iassist-909	74	9	and	and	CCONJ
iassist-909	74	10	opportunities	opportunity	NOUN
iassist-909	74	11	for	for	ADP
iassist-909	74	12	social	social	ADJ
iassist-909	74	13	science	science	NOUN
iassist-909	74	14	the	the	DET
iassist-909	74	15	examples	example	NOUN
iassist-909	74	16	above	above	ADP
iassist-909	74	17	illustrate	illustrate	VERB
iassist-909	74	18	some	some	DET
iassist-909	74	19	basic	basic	ADJ
iassist-909	74	20	dsaap	dsaap	PROPN
iassist-909	74	21	capabilities	capability	NOUN
iassist-909	74	22	.	.	PUNCT
iassist-909	75	1	visually	visually	ADV
iassist-909	75	2	subsetting	subsette	VERB
iassist-909	75	3	by	by	ADP
iassist-909	75	4	categorical	categorical	ADJ
iassist-909	75	5	data	datum	NOUN
iassist-909	75	6	,	,	PUNCT
iassist-909	75	7	aggregating	aggregate	VERB
iassist-909	75	8	and	and	CCONJ
iassist-909	75	9	pivoting	pivot	VERB
iassist-909	75	10	large	large	ADJ
iassist-909	75	11	sets	set	NOUN
iassist-909	75	12	,	,	PUNCT
iassist-909	75	13	displaying	display	VERB
iassist-909	75	14	correlation	correlation	NOUN
iassist-909	75	15	,	,	PUNCT
iassist-909	75	16	and	and	CCONJ
iassist-909	75	17	linking	link	VERB
iassist-909	75	18	to	to	ADP
iassist-909	75	19	internal	internal	ADJ
iassist-909	75	20	and	and	CCONJ
iassist-909	75	21	external	external	ADJ
iassist-909	75	22	data	datum	NOUN
iassist-909	75	23	sources	source	NOUN
iassist-909	75	24	are	be	AUX
iassist-909	75	25	shown	show	VERB
iassist-909	75	26	,	,	PUNCT
iassist-909	75	27	but	but	CCONJ
iassist-909	75	28	assuming	assume	VERB
iassist-909	75	29	availability	availability	NOUN
iassist-909	75	30	of	of	ADP
iassist-909	75	31	data	datum	NOUN
iassist-909	75	32	,	,	PUNCT
iassist-909	75	33	almost	almost	ADV
iassist-909	75	34	any	any	PRON
iassist-909	75	35	imaginable	imaginable	ADJ
iassist-909	75	36	analysis	analysis	NOUN
iassist-909	75	37	,	,	PUNCT
iassist-909	75	38	visualisation	visualisation	NOUN
iassist-909	75	39	,	,	PUNCT
iassist-909	75	40	or	or	CCONJ
iassist-909	75	41	derived	derive	VERB
iassist-909	75	42	data	datum	NOUN
iassist-909	75	43	product	product	NOUN
iassist-909	75	44	required	require	VERB
iassist-909	75	45	by	by	ADP
iassist-909	75	46	social	social	ADJ
iassist-909	75	47	or	or	CCONJ
iassist-909	75	48	economic	economic	ADJ
iassist-909	75	49	researchers	researcher	NOUN
iassist-909	75	50	could	could	AUX
iassist-909	75	51	be	be	AUX
iassist-909	75	52	generated	generate	VERB
iassist-909	75	53	.	.	PUNCT
iassist-909	76	1	the	the	DET
iassist-909	76	2	usefulness	usefulness	NOUN
iassist-909	76	3	of	of	ADP
iassist-909	76	4	these	these	DET
iassist-909	76	5	data	datum	NOUN
iassist-909	76	6	products	product	NOUN
iassist-909	76	7	is	be	AUX
iassist-909	76	8	not	not	PART
iassist-909	76	9	determined	determine	VERB
iassist-909	76	10	by	by	ADP
iassist-909	76	11	the	the	DET
iassist-909	76	12	technology	technology	NOUN
iassist-909	76	13	,	,	PUNCT
iassist-909	76	14	but	but	CCONJ
iassist-909	76	15	by	by	ADP
iassist-909	76	16	the	the	DET
iassist-909	76	17	research	research	NOUN
iassist-909	76	18	agenda	agenda	NOUN
iassist-909	76	19	and	and	CCONJ
iassist-909	76	20	design	design	NOUN
iassist-909	76	21	.	.	PUNCT
iassist-909	77	1	to	to	PART
iassist-909	77	2	return	return	VERB
iassist-909	77	3	to	to	ADP
iassist-909	77	4	the	the	DET
iassist-909	77	5	household	household	NOUN
iassist-909	77	6	energy	energy	NOUN
iassist-909	77	7	consumption	consumption	NOUN
iassist-909	77	8	example	example	NOUN
iassist-909	77	9	,	,	PUNCT
iassist-909	77	10	hourly	hourly	ADJ
iassist-909	77	11	data	datum	NOUN
iassist-909	77	12	at	at	ADP
iassist-909	77	13	the	the	DET
iassist-909	77	14	household	household	NOUN
iassist-909	77	15	level	level	NOUN
