id	sid	tid	token	lemma	pos
cord-020918-056bvngu	1	1	key	key	JJ
cord-020918-056bvngu	1	2	:	:	:
cord-020918-056bvngu	1	3	cord-020918	cord-020918	NNP
cord-020918-056bvngu	1	4	-	-	HYPH
cord-020918-056bvngu	1	5	056bvngu	056bvngu	JJ
cord-020918-056bvngu	1	6	authors	author	NNS
cord-020918-056bvngu	1	7	:	:	:
cord-020918-056bvngu	1	8	Nchabeleng	Nchabeleng	NNP
cord-020918-056bvngu	1	9	,	,	,
cord-020918-056bvngu	1	10	Mathibele	Mathibele	NNP
cord-020918-056bvngu	1	11	;	;	:
cord-020918-056bvngu	1	12	Byamugisha	Byamugisha	NNP
cord-020918-056bvngu	1	13	,	,	,
cord-020918-056bvngu	1	14	Joan	Joan	NNP
cord-020918-056bvngu	1	15	title	title	NN
cord-020918-056bvngu	1	16	:	:	:
cord-020918-056bvngu	1	17	Evaluating	evaluate	VBG
cord-020918-056bvngu	1	18	the	the	DT
cord-020918-056bvngu	1	19	Effectiveness	Effectiveness	NNP
cord-020918-056bvngu	1	20	of	of	IN
cord-020918-056bvngu	1	21	the	the	DT
cord-020918-056bvngu	1	22	Standard	Standard	NNP
cord-020918-056bvngu	1	23	Insights	Insights	NNPS
cord-020918-056bvngu	1	24	Extraction	Extraction	NNP
cord-020918-056bvngu	1	25	Pipeline	Pipeline	NNP
cord-020918-056bvngu	1	26	for	for	IN
cord-020918-056bvngu	1	27	Bantu	Bantu	NNP
cord-020918-056bvngu	1	28	Languages	Languages	NNP
cord-020918-056bvngu	1	29	date	date	NN
cord-020918-056bvngu	1	30	:	:	:
cord-020918-056bvngu	1	31	2020	2020	CD
cord-020918-056bvngu	1	32	-	-	HYPH
cord-020918-056bvngu	1	33	03	03	CD
cord-020918-056bvngu	1	34	-	-	SYM
cord-020918-056bvngu	1	35	17	17	CD
cord-020918-056bvngu	1	36	journal	journal	NN
cord-020918-056bvngu	1	37	:	:	:
cord-020918-056bvngu	1	38	Advances	advance	NNS
cord-020918-056bvngu	1	39	in	in	IN
cord-020918-056bvngu	1	40	Information	Information	NNP
cord-020918-056bvngu	1	41	Retrieval	Retrieval	NNP
cord-020918-056bvngu	1	42	DOI	DOI	NNP
cord-020918-056bvngu	1	43	:	:	:
cord-020918-056bvngu	1	44	10.1007/978	10.1007/978	CD
cord-020918-056bvngu	1	45	-	-	HYPH
cord-020918-056bvngu	1	46	3	3	CD
cord-020918-056bvngu	1	47	-	-	HYPH
cord-020918-056bvngu	1	48	030	030	CD
cord-020918-056bvngu	1	49	-	-	HYPH
cord-020918-056bvngu	1	50	45439	45439	CD
cord-020918-056bvngu	1	51	-	-	HYPH
cord-020918-056bvngu	1	52	5_11	5_11	CD
cord-020918-056bvngu	1	53	sha	sha	NNP
cord-020918-056bvngu	1	54	:	:	:
cord-020918-056bvngu	1	55	c663e5b83135937b7e702835496abfc5ba5cc338	c663e5b83135937b7e702835496abfc5ba5cc338	NNP
cord-020918-056bvngu	1	56	doc_id	doc_id	NNP
cord-020918-056bvngu	1	57	:	:	:
cord-020918-056bvngu	1	58	20918	20918	CD
cord-020918-056bvngu	1	59	cord_uid	cord_uid	NNS
cord-020918-056bvngu	1	60	:	:	:
cord-020918-056bvngu	1	61	056bvngu	056bvngu	NNP
cord-020918-056bvngu	2	1	Extracting	extract	VBG
cord-020918-056bvngu	2	2	insights	insight	NNS
cord-020918-056bvngu	2	3	from	from	IN
cord-020918-056bvngu	2	4	data	datum	NNS
cord-020918-056bvngu	2	5	obtained	obtain	VBN
cord-020918-056bvngu	2	6	from	from	IN
cord-020918-056bvngu	2	7	the	the	DT
cord-020918-056bvngu	2	8	web	web	NN
cord-020918-056bvngu	2	9	in	in	IN
cord-020918-056bvngu	2	10	order	order	NN
cord-020918-056bvngu	2	11	to	to	TO
cord-020918-056bvngu	2	12	identify	identify	VB
cord-020918-056bvngu	2	13	people	people	NNS
cord-020918-056bvngu	2	14	’s	’s	POS
cord-020918-056bvngu	2	15	views	view	NNS
cord-020918-056bvngu	2	16	and	and	CC
cord-020918-056bvngu	2	17	opinions	opinion	NNS
cord-020918-056bvngu	2	18	on	on	IN
cord-020918-056bvngu	2	19	various	various	JJ
cord-020918-056bvngu	2	20	topics	topic	NNS
cord-020918-056bvngu	2	21	is	be	VBZ
cord-020918-056bvngu	2	22	a	a	DT
cord-020918-056bvngu	2	23	growing	grow	VBG
cord-020918-056bvngu	2	24	practice	practice	NN
cord-020918-056bvngu	2	25	.	.	.
