id	sid	tid	token	lemma	pos
rv042r39991	1	1	data	datum	NOUN
rv042r39991	1	2	science	science	NOUN
rv042r39991	1	3	is	be	AUX
rv042r39991	1	4	a	a	DET
rv042r39991	1	5	broad	broad	ADJ
rv042r39991	1	6	,	,	PUNCT
rv042r39991	1	7	interdisciplinary	interdisciplinary	ADJ
rv042r39991	1	8	field	field	NOUN
rv042r39991	1	9	concerned	concern	VERB
rv042r39991	1	10	with	with	ADP
rv042r39991	1	11	the	the	DET
rv042r39991	1	12	extraction	extraction	NOUN
rv042r39991	1	13	of	of	ADP
rv042r39991	1	14	knowledge	knowledge	NOUN
rv042r39991	1	15	or	or	CCONJ
rv042r39991	1	16	insights	insight	NOUN
rv042r39991	1	17	from	from	ADP
rv042r39991	1	18	data	datum	NOUN
rv042r39991	1	19	,	,	PUNCT
rv042r39991	1	20	with	with	ADP
rv042r39991	1	21	the	the	DET
rv042r39991	1	22	classification	classification	NOUN
rv042r39991	1	23	of	of	ADP
rv042r39991	1	24	data	datum	NOUN
rv042r39991	1	25	as	as	ADP
rv042r39991	1	26	a	a	DET
rv042r39991	1	27	core	core	NOUN
rv042r39991	1	28	,	,	PUNCT
rv042r39991	1	29	fundamental	fundamental	ADJ
rv042r39991	1	30	task	task	NOUN
rv042r39991	1	31	.	.	PUNCT
rv042r39991	2	1	one	one	NUM
rv042r39991	2	2	of	of	ADP
rv042r39991	2	3	the	the	DET
rv042r39991	2	4	most	most	ADV
rv042r39991	2	5	persistent	persistent	ADJ
rv042r39991	2	6	challenges	challenge	NOUN
rv042r39991	2	7	faced	face	VERB
rv042r39991	2	8	when	when	SCONJ
rv042r39991	2	9	performing	perform	VERB
rv042r39991	2	10	classification	classification	NOUN
rv042r39991	2	11	is	be	AUX
rv042r39991	2	12	the	the	DET
rv042r39991	2	13	class	class	NOUN
rv042r39991	2	14	imbalance	imbalance	NOUN
rv042r39991	2	15	problem	problem	NOUN
rv042r39991	2	16	.	.	PUNCT
rv042r39991	3	1	class	class	NOUN
rv042r39991	3	2	imbalance	imbalance	NOUN
rv042r39991	3	3	refers	refer	VERB
rv042r39991	3	4	to	to	ADP
rv042r39991	3	5	when	when	SCONJ
rv042r39991	3	6	the	the	DET
rv042r39991	3	7	frequency	frequency	NOUN
rv042r39991	3	8	with	with	ADP
rv042r39991	3	9	which	which	PRON
rv042r39991	3	10	each	each	DET
rv042r39991	3	11	class	class	NOUN
rv042r39991	3	12	appears	appear	VERB
rv042r39991	3	13	in	in	ADP
rv042r39991	3	14	data	datum	NOUN
rv042r39991	3	15	is	be	AUX
rv042r39991	3	16	not	not	PART
rv042r39991	3	17	roughly	roughly	ADV
rv042r39991	3	18	equivalent	equivalent	ADJ
rv042r39991	3	19	,	,	PUNCT
rv042r39991	3	20	and	and	CCONJ
rv042r39991	3	21	the	the	DET
rv042r39991	3	22	problem	problem	NOUN
rv042r39991	3	23	is	be	AUX
rv042r39991	3	24	that	that	SCONJ
rv042r39991	3	25	introduction	introduction	NOUN
rv042r39991	3	26	of	of	ADP
rv042r39991	3	27	class	class	NOUN
rv042r39991	3	28	imbalance	imbalance	NOUN
rv042r39991	3	29	into	into	ADP
rv042r39991	3	30	the	the	DET
rv042r39991	3	31	task	task	NOUN
rv042r39991	3	32	of	of	ADP
rv042r39991	3	33	classification	classification	NOUN
rv042r39991	3	34	poses	pose	VERB
rv042r39991	3	35	serious	serious	ADJ
rv042r39991	3	36	challenges	challenge	NOUN
rv042r39991	3	37	that	that	PRON