iassist-909	77	16	are	be	AUX
iassist-909	77	17	required	require	VERB
iassist-909	77	18	for	for	ADP
iassist-909	77	19	answering	answer	VERB
iassist-909	77	20	questions	question	NOUN
iassist-909	77	21	about	about	ADP
iassist-909	77	22	daily	daily	ADJ
iassist-909	77	23	consumption	consumption	NOUN
iassist-909	77	24	patterns	pattern	NOUN
iassist-909	77	25	,	,	PUNCT
iassist-909	77	26	but	but	CCONJ
iassist-909	77	27	monthly	monthly	ADJ
iassist-909	77	28	aggregations	aggregation	NOUN
iassist-909	77	29	at	at	ADP
iassist-909	77	30	district	district	NOUN
iassist-909	77	31	level	level	NOUN
iassist-909	77	32	are	be	AUX
iassist-909	77	33	more	more	ADV
iassist-909	77	34	useful	useful	ADJ
iassist-909	77	35	for	for	ADP
iassist-909	77	36	exploring	explore	VERB
iassist-909	77	37	questions	question	NOUN
iassist-909	77	38	on	on	ADP
iassist-909	77	39	seasonal	seasonal	ADJ
iassist-909	77	40	or	or	CCONJ
iassist-909	77	41	regional	regional	ADJ
iassist-909	77	42	variations	variation	NOUN
iassist-909	77	43	in	in	ADP
iassist-909	77	44	energy	energy	NOUN
iassist-909	77	45	consumption	consumption	NOUN
iassist-909	77	46	.	.	PUNCT
iassist-909	78	1	the	the	DET
iassist-909	78	2	useful	useful	ADJ
iassist-909	78	3	level	level	NOUN
iassist-909	78	4	of	of	ADP
iassist-909	78	5	detail	detail	NOUN
iassist-909	78	6	or	or	CCONJ
iassist-909	78	7	granularity	granularity	NOUN
iassist-909	78	8	or	or	CCONJ
iassist-909	78	9	is	be	AUX
iassist-909	78	10	useful	useful	ADJ
iassist-909	78	11	is	be	AUX
iassist-909	78	12	determined	determine	VERB
iassist-909	78	13	by	by	ADP
iassist-909	78	14	analysis	analysis	NOUN
iassist-909	78	15	performed	perform	VERB
iassist-909	78	16	and	and	CCONJ
iassist-909	78	17	research	research	NOUN
iassist-909	78	18	questions	question	NOUN
iassist-909	78	19	asked	ask	VERB
iassist-909	78	20	,	,	PUNCT
iassist-909	78	21	as	as	SCONJ
iassist-909	78	22	are	be	AUX
iassist-909	78	23	the	the	DET
iassist-909	78	24	appropriate	appropriate	ADJ
iassist-909	78	25	tools	tool	NOUN
iassist-909	78	26	to	to	PART
iassist-909	78	27	use	use	VERB
iassist-909	78	28	.	.	PUNCT
iassist-909	79	1	the	the	DET
iassist-909	79	2	examples	example	NOUN
iassist-909	79	3	above	above	ADV
iassist-909	79	4	have	have	AUX
iassist-909	79	5	shown	show	VERB
iassist-909	79	6	hive	hive	NOUN
iassist-909	79	7	’s	’s	PART
iassist-909	79	8	utility	utility	NOUN
iassist-909	79	9	in	in	ADP
iassist-909	79	10	managing	manage	VERB
iassist-909	79	11	and	and	CCONJ
iassist-909	79	12	analysing	analyse	VERB
iassist-909	79	13	large	large	ADJ
iassist-909	79	14	numbers	number	NOUN
iassist-909	79	15	of	of	ADP
iassist-909	79	16	datapoints	datapoint	NOUN
iassist-909	79	17	,	,	PUNCT
iassist-909	79	18	and	and	CCONJ
iassist-909	79	19	some	some	DET
iassist-909	79	20	zeppelin	zeppelin	NOUN
iassist-909	79	21	capabilities	capability	NOUN
iassist-909	79	22	in	in	ADP
iassist-909	79	23	dynamic	dynamic	ADJ
iassist-909	79	24	plotting	plotting	NOUN
iassist-909	79	25	and	and	CCONJ
iassist-909	79	26	graphing	graphing	NOUN
iassist-909	79	27	.	.	PUNCT
iassist-909	80	1	interoperability	interoperability	NOUN
iassist-909	80	2	between	between	ADP
iassist-909	80	3	these	these	DET
iassist-909	80	4	and	and	CCONJ
iassist-909	80	5	other	other	ADJ
iassist-909	80	6	dsaap	dsaap	PROPN
iassist-909	80	7	features	feature	NOUN
iassist-909	80	8	provides	provide	VERB
iassist-909	80	9	for	for	ADP
iassist-909	80	10	a	a	DET
iassist-909	80	11	powerful	powerful	ADJ
iassist-909	80	12	analytical	analytical	ADJ
iassist-909	80	13	platform	platform	NOUN
iassist-909	80	14	.	.	PUNCT
iassist-909	81	1	the	the	DET
iassist-909	81	2	key	key	ADJ