cord-020918-056bvngu	3	1	The	the	DT
cord-020918-056bvngu	3	2	standard	standard	JJ
cord-020918-056bvngu	3	3	insights	insight	NNS
cord-020918-056bvngu	3	4	extraction	extraction	NN
cord-020918-056bvngu	3	5	pipeline	pipeline	NN
cord-020918-056bvngu	3	6	is	be	VBZ
cord-020918-056bvngu	3	7	typically	typically	RB
cord-020918-056bvngu	3	8	an	an	DT
cord-020918-056bvngu	3	9	unsupervised	unsupervised	JJ
cord-020918-056bvngu	3	10	machine	machine	NN
cord-020918-056bvngu	3	11	learning	learn	VBG
cord-020918-056bvngu	3	12	task	task	NN
cord-020918-056bvngu	3	13	composed	compose	VBN
cord-020918-056bvngu	3	14	of	of	IN
cord-020918-056bvngu	3	15	processes	process	NNS
cord-020918-056bvngu	3	16	that	that	WDT
cord-020918-056bvngu	3	17	preprocess	preprocess	VBP
cord-020918-056bvngu	3	18	the	the	DT
cord-020918-056bvngu	3	19	text	text	NN
cord-020918-056bvngu	3	20	,	,	,
cord-020918-056bvngu	3	21	visualize	visualize	VB
cord-020918-056bvngu	3	22	it	-PRON-	PRP
cord-020918-056bvngu	3	23	,	,	,
cord-020918-056bvngu	3	24	cluster	cluster	NN
cord-020918-056bvngu	3	25	and	and	CC
cord-020918-056bvngu	3	26	identify	identify	VB
cord-020918-056bvngu	3	27	the	the	DT
cord-020918-056bvngu	3	28	topics	topic	NNS
cord-020918-056bvngu	3	29	and	and	CC
cord-020918-056bvngu	3	30	sentiment	sentiment	NN
cord-020918-056bvngu	3	31	in	in	IN
cord-020918-056bvngu	3	32	each	each	DT
cord-020918-056bvngu	3	33	cluster	cluster	NN
cord-020918-056bvngu	3	34	,	,	,
cord-020918-056bvngu	3	35	and	and	CC
cord-020918-056bvngu	3	36	then	then	RB
cord-020918-056bvngu	3	37	graph	graph	VB
cord-020918-056bvngu	3	38	the	the	DT
cord-020918-056bvngu	3	39	network	network	NN
cord-020918-056bvngu	3	40	.	.	.
cord-020918-056bvngu	4	1	Given	give	VBN
cord-020918-056bvngu	4	2	the	the	DT
cord-020918-056bvngu	4	3	increasing	increase	VBG
cord-020918-056bvngu	4	4	amount	amount	NN
cord-020918-056bvngu	4	5	of	of	IN
cord-020918-056bvngu	4	6	data	datum	NNS
cord-020918-056bvngu	4	7	being	be	VBG
cord-020918-056bvngu	4	8	generated	generate	VBN
cord-020918-056bvngu	4	9	on	on	IN
cord-020918-056bvngu	4	10	the	the	DT
cord-020918-056bvngu	4	11	internet	internet	NN
cord-020918-056bvngu	4	12	in	in	IN
cord-020918-056bvngu	4	13	Africa	Africa	NNP
cord-020918-056bvngu	4	14	today	today	NN
cord-020918-056bvngu	4	15	,	,	,
cord-020918-056bvngu	4	16	and	and	CC
cord-020918-056bvngu	4	17	the	the	DT
cord-020918-056bvngu	4	18	multilingual	multilingual	JJ
cord-020918-056bvngu	4	19	state	state	NN
cord-020918-056bvngu	4	20	of	of	IN
cord-020918-056bvngu	4	21	African	african	JJ
cord-020918-056bvngu	4	22	countries	country	NNS
cord-020918-056bvngu	4	23	,	,	,
cord-020918-056bvngu	4	24	we	-PRON-	PRP
cord-020918-056bvngu	4	25	evaluated	evaluate	VBD
cord-020918-056bvngu	4	26	how	how	WRB
cord-020918-056bvngu	4	27	well	well	RB
cord-020918-056bvngu	4	28	the	the	DT
cord-020918-056bvngu	4	29	standard	standard	JJ
cord-020918-056bvngu	4	30	pipeline	pipeline	NN
cord-020918-056bvngu	4	31	works	work	NNS
cord-020918-056bvngu	4	32	when	when	WRB
cord-020918-056bvngu	4	33	applied	apply	VBN
cord-020918-056bvngu	4	34	to	to	IN
cord-020918-056bvngu	4	35	text	text	NN
cord-020918-056bvngu	4	36	wholly	wholly	RB
cord-020918-056bvngu	4	37	or	or	CC
cord-020918-056bvngu	4	38	partially	partially	RB
cord-020918-056bvngu	4	39	written	write	VBN
cord-020918-056bvngu	4	40	in	in	IN
cord-020918-056bvngu	4	41	indigenous	indigenous	JJ
cord-020918-056bvngu	4	42	African	african	JJ
cord-020918-056bvngu	4	43	languages	language	NNS
cord-020918-056bvngu	4	44	,	,	,
cord-020918-056bvngu	4	45	specifically	specifically	RB
cord-020918-056bvngu	4	46	Bantu	Bantu	NNP
cord-020918-056bvngu	4	47	languages	language	NNS
cord-020918-056bvngu	4	48	.	.	.