rv042r39991	3	38	must	must	AUX
rv042r39991	3	39	be	be	AUX
rv042r39991	3	40	addressed	address	VERB
rv042r39991	3	41	in	in	ADP
rv042r39991	3	42	order	order	NOUN
rv042r39991	3	43	to	to	PART
rv042r39991	3	44	provide	provide	VERB
rv042r39991	3	45	knowledge	knowledge	NOUN
rv042r39991	3	46	and	and	CCONJ
rv042r39991	3	47	insight	insight	NOUN
rv042r39991	3	48	.	.	PUNCT
rv042r39991	4	1	yet	yet	ADV
rv042r39991	4	2	,	,	PUNCT
rv042r39991	4	3	the	the	DET
rv042r39991	4	4	challenges	challenge	NOUN
rv042r39991	4	5	that	that	PRON
rv042r39991	4	6	class	class	NOUN
rv042r39991	4	7	imbalance	imbalance	NOUN
rv042r39991	4	8	gives	give	VERB
rv042r39991	4	9	rise	rise	NOUN
rv042r39991	4	10	to	to	PART
rv042r39991	4	11	are	be	AUX
rv042r39991	4	12	in	in	ADP
rv042r39991	4	13	part	part	NOUN
rv042r39991	4	14	due	due	ADP
rv042r39991	4	15	to	to	ADP
rv042r39991	4	16	its	its	PRON
rv042r39991	4	17	ubiquitous	ubiquitous	ADJ
rv042r39991	4	18	prevalence	prevalence	NOUN
rv042r39991	4	19	,	,	PUNCT
rv042r39991	4	20	and	and	CCONJ
rv042r39991	4	21	it	it	PRON
rv042r39991	4	22	stands	stand	VERB
rv042r39991	4	23	as	as	ADP
rv042r39991	4	24	a	a	DET
rv042r39991	4	25	problem	problem	NOUN
rv042r39991	4	26	that	that	PRON
rv042r39991	4	27	pervades	pervade	VERB
rv042r39991	4	28	almost	almost	ADV
rv042r39991	4	29	every	every	DET
rv042r39991	4	30	area	area	NOUN
rv042r39991	4	31	of	of	ADP
rv042r39991	4	32	investigation	investigation	NOUN
rv042r39991	4	33	under	under	ADP
rv042r39991	4	34	which	which	PRON
rv042r39991	4	35	data	data	NOUN
rv042r39991	4	36	science	science	NOUN
rv042r39991	4	37	has	have	VERB
rv042r39991	4	38	provenance	provenance	NOUN
rv042r39991	4	39	.	.	PUNCT
rv042r39991	5	1	in	in	ADP
rv042r39991	5	2	this	this	DET
rv042r39991	5	3	dissertation	dissertation	NOUN
rv042r39991	5	4	,	,	PUNCT
rv042r39991	5	5	we	we	PRON
rv042r39991	5	6	investigate	investigate	VERB
rv042r39991	5	7	and	and	CCONJ
rv042r39991	5	8	counter	counter	NOUN
rv042r39991	5	9	class	class	NOUN
rv042r39991	5	10	imbalance	imbalance	NOUN
rv042r39991	5	11	in	in	ADP
rv042r39991	5	12	several	several	ADJ
rv042r39991	5	13	domains	domain	NOUN
rv042r39991	5	14	,	,	PUNCT
rv042r39991	5	15	touching	touch	VERB
rv042r39991	5	16	upon	upon	SCONJ
rv042r39991	5	17	areas	area	NOUN
rv042r39991	5	18	as	as	ADV
rv042r39991	5	19	diverse	diverse	ADJ
rv042r39991	5	20	as	as	ADP
rv042r39991	5	21	ecological	ecological	ADJ
rv042r39991	5	22	informatics	informatic	NOUN
rv042r39991	5	23	,	,	PUNCT
rv042r39991	5	24	scientific	scientific	ADJ
rv042r39991	5	25	impact	impact	NOUN
rv042r39991	5	26	prediction	prediction	NOUN
rv042r39991	5	27	,	,	PUNCT
rv042r39991	5	28	healthcare	healthcare	NOUN
rv042r39991	5	29	analytics	analytic	NOUN
rv042r39991	5	30	,	,	PUNCT
rv042r39991	5	31	and	and	CCONJ
rv042r39991	5	32	education	education	NOUN
rv042r39991	5	33	.	.	PUNCT
rv042r39991	6	1	by	by	ADP
rv042r39991	6	2	the	the	DET