iassist-909	81	3	driver	driver	NOUN
iassist-909	81	4	of	of	ADP
iassist-909	81	5	this	this	DET
iassist-909	81	6	work	work	NOUN
iassist-909	81	7	is	be	AUX
iassist-909	81	8	not	not	PART
iassist-909	81	9	just	just	ADV
iassist-909	81	10	to	to	PART
iassist-909	81	11	understand	understand	VERB
iassist-909	81	12	these	these	DET
iassist-909	81	13	particular	particular	ADJ
iassist-909	81	14	datasets	dataset	NOUN
iassist-909	81	15	,	,	PUNCT
iassist-909	81	16	but	but	CCONJ
iassist-909	81	17	to	to	PART
iassist-909	81	18	develop	develop	VERB
iassist-909	81	19	transferable	transferable	ADJ
iassist-909	81	20	understanding	understanding	NOUN
iassist-909	81	21	,	,	PUNCT
iassist-909	81	22	expertise	expertise	NOUN
iassist-909	81	23	,	,	PUNCT
iassist-909	81	24	and	and	CCONJ
iassist-909	81	25	tooling	tooling	NOUN
iassist-909	81	26	,	,	PUNCT
iassist-909	81	27	intended	intend	VERB
iassist-909	81	28	for	for	ADP
iassist-909	81	29	wider	wide	ADJ
iassist-909	81	30	use	use	NOUN
iassist-909	81	31	in	in	ADP
iassist-909	81	32	working	work	VERB
iassist-909	81	33	within	within	ADP
iassist-909	81	34	the	the	DET
iassist-909	81	35	new	new	ADJ
iassist-909	81	36	data	datum	NOUN
iassist-909	81	37	environment	environment	NOUN
iassist-909	81	38	,	,	PUNCT
iassist-909	81	39	from	from	ADP
iassist-909	81	40	ingest	ingest	NOUN
iassist-909	81	41	to	to	ADP
iassist-909	81	42	access	access	NOUN
iassist-909	81	43	and	and	CCONJ
iassist-909	81	44	analysis	analysis	NOUN
iassist-909	81	45	.	.	PUNCT
iassist-909	82	1	this	this	PRON
iassist-909	82	2	is	be	AUX
iassist-909	82	3	a	a	DET
iassist-909	82	4	research	research	NOUN
iassist-909	82	5	community	community	NOUN
iassist-909	82	6	oriented	orient	VERB
iassist-909	82	7	and	and	CCONJ
iassist-909	82	8	involved	involve	VERB
iassist-909	82	9	project	project	NOUN
iassist-909	82	10	,	,	PUNCT
iassist-909	82	11	scoping	scope	VERB
iassist-909	82	12	interest	interest	NOUN
iassist-909	82	13	and	and	CCONJ
iassist-909	82	14	requirements	requirement	NOUN
iassist-909	82	15	within	within	ADP
iassist-909	82	16	the	the	DET
iassist-909	82	17	social	social	ADJ
iassist-909	82	18	science	science	NOUN
iassist-909	82	19	community	community	NOUN
iassist-909	82	20	,	,	PUNCT
iassist-909	82	21	and	and	CCONJ
iassist-909	82	22	working	work	VERB
iassist-909	82	23	actively	actively	ADV
iassist-909	82	24	with	with	ADP
iassist-909	82	25	researchers	researcher	NOUN
iassist-909	82	26	to	to	PART
iassist-909	82	27	develop	develop	VERB
iassist-909	82	28	the	the	DET
iassist-909	82	29	most	most	ADV
iassist-909	82	30	useful	useful	ADJ
iassist-909	82	31	systems	system	NOUN
iassist-909	82	32	.	.	PUNCT
iassist-909	83	1	community	community	NOUN
iassist-909	83	2	engagement	engagement	NOUN
iassist-909	83	3	is	be	AUX
iassist-909	83	4	a	a	DET
iassist-909	83	5	two	two	NUM
iassist-909	83	6	-	-	PUNCT
iassist-909	83	7	way	way	NOUN
iassist-909	83	8	process	process	NOUN
iassist-909	83	9	.	.	PUNCT
iassist-909	84	1	collaboration	collaboration	NOUN
iassist-909	84	2	with	with	ADP
iassist-909	84	3	energy	energy	NOUN
iassist-909	84	4	researchers	researcher	NOUN
iassist-909	84	5	has	have	AUX
iassist-909	84	6	developed	develop	VERB
iassist-909	84	7	use	use	NOUN
iassist-909	84	8	cases	case	NOUN
iassist-909	84	9	based	base	VERB
iassist-909	84	10	on	on	ADP
iassist-909	84	11	actual	actual	ADJ
iassist-909	84	12	research	research	NOUN
iassist-909	84	13	,	,	PUNCT
iassist-909	84	14	while	while	SCONJ
iassist-909	84	15	demonstrations	demonstration	NOUN
iassist-909	84	16	of	of	ADP
iassist-909	84	17	dsaap	dsaap	PROPN
iassist-909	84	18	features	feature	VERB
iassist-909	84	19	whether	whether	SCONJ