cord-020918-056bvngu	5	1	We	-PRON-	PRP
cord-020918-056bvngu	5	2	carried	carry	VBD
cord-020918-056bvngu	5	3	out	out	RP
cord-020918-056bvngu	5	4	an	an	DT
cord-020918-056bvngu	5	5	exploratory	exploratory	JJ
cord-020918-056bvngu	5	6	investigation	investigation	NN
cord-020918-056bvngu	5	7	using	use	VBG
cord-020918-056bvngu	5	8	Twitter	Twitter	NNP
cord-020918-056bvngu	5	9	data	datum	NNS
cord-020918-056bvngu	5	10	and	and	CC
cord-020918-056bvngu	5	11	compared	compare	VBD
cord-020918-056bvngu	5	12	the	the	DT
cord-020918-056bvngu	5	13	outputs	output	NNS
cord-020918-056bvngu	5	14	from	from	IN
cord-020918-056bvngu	5	15	each	each	DT
cord-020918-056bvngu	5	16	step	step	NN
cord-020918-056bvngu	5	17	of	of	IN
cord-020918-056bvngu	5	18	the	the	DT
cord-020918-056bvngu	5	19	pipeline	pipeline	NN
cord-020918-056bvngu	5	20	for	for	IN
cord-020918-056bvngu	5	21	an	an	DT
cord-020918-056bvngu	5	22	English	english	JJ
cord-020918-056bvngu	5	23	dataset	dataset	NN
cord-020918-056bvngu	5	24	and	and	CC
cord-020918-056bvngu	5	25	a	a	DT
cord-020918-056bvngu	5	26	mixed	mixed	JJ
cord-020918-056bvngu	5	27	Bantu	Bantu	NNP
cord-020918-056bvngu	5	28	language	language	NN
cord-020918-056bvngu	5	29	dataset	dataset	NN
cord-020918-056bvngu	5	30	.	.	.
cord-020918-056bvngu	6	1	We	-PRON-	PRP
cord-020918-056bvngu	6	2	found	find	VBD
cord-020918-056bvngu	6	3	that	that	IN
cord-020918-056bvngu	6	4	for	for	IN
cord-020918-056bvngu	6	5	Bantu	Bantu	NNP
cord-020918-056bvngu	6	6	languages	language	NNS
cord-020918-056bvngu	6	7	,	,	,
cord-020918-056bvngu	6	8	due	due	IN
cord-020918-056bvngu	6	9	to	to	IN
cord-020918-056bvngu	6	10	their	-PRON-	PRP$
cord-020918-056bvngu	6	11	complex	complex	JJ
cord-020918-056bvngu	6	12	grammatical	grammatical	JJ
cord-020918-056bvngu	6	13	structure	structure	NN
cord-020918-056bvngu	6	14	,	,	,
cord-020918-056bvngu	6	15	extra	extra	JJ
cord-020918-056bvngu	6	16	preprocessing	preprocessing	NN
cord-020918-056bvngu	6	17	steps	step	NNS
cord-020918-056bvngu	6	18	such	such	JJ
cord-020918-056bvngu	6	19	as	as	IN
cord-020918-056bvngu	6	20	part	part	NN
cord-020918-056bvngu	6	21	-	-	HYPH
cord-020918-056bvngu	6	22	of	of	IN
cord-020918-056bvngu	6	23	-	-	HYPH
cord-020918-056bvngu	6	24	speech	speech	NN
cord-020918-056bvngu	6	25	tagging	tagging	NN
cord-020918-056bvngu	6	26	and	and	CC
cord-020918-056bvngu	6	27	morphological	morphological	JJ
cord-020918-056bvngu	6	28	analysis	analysis	NN
cord-020918-056bvngu	6	29	are	be	VBP
cord-020918-056bvngu	6	30	required	require	VBN
cord-020918-056bvngu	6	31	during	during	IN
cord-020918-056bvngu	6	32	data	datum	NNS
cord-020918-056bvngu	6	33	cleaning	cleaning	NN
cord-020918-056bvngu	6	34	,	,	,
cord-020918-056bvngu	6	35	threshold	threshold	NN
cord-020918-056bvngu	6	36	values	value	NNS
cord-020918-056bvngu	6	37	should	should	MD
cord-020918-056bvngu	6	38	be	be	VB
cord-020918-056bvngu	6	39	adjusted	adjust	VBN
cord-020918-056bvngu	6	40	during	during	IN
cord-020918-056bvngu	6	41	topic	topic	NN
cord-020918-056bvngu	6	42	modeling	modeling	NN
cord-020918-056bvngu	6	43	,	,	,
cord-020918-056bvngu	6	44	and	and	CC
cord-020918-056bvngu	6	45	semantic	semantic	JJ
cord-020918-056bvngu	6	46	analysis	analysis	NN
cord-020918-056bvngu	6	47	should	should	MD
cord-020918-056bvngu	6	48	be	be	VB
cord-020918-056bvngu	6	49	performed	perform	VBN
cord-020918-056bvngu	6	50	before	before	IN
cord-020918-056bvngu	6	51	completing	complete	VBG
cord-020918-056bvngu	6	52	text	text	NN
cord-020918-056bvngu	6	53	preprocessing	preprocessing	NN
cord-020918-056bvngu	6	54	.	.	.