rv042r39991	6	3	end	end	NOUN
rv042r39991	6	4	of	of	ADP
rv042r39991	6	5	this	this	DET
rv042r39991	6	6	dissertation	dissertation	NOUN
rv042r39991	6	7	,	,	PUNCT
rv042r39991	6	8	we	we	PRON
rv042r39991	6	9	will	will	AUX
rv042r39991	6	10	develop	develop	VERB
rv042r39991	6	11	and	and	CCONJ
rv042r39991	6	12	apply	apply	VERB
rv042r39991	6	13	a	a	DET
rv042r39991	6	14	variety	variety	NOUN
rv042r39991	6	15	of	of	ADP
rv042r39991	6	16	methods	method	NOUN
rv042r39991	6	17	and	and	CCONJ
rv042r39991	6	18	techniques	technique	NOUN
rv042r39991	6	19	used	use	VERB
rv042r39991	6	20	to	to	PART
rv042r39991	6	21	combat	combat	VERB
rv042r39991	6	22	the	the	DET
rv042r39991	6	23	class	class	NOUN
rv042r39991	6	24	imbalance	imbalance	NOUN
rv042r39991	6	25	that	that	PRON
rv042r39991	6	26	is	be	AUX
rv042r39991	6	27	endemic	endemic	ADJ
rv042r39991	6	28	to	to	ADP
rv042r39991	6	29	these	these	DET
rv042r39991	6	30	and	and	CCONJ
rv042r39991	6	31	other	other	ADJ
rv042r39991	6	32	domains	domain	NOUN
rv042r39991	6	33	.	.	PUNCT
rv042r39991	7	1	we	we	PRON
rv042r39991	7	2	will	will	AUX
rv042r39991	7	3	also	also	ADV
rv042r39991	7	4	compare	compare	VERB
rv042r39991	7	5	and	and	CCONJ
rv042r39991	7	6	contrast	contrast	VERB
rv042r39991	7	7	the	the	DET
rv042r39991	7	8	approaches	approach	NOUN
rv042r39991	7	9	we	we	PRON
rv042r39991	7	10	use	use	VERB
rv042r39991	7	11	to	to	PART
rv042r39991	7	12	combat	combat	VERB
rv042r39991	7	13	class	class	NOUN
rv042r39991	7	14	imbalance	imbalance	NOUN
rv042r39991	7	15	with	with	ADP
rv042r39991	7	16	more	more	ADV
rv042r39991	7	17	traditional	traditional	ADJ
rv042r39991	7	18	approaches	approach	NOUN
rv042r39991	7	19	typically	typically	ADV
rv042r39991	7	20	employed	employ	VERB
rv042r39991	7	21	within	within	ADP
rv042r39991	7	22	each	each	DET
rv042r39991	7	23	domain	domain	NOUN
rv042r39991	7	24	.	.	PUNCT
rv042r39991	8	1	before	before	ADP
rv042r39991	8	2	beginning	begin	VERB
rv042r39991	8	3	,	,	PUNCT
rv042r39991	8	4	however	however	ADV
rv042r39991	8	5	,	,	PUNCT
rv042r39991	8	6	we	we	PRON
rv042r39991	8	7	present	present	VERB
rv042r39991	8	8	a	a	DET
rv042r39991	8	9	preliminary	preliminary	ADJ
rv042r39991	8	10	overview	overview	NOUN
rv042r39991	8	11	of	of	ADP
rv042r39991	8	12	the	the	DET
rv042r39991	8	13	class	class	NOUN
rv042r39991	8	14	imbalance	imbalance	NOUN
rv042r39991	8	15	problem	problem	NOUN
rv042r39991	8	16	and	and	CCONJ
rv042r39991	8	17	the	the	DET
rv042r39991	8	18	algorithms	algorithm	NOUN
rv042r39991	8	19	,	,	PUNCT
rv042r39991	8	20	methods	method	NOUN
rv042r39991	8	21	,	,	PUNCT
rv042r39991	8	22	and	and	CCONJ
rv042r39991	8	23	evaluation	evaluation	NOUN
rv042r39991	8	24	metrics	metric	NOUN
rv042r39991	8	25	generally	generally	ADV
rv042r39991	8	26	employed	employ	VERB
rv042r39991	8	27	to	to	PART
rv042r39991	8	28	address	address	VERB
rv042r39991	8	29	it	it	PRON
rv042r39991	8	30	.	.	PUNCT