iassist-909	84	20	on	on	ADP
iassist-909	84	21	video	video	NOUN
iassist-909	84	22	or	or	CCONJ
iassist-909	84	23	conducted	conduct	VERB
iassist-909	84	24	live	live	ADV
iassist-909	84	25	have	have	AUX
iassist-909	84	26	generated	generate	VERB
iassist-909	84	27	interest	interest	NOUN
iassist-909	84	28	and	and	CCONJ
iassist-909	84	29	ideas	idea	NOUN
iassist-909	84	30	on	on	ADP
iassist-909	84	31	how	how	SCONJ
iassist-909	84	32	the	the	DET
iassist-909	84	33	systems	system	NOUN
iassist-909	84	34	can	can	AUX
iassist-909	84	35	be	be	AUX
iassist-909	84	36	used	use	VERB
iassist-909	84	37	and	and	CCONJ
iassist-909	84	38	how	how	SCONJ
iassist-909	84	39	nnfd	nnfd	NOUN
iassist-909	84	40	can	can	AUX
iassist-909	84	41	be	be	AUX
iassist-909	84	42	leveraged	leverage	VERB
iassist-909	84	43	.	.	PUNCT
iassist-909	85	1	moving	move	VERB
iassist-909	85	2	forward	forward	ADV
iassist-909	85	3	,	,	PUNCT
iassist-909	85	4	the	the	DET
iassist-909	85	5	big	big	ADJ
iassist-909	85	6	data	data	NOUN
iassist-909	85	7	network	network	NOUN
iassist-909	85	8	support	support	NOUN
iassist-909	85	9	team	team	NOUN
iassist-909	85	10	will	will	AUX
iassist-909	85	11	standardise	standardise	VERB
iassist-909	85	12	and	and	CCONJ
iassist-909	85	13	generalise	generalise	VERB
iassist-909	85	14	procedures	procedure	NOUN
iassist-909	85	15	developed	develop	VERB
iassist-909	85	16	from	from	ADP
iassist-909	85	17	dsaap	dsaap	PROPN
iassist-909	85	18	work	work	NOUN
iassist-909	85	19	.	.	PUNCT
iassist-909	86	1	for	for	ADP
iassist-909	86	2	example	example	NOUN
iassist-909	86	3	,	,	PUNCT
iassist-909	86	4	work	work	VERB
iassist-909	86	5	on	on	ADP
iassist-909	86	6	assessing	assess	VERB
iassist-909	86	7	,	,	PUNCT
iassist-909	86	8	aggregating	aggregate	VERB
iassist-909	86	9	and	and	CCONJ
iassist-909	86	10	visualising	visualise	VERB
iassist-909	86	11	time	time	NOUN
iassist-909	86	12	series	series	PROPN
iassist-909	86	13	data	datum	NOUN
iassist-909	86	14	developed	develop	VERB
iassist-909	86	15	with	with	ADP
iassist-909	86	16	reference	reference	NOUN
iassist-909	86	17	to	to	ADP
iassist-909	86	18	the	the	DET
iassist-909	86	19	shed	shed	ADJ
iassist-909	86	20	project	project	NOUN
iassist-909	86	21	can	can	AUX
iassist-909	86	22	be	be	AUX
iassist-909	86	23	adapted	adapt	VERB
iassist-909	86	24	and	and	CCONJ
iassist-909	86	25	scaled	scale	VERB
iassist-909	86	26	to	to	PART
iassist-909	86	27	cover	cover	VERB
iassist-909	86	28	time	time	NOUN
iassist-909	86	29	series	series	PROPN
iassist-909	86	30	data	datum	NOUN
iassist-909	86	31	from	from	ADP
iassist-909	86	32	other	other	ADJ
iassist-909	86	33	areas	area	NOUN
iassist-909	86	34	.	.	PUNCT
iassist-909	87	1	this	this	DET
iassist-909	87	2	institutional	institutional	ADJ
iassist-909	87	3	learning	learning	NOUN
iassist-909	87	4	will	will	AUX
iassist-909	87	5	be	be	AUX
iassist-909	87	6	implemented	implement	VERB
iassist-909	87	7	through	through	ADP
iassist-909	87	8	dsaap	dsaap	PROPN
iassist-909	87	9	and	and	CCONJ
iassist-909	87	10	also	also	ADV
iassist-909	87	11	disseminated	disseminate	VERB
iassist-909	87	12	through	through	ADP
iassist-909	87	13	training	training	NOUN
iassist-909	87	14	,	,	PUNCT
iassist-909	87	15	seminars	seminar	NOUN
iassist-909	87	16	,	,	PUNCT
iassist-909	87	17	lectures	lecture	NOUN
iassist-909	87	18	,	,	PUNCT
iassist-909	87	19	conference	conference	NOUN
iassist-909	87	20	papers	paper	NOUN
iassist-909	87	21	,	,	PUNCT
iassist-909	87	22	and	and	CCONJ
iassist-909	87	23	knowledge	knowledge	NOUN
iassist-909	87	24	exchange	exchange	NOUN
iassist-909	87	25	programmes	programme	NOUN
iassist-909	87	26	and	and	CCONJ
iassist-909	87	27	partnership	partnership	NOUN