cord-020918-056bvngu	7	1	The	the	DT
cord-020918-056bvngu	7	2	growing	grow	VBG
cord-020918-056bvngu	7	3	penetration	penetration	NN
cord-020918-056bvngu	7	4	of	of	IN
cord-020918-056bvngu	7	5	mobile	mobile	JJ
cord-020918-056bvngu	7	6	telephony	telephony	NN
cord-020918-056bvngu	7	7	and	and	CC
cord-020918-056bvngu	7	8	internet	internet	NN
cord-020918-056bvngu	7	9	services	service	NNS
cord-020918-056bvngu	7	10	in	in	IN
cord-020918-056bvngu	7	11	Africa	Africa	NNP
cord-020918-056bvngu	7	12	has	have	VBZ
cord-020918-056bvngu	7	13	led	lead	VBN
cord-020918-056bvngu	7	14	to	to	IN
cord-020918-056bvngu	7	15	an	an	DT
cord-020918-056bvngu	7	16	increased	increase	VBN
cord-020918-056bvngu	7	17	presence	presence	NN
cord-020918-056bvngu	7	18	of	of	IN
cord-020918-056bvngu	7	19	African	african	JJ
cord-020918-056bvngu	7	20	user	user	NN
cord-020918-056bvngu	7	21	-	-	HYPH
cord-020918-056bvngu	7	22	generated	generate	VBN
cord-020918-056bvngu	7	23	content	content	NN
cord-020918-056bvngu	7	24	,	,	,
cord-020918-056bvngu	7	25	especially	especially	RB
cord-020918-056bvngu	7	26	on	on	IN
cord-020918-056bvngu	7	27	social	social	JJ
cord-020918-056bvngu	7	28	media	medium	NNS
cord-020918-056bvngu	7	29	platforms	platform	NNS
cord-020918-056bvngu	7	30	(	(	-LRB-
cord-020918-056bvngu	7	31	such	such	JJ
cord-020918-056bvngu	7	32	as	as	IN
cord-020918-056bvngu	7	33	Facebook	Facebook	NNP
cord-020918-056bvngu	7	34	,	,	,
cord-020918-056bvngu	7	35	Twitter	Twitter	NNP
cord-020918-056bvngu	7	36	,	,	,
cord-020918-056bvngu	7	37	and	and	CC
cord-020918-056bvngu	7	38	WhatsApp	WhatsApp	NNP
cord-020918-056bvngu	7	39	)	)	-RRB-
cord-020918-056bvngu	7	40	.	.	.
cord-020918-056bvngu	8	1	According	accord	VBG
cord-020918-056bvngu	8	2	to	to	IN
cord-020918-056bvngu	8	3	Internet	Internet	NNP
cord-020918-056bvngu	8	4	World	World	NNP
cord-020918-056bvngu	8	5	Stats	Stats	NNPS
cord-020918-056bvngu	8	6	[	[	-LRB-
cord-020918-056bvngu	8	7	8	8	CD
cord-020918-056bvngu	8	8	]	]	-RRB-
cord-020918-056bvngu	8	9	,	,	,
cord-020918-056bvngu	8	10	by	by	IN
cord-020918-056bvngu	8	11	the	the	DT
cord-020918-056bvngu	8	12	end	end	NN
cord-020918-056bvngu	8	13	of	of	IN
cord-020918-056bvngu	8	14	2018	2018	CD
cord-020918-056bvngu	8	15	,	,	,
cord-020918-056bvngu	8	16	over	over	IN
cord-020918-056bvngu	8	17	460	460	CD
cord-020918-056bvngu	8	18	million	million	CD
cord-020918-056bvngu	8	19	out	out	IN
cord-020918-056bvngu	8	20	of	of	IN
cord-020918-056bvngu	8	21	the	the	DT
cord-020918-056bvngu	8	22	continent	continent	NN
cord-020918-056bvngu	8	23	's	's	POS
cord-020918-056bvngu	8	24	1.3	1.3	CD
cord-020918-056bvngu	8	25	billion	billion	CD
cord-020918-056bvngu	8	26	people	people	NNS
cord-020918-056bvngu	8	27	used	use	VBD
cord-020918-056bvngu	8	28	the	the	DT
cord-020918-056bvngu	8	29	internet	internet	NN
cord-020918-056bvngu	8	30	,	,	,
cord-020918-056bvngu	8	31	and	and	CC
cord-020918-056bvngu	8	32	there	there	EX
cord-020918-056bvngu	8	33	were	be	VBD
cord-020918-056bvngu	8	34	over	over	IN
cord-020918-056bvngu	8	35	200	200	CD
cord-020918-056bvngu	8	36	million	million	CD
cord-020918-056bvngu	8	37	Facebook	Facebook	NNP
cord-020918-056bvngu	8	38	subscribers	subscriber	NNS
cord-020918-056bvngu	8	39	at	at	IN
cord-020918-056bvngu	8	40	the	the	DT
cord-020918-056bvngu	8	41	end	end	NN
cord-020918-056bvngu	8	42	of	of	IN
cord-020918-056bvngu	8	43	2017	2017	CD
cord-020918-056bvngu	8	44	.	.	.
cord-020918-056bvngu	9	1	This	this	DT
cord-020918-056bvngu	9	2	represents	represent	VBZ
cord-020918-056bvngu	9	3	a	a	DT
cord-020918-056bvngu	9	4	35.2	35.2	CD
cord-020918-056bvngu	9	5	%	%	NN
cord-020918-056bvngu	9	6	internet	internet	NN
cord-020918-056bvngu	9	7	penetration	penetration	NN
cord-020918-056bvngu	9	8	rate	rate	NN
cord-020918-056bvngu	9	9	and	and	CC
cord-020918-056bvngu	9	10	a	a	DT
cord-020918-056bvngu	9	11	15.5	15.5	CD
cord-020918-056bvngu	9	12	%	%	NN
cord-020918-056bvngu	9	13	Facebook	Facebook	NNP
cord-020918-056bvngu	9	14	penetration	penetration	NN
cord-020918-056bvngu	9	15	rate	rate	NN
cord-020918-056bvngu	9	16	[	[	-LRB-
cord-020918-056bvngu	9	17	8	8	CD
cord-020918-056bvngu	9	18	]	]	-RRB-
cord-020918-056bvngu	9	19	.	.	.
cord-020918-056bvngu	10	1	The	the	DT
cord-020918-056bvngu	10	2	user	user	NN
cord-020918-056bvngu	10	3	-	-	HYPH
cord-020918-056bvngu	10	4	generated	generate	VBN
cord-020918-056bvngu	10	5	content	content	NN
cord-020918-056bvngu	10	6	has	have	VBZ
cord-020918-056bvngu	10	7	been	be	VBN
cord-020918-056bvngu	10	8	leveraged	leverage	VBN
cord-020918-056bvngu	10	9	to	to	TO
cord-020918-056bvngu	10	10	obtain	obtain	VB
cord-020918-056bvngu	10	11	insights	insight	NNS
cord-020918-056bvngu	10	12	about	about	IN
cord-020918-056bvngu	10	13	elections	election	NNS
cord-020918-056bvngu	10	14	[	[	-LRB-
cord-020918-056bvngu	10	15	23	23	CD
cord-020918-056bvngu	10	16	]	]	-RRB-
cord-020918-056bvngu	10	17	,	,	,
cord-020918-056bvngu	10	18	design	design	NN
cord-020918-056bvngu	10	19	marketing	marketing	NN
cord-020918-056bvngu	10	20	strategies	strategy	NNS
cord-020918-056bvngu	10	21	[	[	-LRB-
cord-020918-056bvngu	10	22	1	1	CD
cord-020918-056bvngu	10	23	]	]	-RRB-
cord-020918-056bvngu	10	24	,	,	,
cord-020918-056bvngu	10	25	and	and	CC
cord-020918-056bvngu	10	26	monitor	monitor	VB
cord-020918-056bvngu	10	27	the	the	DT
cord-020918-056bvngu	10	28	aftermath	aftermath	NN
cord-020918-056bvngu	10	29	of	of	IN
cord-020918-056bvngu	10	30	epidemics	epidemic	NNS
cord-020918-056bvngu	10	31	[	[	-LRB-
cord-020918-056bvngu	10	32	19	19	CD
cord-020918-056bvngu	10	33	]	]	-RRB-
cord-020918-056bvngu	10	34	.	.	.