iassist-909	87	28	,	,	PUNCT
iassist-909	87	29	all	all	PRON
iassist-909	87	30	of	of	ADP
iassist-909	87	31	which	which	PRON
iassist-909	87	32	are	be	AUX
iassist-909	87	33	already	already	ADV
iassist-909	87	34	underway	underway	ADJ
iassist-909	87	35	.	.	PUNCT
iassist-909	88	1	the	the	DET
iassist-909	88	2	overall	overall	ADJ
iassist-909	88	3	aim	aim	NOUN
iassist-909	88	4	is	be	AUX
iassist-909	88	5	to	to	PART
iassist-909	88	6	establish	establish	VERB
iassist-909	88	7	a	a	DET
iassist-909	88	8	general	general	ADJ
iassist-909	88	9	-	-	PUNCT
iassist-909	88	10	purpose	purpose	NOUN
iassist-909	88	11	data	datum	NOUN
iassist-909	88	12	services	service	NOUN
iassist-909	88	13	system	system	NOUN
iassist-909	88	14	for	for	ADP
iassist-909	88	15	social	social	ADJ
iassist-909	88	16	and	and	CCONJ
iassist-909	88	17	economic	economic	ADJ
iassist-909	88	18	research	research	NOUN
iassist-909	88	19	,	,	PUNCT
iassist-909	88	20	supporting	support	VERB
iassist-909	88	21	both	both	PRON
iassist-909	88	22	established	establish	VERB
iassist-909	88	23	and	and	CCONJ
iassist-909	88	24	emerging	emerge	VERB
iassist-909	88	25	analytical	analytical	ADJ
iassist-909	88	26	techniques	technique	NOUN
iassist-909	88	27	,	,	PUNCT
iassist-909	88	28	and	and	CCONJ
iassist-909	88	29	both	both	CCONJ
iassist-909	88	30	traditional	traditional	ADJ
iassist-909	88	31	and	and	CCONJ
iassist-909	88	32	new	new	ADJ
iassist-909	88	33	and	and	CCONJ
iassist-909	88	34	novel	novel	ADJ
iassist-909	88	35	forms	form	NOUN
iassist-909	88	36	of	of	ADP
iassist-909	88	37	data	datum	NOUN
iassist-909	88	38	.	.	PUNCT
iassist-909	89	1	references	reference	NOUN
iassist-909	89	2	‘	'	PUNCT
iassist-909	89	3	new	new	ADJ
iassist-909	89	4	data	datum	NOUN
iassist-909	89	5	for	for	ADP
iassist-909	89	6	understanding	understand	VERB
iassist-909	89	7	the	the	DET
iassist-909	89	8	human	human	ADJ
iassist-909	89	9	condition	condition	NOUN
iassist-909	89	10	:	:	PUNCT
iassist-909	89	11	international	international	ADJ
iassist-909	89	12	perspectives	perspective	NOUN
iassist-909	89	13	’	'	PUNCT
iassist-909	89	14	oecd	oecd	PROPN
iassist-909	89	15	global	global	PROPN
iassist-909	89	16	science	science	PROPN
iassist-909	89	17	forum	forum	PROPN
iassist-909	89	18	report	report	PROPN
iassist-909	89	19	on	on	ADP
iassist-909	89	20	data	datum	NOUN
iassist-909	89	21	and	and	CCONJ
iassist-909	89	22	research	research	NOUN
iassist-909	89	23	infrastructure	infrastructure	NOUN
iassist-909	89	24	for	for	ADP
iassist-909	89	25	the	the	DET
iassist-909	89	26	social	social	ADJ
iassist-909	89	27	sciences	sciences	PROPN
iassist-909	89	28	,	,	PUNCT
iassist-909	89	29	brussels	brussels	PROPN
iassist-909	89	30	,	,	PUNCT
iassist-909	89	31	february	february	PROPN
iassist-909	89	32	2013	2013	NUM
iassist-909	89	33	.	.	PUNCT
iassist-909	90	1	figure	figure	VERB
iassist-909	90	2	5	5	NUM
iassist-909	90	3	line	line	NOUN
iassist-909	90	4	over	over	ADP
iassist-909	90	5	bar	bar	NOUN
iassist-909	90	6	monthly	monthly	ADJ
iassist-909	90	7	mean	mean	NOUN
iassist-909	90	8	temperature	temperature	NOUN
iassist-909	90	9	and	and	CCONJ
iassist-909	90	10	energy	energy	NOUN
iassist-909	90	11	consumption	consumption	NOUN
iassist-909	90	12	vol	vol	NOUN
iassist-909	90	13	40	40	NUM
iassist-909	90	14	no	no	DET
iassist-909	90	15	4	4	NUM
iassist-909	90	16	/	/	SYM
iassist-909	90	17	iassist	iassist	ADJ
iassist-909	90	18	quarterly	quarterly	ADJ
iassist-909	90	19	2016	2016	NUM
iassist-909	90	20	25	25	NUM
iassist-909	90	21	iassist	iassist	ADJ
iassist-909	90	22	quarterly	quarterly	ADJ
iassist-909	90	23	marsh	marsh	NOUN
iassist-909	90	24	,	,	PUNCT
iassist-909	90	25	c	c	PROPN