cord-020918-056bvngu	11	1	However	however	RB
cord-020918-056bvngu	11	2	,	,	,
cord-020918-056bvngu	11	3	only	only	RB
cord-020918-056bvngu	11	4	the	the	DT
cord-020918-056bvngu	11	5	content	content	NN
cord-020918-056bvngu	11	6	that	that	WDT
cord-020918-056bvngu	11	7	is	be	VBZ
cord-020918-056bvngu	11	8	written	write	VBN
cord-020918-056bvngu	11	9	in	in	IN
cord-020918-056bvngu	11	10	languages	language	NNS
cord-020918-056bvngu	11	11	with	with	IN
cord-020918-056bvngu	11	12	high	high	JJ
cord-020918-056bvngu	11	13	-	-	HYPH
cord-020918-056bvngu	11	14	quality	quality	NN
cord-020918-056bvngu	11	15	linguistic	linguistic	JJ
cord-020918-056bvngu	11	16	resources	resource	NNS
cord-020918-056bvngu	11	17	such	such	JJ
cord-020918-056bvngu	11	18	as	as	IN
cord-020918-056bvngu	11	19	English	English	NNP
cord-020918-056bvngu	11	20	,	,	,
cord-020918-056bvngu	11	21	French	french	JJ
cord-020918-056bvngu	11	22	,	,	,
cord-020918-056bvngu	11	23	Portuguese	portuguese	JJ
cord-020918-056bvngu	11	24	,	,	,
cord-020918-056bvngu	11	25	and	and	CC
cord-020918-056bvngu	11	26	Arabic	Arabic	NNP
cord-020918-056bvngu	11	27	are	be	VBP
cord-020918-056bvngu	11	28	used	use	VBN
cord-020918-056bvngu	11	29	for	for	IN
cord-020918-056bvngu	11	30	such	such	JJ
cord-020918-056bvngu	11	31	analyses	analysis	NNS
cord-020918-056bvngu	11	32	and	and	CC
cord-020918-056bvngu	11	33	content	content	NN
cord-020918-056bvngu	11	34	generated	generate	VBN
cord-020918-056bvngu	11	35	in	in	IN
cord-020918-056bvngu	11	36	indigenous	indigenous	JJ
cord-020918-056bvngu	11	37	African	african	JJ
cord-020918-056bvngu	11	38	languages	language	NNS
cord-020918-056bvngu	11	39	is	be	VBZ
cord-020918-056bvngu	11	40	largely	largely	RB
cord-020918-056bvngu	11	41	excluded	exclude	VBN
cord-020918-056bvngu	11	42	.	.	.
cord-020918-056bvngu	12	1	It	-PRON-	PRP
cord-020918-056bvngu	12	2	has	have	VBZ
cord-020918-056bvngu	12	3	been	be	VBN
cord-020918-056bvngu	12	4	found	find	VBN
cord-020918-056bvngu	12	5	that	that	IN
cord-020918-056bvngu	12	6	even	even	RB
cord-020918-056bvngu	12	7	though	though	IN
cord-020918-056bvngu	12	8	the	the	DT
cord-020918-056bvngu	12	9	amount	amount	NN
cord-020918-056bvngu	12	10	of	of	IN
cord-020918-056bvngu	12	11	content	content	NN
cord-020918-056bvngu	12	12	generated	generate	VBN
cord-020918-056bvngu	12	13	in	in	IN
cord-020918-056bvngu	12	14	indigenous	indigenous	JJ
cord-020918-056bvngu	12	15	African	african	JJ
cord-020918-056bvngu	12	16	languages	language	NNS
cord-020918-056bvngu	12	17	is	be	VBZ
cord-020918-056bvngu	12	18	significantly	significantly	RB
cord-020918-056bvngu	12	19	lower	low	JJR
cord-020918-056bvngu	12	20	than	than	IN
cord-020918-056bvngu	12	21	non	non	JJ
cord-020918-056bvngu	12	22	-	-	JJ
cord-020918-056bvngu	12	23	indigenous	indigenous	JJ
cord-020918-056bvngu	12	24	language	language	NN
cord-020918-056bvngu	12	25	content	content	NN
cord-020918-056bvngu	12	26	,	,	,
cord-020918-056bvngu	12	27	it	-PRON-	PRP
cord-020918-056bvngu	12	28	nonetheless	nonetheless	RB
cord-020918-056bvngu	12	29	contains	contain	VBZ
cord-020918-056bvngu	12	30	valuable	valuable	JJ
cord-020918-056bvngu	12	31	insights	insight	NNS
cord-020918-056bvngu	12	32	,	,	,
cord-020918-056bvngu	12	33	especially	especially	RB
cord-020918-056bvngu	12	34	relevant	relevant	JJ
cord-020918-056bvngu	12	35	to	to	IN
cord-020918-056bvngu	12	36	the	the	DT
cord-020918-056bvngu	12	37	local	local	JJ
cord-020918-056bvngu	12	38	context	context	NN
cord-020918-056bvngu	12	39	[	[	-LRB-
cord-020918-056bvngu	12	40	12	12	CD
cord-020918-056bvngu	12	41	]	]	-RRB-
cord-020918-056bvngu	12	42	.	.	.
cord-020918-056bvngu	13	1	Hence	hence	RB
cord-020918-056bvngu	13	2	,	,	,
cord-020918-056bvngu	13	3	it	-PRON-	PRP
cord-020918-056bvngu	13	4	is	be	VBZ
cord-020918-056bvngu	13	5	extremely	extremely	RB
cord-020918-056bvngu	13	6	important	important	JJ
cord-020918-056bvngu	13	7	that	that	IN
cord-020918-056bvngu	13	8	we	-PRON-	PRP
cord-020918-056bvngu	13	9	develop	develop	VBP
cord-020918-056bvngu	13	10	resources	resource	NNS
cord-020918-056bvngu	13	11	and	and	CC
cord-020918-056bvngu	13	12	tools	tool	NNS
cord-020918-056bvngu	13	13	that	that	WDT
cord-020918-056bvngu	13	14	can	can	MD
cord-020918-056bvngu	13	15	be	be	VB
cord-020918-056bvngu	13	16	used	use	VBN
cord-020918-056bvngu	13	17	to	to	TO
cord-020918-056bvngu	13	18	parse	parse	VB
cord-020918-056bvngu	13	19	out	out	RP
cord-020918-056bvngu	13	20	useful	useful	JJ
cord-020918-056bvngu	13	21	information	information	NN
cord-020918-056bvngu	13	22	from	from	IN
cord-020918-056bvngu	13	23	free	free	JJ
cord-020918-056bvngu	13	24	-	-	HYPH
cord-020918-056bvngu	13	25	text	text	NN
cord-020918-056bvngu	13	26	written	write	VBN
cord-020918-056bvngu	13	27	in	in	IN
cord-020918-056bvngu	13	28	any	any	DT
cord-020918-056bvngu	13	29	language	language	NN
cord-020918-056bvngu	13	30	.	.	.
cord-020918-056bvngu	14	1	In	in	IN
cord-020918-056bvngu	14	2	this	this	DT
cord-020918-056bvngu	14	3	paper	paper	NN
cord-020918-056bvngu	14	4	,	,	,
cord-020918-056bvngu	14	5	we	-PRON-	PRP
cord-020918-056bvngu	14	6	investigated	investigate	VBD
cord-020918-056bvngu	14	7	whether	whether	IN
cord-020918-056bvngu	14	8	the	the	DT
cord-020918-056bvngu	14	9	standard	standard	JJ
cord-020918-056bvngu	14	10	insights	insight	NNS
cord-020918-056bvngu	14	11	extraction	extraction	NN
cord-020918-056bvngu	14	12	pipeline	pipeline	NN
cord-020918-056bvngu	14	13	is	be	VBZ
cord-020918-056bvngu	14	14	sufficient	sufficient	JJ
cord-020918-056bvngu	14	15	when	when	WRB
cord-020918-056bvngu	14	16	applied	apply	VBN
cord-020918-056bvngu	14	17	to	to	IN
cord-020918-056bvngu	14	18	a	a	DT
cord-020918-056bvngu	14	19	single	single	JJ
cord-020918-056bvngu	14	20	language	language	NN
cord-020918-056bvngu	14	21	family	family	NN
cord-020918-056bvngu	14	22	indigenous	indigenous	JJ
cord-020918-056bvngu	14	23	to	to	IN
cord-020918-056bvngu	14	24	Africa	Africa	NNP
cord-020918-056bvngu	14	25	,	,	,
cord-020918-056bvngu	14	26	Bantu	Bantu	NNP
cord-020918-056bvngu	14	27	languages	language	NNS
cord-020918-056bvngu	14	28	,	,	,
cord-020918-056bvngu	14	29	using	use	VBG
cord-020918-056bvngu	14	30	the	the	DT
cord-020918-056bvngu	14	31	following	follow	VBG
cord-020918-056bvngu	14	32	questions	question	NNS
cord-020918-056bvngu	14	33	:	:	:
cord-020918-056bvngu	14	34	(	(	-LRB-
cord-020918-056bvngu	14	35	1	1	LS
cord-020918-056bvngu	14	36	)	)	-RRB-
cord-020918-056bvngu	14	37	how	how	WRB
cord-020918-056bvngu	14	38	well	well	RB
cord-020918-056bvngu	14	39	does	do	VBZ
cord-020918-056bvngu	14	40	the	the	DT
cord-020918-056bvngu	14	41	standard	standard	JJ
cord-020918-056bvngu	14	42	insights	insight	NNS
cord-020918-056bvngu	14	43	extraction	extraction	NN
cord-020918-056bvngu	14	44	pipeline	pipeline	NN
cord-020918-056bvngu	14	45	apply	apply	VBP
cord-020918-056bvngu	14	46	to	to	IN
cord-020918-056bvngu	14	47	Bantu	Bantu	NNP
cord-020918-056bvngu	14	48	languages	language	NNS
cord-020918-056bvngu	14	49	;	;	:
cord-020918-056bvngu	14	50	and	and	CC
cord-020918-056bvngu	14	51	(	(	-LRB-
cord-020918-056bvngu	14	52	2	2	LS
cord-020918-056bvngu	14	53	)	)	-RRB-
cord-020918-056bvngu	14	54	if	if	IN
cord-020918-056bvngu	14	55	found	find	VBN
cord-020918-056bvngu	14	56	to	to	TO
cord-020918-056bvngu	14	57	be	be	VB
cord-020918-056bvngu	14	58	inadequate	inadequate	JJ
cord-020918-056bvngu	14	59	,	,	,
cord-020918-056bvngu	14	60	why	why	WRB
cord-020918-056bvngu	14	61	,	,	,
cord-020918-056bvngu	14	62	and	and	CC
cord-020918-056bvngu	14	63	how	how	WRB
cord-020918-056bvngu	14	64	can	can	MD
cord-020918-056bvngu	14	65	the	the	DT
cord-020918-056bvngu	14	66	pipeline	pipeline	NN
cord-020918-056bvngu	14	67	be	be	VB
cord-020918-056bvngu	14	68	modified	modify	VBN
cord-020918-056bvngu	14	69	so	so	IN
cord-020918-056bvngu	14	70	as	as	IN
cord-020918-056bvngu	14	71	to	to	TO
cord-020918-056bvngu	14	72	be	be	VB
cord-020918-056bvngu	14	73	applicable	applicable	JJ
cord-020918-056bvngu	14	74	to	to	IN
cord-020918-056bvngu	14	75	Bantu	Bantu	NNP
cord-020918-056bvngu	14	76	languages	language	NNS
cord-020918-056bvngu	14	77	?	?	.