iassist-909	90	26	&	&	CCONJ
iassist-909	90	27	elliott	elliott	PROPN
iassist-909	90	28	,	,	PUNCT
iassist-909	90	29	j	j	PROPN
iassist-909	90	30	,	,	PUNCT
iassist-909	90	31	‘	'	PUNCT
iassist-909	90	32	exploring	explore	VERB
iassist-909	90	33	data	datum	NOUN
iassist-909	90	34	:	:	PUNCT
iassist-909	90	35	an	an	DET
iassist-909	90	36	introduction	introduction	NOUN
iassist-909	90	37	to	to	ADP
iassist-909	90	38	data	data	NOUN
iassist-909	90	39	analysis	analysis	NOUN
iassist-909	90	40	for	for	ADP
iassist-909	90	41	social	social	ADJ
iassist-909	90	42	scientists	scientist	NOUN
iassist-909	90	43	’	'	PUNCT
iassist-909	90	44	,	,	PUNCT
iassist-909	90	45	polity	polity	NOUN
iassist-909	90	46	,	,	PUNCT
iassist-909	90	47	cambridge	cambridge	PROPN
iassist-909	90	48	2008	2008	NUM
iassist-909	90	49	.	.	PUNCT
iassist-909	91	1	o’neil	o’neil	PROPN
iassist-909	91	2	,	,	PUNCT
iassist-909	91	3	cathy	cathy	PROPN
iassist-909	91	4	&	&	CCONJ
iassist-909	91	5	rachel	rachel	PROPN
iassist-909	91	6	schutt	schutt	PROPN
iassist-909	91	7	,	,	PUNCT
iassist-909	91	8	‘	'	PUNCT
iassist-909	91	9	doing	do	VERB
iassist-909	91	10	data	data	NOUN
iassist-909	91	11	science	science	NOUN
iassist-909	91	12	:	:	PUNCT
iassist-909	91	13	straight	straight	ADJ
iassist-909	91	14	talk	talk	NOUN
iassist-909	91	15	from	from	ADP
iassist-909	91	16	the	the	DET
iassist-909	91	17	frontline	frontline	NOUN
iassist-909	91	18	’	'	PUNCT
iassist-909	91	19	,	,	PUNCT
iassist-909	91	20	o’reilly	o’reilly	ADV
iassist-909	91	21	media	medium	NOUN
iassist-909	91	22	,	,	PUNCT
iassist-909	91	23	inc	inc	PROPN
iassist-909	91	24	.	.	PROPN
iassist-909	91	25	,	,	PUNCT
iassist-909	91	26	new	new	PROPN
iassist-909	91	27	york	york	PROPN
iassist-909	91	28	2013	2013	NUM
iassist-909	91	29	.	.	PUNCT
iassist-909	92	1	palmer	palmer	PROPN
iassist-909	92	2	,	,	PUNCT
iassist-909	92	3	et	et	PROPN
iassist-909	92	4	al	al	PROPN
iassist-909	92	5	.	.	PROPN
iassist-909	92	6	,	,	PUNCT
iassist-909	92	7	‘	'	PUNCT
iassist-909	92	8	further	further	ADJ
iassist-909	92	9	analysis	analysis	NOUN
iassist-909	92	10	of	of	ADP
iassist-909	92	11	the	the	DET
iassist-909	92	12	household	household	NOUN
iassist-909	92	13	electricity	electricity	NOUN
iassist-909	92	14	survey	survey	NOUN
iassist-909	92	15	energy	energy	NOUN
iassist-909	92	16	use	use	NOUN
iassist-909	92	17	at	at	ADP
iassist-909	92	18	home	home	NOUN
iassist-909	92	19	:	:	PUNCT
iassist-909	92	20	models	model	NOUN
iassist-909	92	21	,	,	PUNCT
iassist-909	92	22	labels	label	NOUN
iassist-909	92	23	and	and	CCONJ
iassist-909	92	24	unusual	unusual	ADJ
iassist-909	92	25	appliances	appliance	NOUN
iassist-909	92	26	’	'	PUNCT
iassist-909	92	27	,	,	PUNCT
iassist-909	92	28	cambridge	cambridge	PROPN
iassist-909	92	29	architectural	architectural	PROPN
iassist-909	92	30	research	research	PROPN
iassist-909	92	31	limited	limit	VERB
iassist-909	92	32	,	,	PUNCT
iassist-909	92	33	cambridge	cambridge	PROPN
iassist-909	92	34	2014	2014	NUM
iassist-909	92	35	.	.	PUNCT
iassist-909	93	1	siems	siem	NOUN
iassist-909	93	2	,	,	PUNCT
iassist-909	93	3	k	k	PROPN
iassist-909	93	4	&	&	CCONJ
iassist-909	93	5	wolf	wolf	PROPN
iassist-909	93	6	,	,	PUNCT
iassist-909	93	7	d	d	X
iassist-909	93	8	,	,	PUNCT
iassist-909	93	9	‘	'	PUNCT
iassist-909	93	10	burning	burn	VERB
iassist-909	93	11	the	the	DET
iassist-909	93	12	hay	hay	NOUN
iassist-909	93	13	to	to	PART
iassist-909	93	14	find	find	VERB
iassist-909	93	15	the	the	DET
iassist-909	93	16	needle	needle	NOUN
iassist-909	93	17	–	–	PUNCT
iassist-909	93	18	data	data	NOUN
iassist-909	93	19	mining	mining	NOUN
iassist-909	93	20	strategies	strategy	NOUN
iassist-909	93	21	in	in	ADP
iassist-909	93	22	natural	natural	ADJ
iassist-909	93	23	product	product	NOUN
iassist-909	93	24	dereplication	dereplication	NOUN
iassist-909	93	25	’	'	PUNCT
iassist-909	93	26	chimia	chimia	PROPN
iassist-909	93	27	international	international	PROPN
iassist-909	93	28	journal	journal	PROPN
iassist-909	93	29	for	for	ADP
iassist-909	93	30	chemistry	chemistry	NOUN
iassist-909	93	31	,	,	PUNCT
iassist-909	93	32	volume	volume	NOUN
iassist-909	93	33	61	61	NUM
iassist-909	93	34	,	,	PUNCT
iassist-909	93	35	number	number	NOUN
iassist-909	93	36	6	6	NUM
iassist-909	93	37	,	,	PUNCT
iassist-909	93	38	june	june	PROPN
iassist-909	93	39	2007	2007	NUM
iassist-909	93	40	,	,	PUNCT
iassist-909	93	41	pp	pp	ADJ
iassist-909	93	42	.	.	PUNCT
iassist-909	94	1	339	339	NUM
iassist-909	94	2	-	-	SYM
iassist-909	94	3	345(7	345(7	NUM
iassist-909	94	4	)	)	PUNCT
iassist-909	94	5	tukey	tukey	NOUN
iassist-909	94	6	,	,	PUNCT
iassist-909	94	7	john	john	PROPN
iassist-909	94	8	w	w	PROPN
iassist-909	94	9	,	,	PUNCT
iassist-909	94	10	‘	'	PUNCT
iassist-909	94	11	exploratory	exploratory	ADJ
iassist-909	94	12	data	datum	NOUN
iassist-909	94	13	analysis	analysis	NOUN
iassist-909	94	14	’	'	PUNCT
iassist-909	94	15	,	,	PUNCT
iassist-909	94	16	pearson	pearson	PROPN
iassist-909	94	17	,	,	PUNCT
iassist-909	94	18	london	london	PROPN
iassist-909	94	19	1977	1977	NUM
iassist-909	94	20	.	.	PUNCT
iassist-909	95	1	notes	note	VERB
iassist-909	95	2	1	1	NUM
iassist-909	95	3	.	.	PUNCT
iassist-909	95	4	dr	dr	PROPN
iassist-909	95	5	aidan	aidan	PROPN
iassist-909	95	6	condron	condron	PROPN
iassist-909	95	7	|	|	ADV
iassist-909	95	8	senior	senior	ADJ
iassist-909	95	9	officer	officer	NOUN
iassist-909	95	10	,	,	PUNCT
iassist-909	95	11	collections	collection	NOUN
iassist-909	95	12	development	development	NOUN
iassist-909	95	13	and	and	CCONJ
iassist-909	95	14	producer	producer	NOUN
iassist-909	95	15	relations	relation	NOUN
iassist-909	95	16	|	|	ADV
iassist-909	95	17	big	big	ADJ
iassist-909	95	18	data	data	NOUN
iassist-909	95	19	network	network	NOUN
iassist-909	95	20	support	support	NOUN
iassist-909	96	1	|	|	ADV
iassist-909	96	2	uk	uk	PROPN
iassist-909	96	3	data	datum	NOUN
iassist-909	96	4	service	service	NOUN
iassist-909	96	5	|	|	PROPN
iassist-909	96	6	university	university	PROPN
iassist-909	96	7	of	of	ADP
iassist-909	96	8	essex	essex	PROPN
iassist-909	96	9	|	|	CCONJ
iassist-909	96	10	wivenhoe	wivenhoe	NOUN
iassist-909	96	11	park	park	NOUN
iassist-909	96	12	|	|	NOUN
iassist-909	96	13	colchester	colchester	NOUN
iassist-909	96	14	co4	co4	PROPN
iassist-909	96	15	3sq	3sq	ADJ
iassist-909	97	1	|	|	NOUN
iassist-909	97	2	t	t	PROPN
iassist-909	97	3	+44	+44	PROPN
iassist-909	97	4	(	(	PUNCT
iassist-909	97	5	0	0	NUM
iassist-909	97	6	)	)	PUNCT
iassist-909	97	7	1206	1206	NUM
iassist-909	97	8	874254	874254	NUM
iassist-909	97	9	|	|	ADV
iassist-909	97	10	e	e	NOUN
iassist-909	97	11	acondron@essex.ac.uk	acondron@essex.ac.uk	NOUN
iassist-909	97	12	2	2	NUM
iassist-909	97	13	.	.	PUNCT
iassist-909	97	14	https://www.ukdataservice.ac.uk/	https://www.ukdataservice.ac.uk/	PROPN
iassist-909	97	15	3	3	X
iassist-909	97	16	.	.	PUNCT
iassist-909	97	17	https://bigdata.ukdataservice.ac.uk/	https://bigdata.ukdataservice.ac.uk/	PROPN
iassist-909	97	18	4	4	X
iassist-909	97	19	.	.	PUNCT
iassist-909	97	20	https://www.ukdataservice.ac.uk/about-us/our-rd/smarter-household-energy-data	https://www.ukdataservice.ac.uk/about-us/our-rd/smarter-household-energy-data	PROPN
iassist-909	97	21	5	5	NUM
iassist-909	97	22	.	.	PUNCT
iassist-909	98	1	https://www.youtube.com/watch?v=0hbcayuwwdy	https://www.youtube.com/watch?v=0hbcayuwwdy	PRON
iassist-909	98	2	6	6	NUM
iassist-909	98	3	.	.	PUNCT
iassist-909	99	1	https://www.oecd.org/sti/sci-tech/new-data-for-understanding-the-human-condition.pdf	https://www.oecd.org/sti/sci-tech/new-data-for-understanding-the-human-condition.pdf	PROPN
iassist-909	99	2	7	7	NUM
iassist-909	99	3	.	.	PUNCT
iassist-909	99	4	http://hadoop.apache.org/	http://hadoop.apache.org/	NOUN
iassist-909	99	5	8	8	NUM
iassist-909	99	6	.	.	PUNCT
iassist-909	100	1	http://www.kdnuggets.com/2015/09/data-lake-vs-data-warehouse-key-differences.html	http://www.kdnuggets.com/2015/09/data-lake-vs-data-warehouse-key-differences.html	PROPN
iassist-909	100	2	9	9	NUM
iassist-909	100	3	.	.	PUNCT
iassist-909	101	1	https://www.w3.org/tr/rdf11-concepts/	https://www.w3.org/tr/rdf11-concepts/	NOUN
iassist-909	101	2	10	10	NUM
iassist-909	101	3	.	.	PUNCT
iassist-909	102	1	https://betterexplained.com/articles/the-quick-guide-to-guids/	https://betterexplained.com/articles/the-quick-guide-to-guids/	NOUN
iassist-909	102	2	11	11	NUM
iassist-909	102	3	.	.	PUNCT
iassist-909	103	1	https://www.w3.org/2013/04/vocabs/	https://www.w3.org/2013/04/vocabs/	NOUN
iassist-909	103	2	12	12	NUM
iassist-909	103	3	.	.	PUNCT
iassist-909	104	1	https://www.odpi.org/	https://www.odpi.org/	ADV
iassist-909	104	2	13	13	NUM
iassist-909	104	3	.	.	PUNCT
iassist-909	104	4	http://www.data-archive.ac.uk/curate	http://www.data-archive.ac.uk/curate	NOUN
iassist-909	104	5	14	14	NUM
iassist-909	104	6	.	.	PUNCT
iassist-909	105	1	https://www.ukdataservice.ac.uk/get-data/data-access-policy	https://www.ukdataservice.ac.uk/get-data/data-access-policy	PROPN
iassist-909	105	2	15	15	NUM
iassist-909	105	3	.	.	PUNCT
iassist-909	105	4	http://blog.ukdataservice.ac.uk/access-to-sensitive-data-for-research-the-5-safes/	http://blog.ukdataservice.ac.uk/access-to-sensitive-data-for-research-the-5-safes/	PROPN
iassist-909	105	5	16	16	NUM
iassist-909	105	6	.	.	PUNCT
iassist-909	106	1	https://www.ukdataservice.ac.uk/about-us/our-rd/smarter-household-energy-data	https://www.ukdataservice.ac.uk/about-us/our-rd/smarter-household-energy-data	PROPN
iassist-909	106	2	17	17	NUM
iassist-909	106	3	.	.	PUNCT
iassist-909	107	1	https://www.datafirst.uct.ac.za/	https://www.datafirst.uct.ac.za/	PROPN
iassist-909	107	2	18	18	NUM
iassist-909	107	3	.	.	PUNCT
iassist-909	108	1	http://www.bartlett.ucl.ac.uk/energy/	http://www.bartlett.ucl.ac.uk/energy/	NOUN
iassist-909	108	2	19	19	NUM
iassist-909	108	3	.	.	PUNCT
iassist-909	109	1	https://ukdataservicesmartenergydata.wordpress.com/	https://ukdataservicesmartenergydata.wordpress.com/	PROPN
iassist-909	109	2	20	20	NUM
iassist-909	109	3	.	.	PUNCT
iassist-909	110	1	https://discover.ukdataservice.ac.uk/doi?sn=7591#1	https://discover.ukdataservice.ac.uk/doi?sn=7591#1	PROPN
iassist-909	110	2	21	21	NUM
iassist-909	110	3	.	.	PUNCT
iassist-909	111	1	https://www.youtube.com/watch?v=0hbcayuwwdy	https://www.youtube.com/watch?v=0hbcayuwwdy	ADV
iassist-909	111	2	22	22	NUM
iassist-909	111	3	.	.	PUNCT
iassist-909	112	1	http://acorn.caci.co.uk/	http://acorn.caci.co.uk/	PROPN
iassist-909	113	1	23	23	NUM
iassist-909	113	2	.	.	PUNCT
iassist-909	113	3	http://zeppelin.apache.org	http://zeppelin.apache.org	PROPN
iassist-909	114	1	24	24	NUM
iassist-909	114	2	.	.	PUNCT
iassist-909	115	1	https://hive.apache.org/	https://hive.apache.org/	PROPN
iassist-909	115	2	25	25	NUM
iassist-909	115	3	.	.	PUNCT
iassist-909	116	1	http://www.carltd.com/sites/carwebsite/files/report%203_models,%20labels%20and%20unusual%20appliances.pdf	http://www.carltd.com/sites/carwebsite/files/report%203_models,%20labels%20and%20unusual%20appliances.pdf	NOUN