cord-020918-056bvngu	15	1	Two	two	CD
cord-020918-056bvngu	15	2	datasets	dataset	NNS
cord-020918-056bvngu	15	3	of	of	IN
cord-020918-056bvngu	15	4	20,000	20,000	CD
cord-020918-056bvngu	15	5	tweets	tweet	NNS
cord-020918-056bvngu	15	6	each	each	DT
cord-020918-056bvngu	15	7	were	be	VBD
cord-020918-056bvngu	15	8	included	include	VBN
cord-020918-056bvngu	15	9	in	in	IN
cord-020918-056bvngu	15	10	the	the	DT
cord-020918-056bvngu	15	11	study	study	NN
cord-020918-056bvngu	15	12	:	:	:
cord-020918-056bvngu	15	13	one	one	CD
cord-020918-056bvngu	15	14	was	be	VBD
cord-020918-056bvngu	15	15	comprised	comprise	VBN
cord-020918-056bvngu	15	16	solely	solely	RB
cord-020918-056bvngu	15	17	of	of	IN
cord-020918-056bvngu	15	18	English	english	JJ
cord-020918-056bvngu	15	19	text	text	NN
cord-020918-056bvngu	15	20	and	and	CC
cord-020918-056bvngu	15	21	the	the	DT
cord-020918-056bvngu	15	22	other	other	JJ
cord-020918-056bvngu	15	23	a	a	DT
cord-020918-056bvngu	15	24	mixed	mixed	JJ
cord-020918-056bvngu	15	25	batch	batch	NN
cord-020918-056bvngu	15	26	of	of	IN
cord-020918-056bvngu	15	27	six	six	CD
cord-020918-056bvngu	15	28	Bantu	Bantu	NNP
cord-020918-056bvngu	15	29	languages	language	NNS
cord-020918-056bvngu	15	30	and	and	CC
cord-020918-056bvngu	15	31	English	english	JJ
cord-020918-056bvngu	15	32	text	text	NN
cord-020918-056bvngu	15	33	.	.	.
cord-020918-056bvngu	16	1	Both	both	DT
cord-020918-056bvngu	16	2	datasets	dataset	NNS
cord-020918-056bvngu	16	3	were	be	VBD
cord-020918-056bvngu	16	4	analysed	analyse	VBN
cord-020918-056bvngu	16	5	using	use	VBG
cord-020918-056bvngu	16	6	a	a	DT
cord-020918-056bvngu	16	7	seven	seven	CD
cord-020918-056bvngu	16	8	-	-	HYPH
cord-020918-056bvngu	16	9	step	step	NN
cord-020918-056bvngu	16	10	pipeline	pipeline	NN
cord-020918-056bvngu	16	11	:	:	:
cord-020918-056bvngu	16	12	(	(	-LRB-
cord-020918-056bvngu	16	13	1	1	LS
cord-020918-056bvngu	16	14	)	)	-RRB-
cord-020918-056bvngu	16	15	text	text	NN
cord-020918-056bvngu	16	16	preprocessing	preprocessing	NN
cord-020918-056bvngu	16	17	and	and	CC
cord-020918-056bvngu	16	18	normalization	normalization	NN
cord-020918-056bvngu	16	19	,	,	,
cord-020918-056bvngu	16	20	(	(	-LRB-
cord-020918-056bvngu	16	21	2	2	LS
cord-020918-056bvngu	16	22	)	)	-RRB-
cord-020918-056bvngu	16	23	dimensionality	dimensionality	NN
cord-020918-056bvngu	16	24	reduction	reduction	NN
cord-020918-056bvngu	16	25	,	,	,
cord-020918-056bvngu	16	26	(	(	-LRB-
cord-020918-056bvngu	16	27	3	3	LS
cord-020918-056bvngu	16	28	)	)	-RRB-
cord-020918-056bvngu	16	29	visualization	visualization	NN
cord-020918-056bvngu	16	30	,	,	,
cord-020918-056bvngu	16	31	(	(	-LRB-
cord-020918-056bvngu	16	32	4	4	LS
cord-020918-056bvngu	16	33	)	)	-RRB-
cord-020918-056bvngu	16	34	clustering	clustering	NN
cord-020918-056bvngu	16	35	,	,	,
cord-020918-056bvngu	16	36	(	(	-LRB-
cord-020918-056bvngu	16	37	5	5	LS
cord-020918-056bvngu	16	38	)	)	-RRB-
cord-020918-056bvngu	16	39	topic	topic	NN
cord-020918-056bvngu	16	40	modeling	modeling	NN
cord-020918-056bvngu	16	41	,	,	,
cord-020918-056bvngu	16	42	(	(	-LRB-
cord-020918-056bvngu	16	43	6	6	CD
cord-020918-056bvngu	16	44	)	)	-RRB-
cord-020918-056bvngu	16	45	sentiment	sentiment	NN
cord-020918-056bvngu	16	46	analysis	analysis	NN
cord-020918-056bvngu	16	47	,	,	,
cord-020918-056bvngu	16	48	and	and	CC
cord-020918-056bvngu	16	49	(	(	-LRB-
cord-020918-056bvngu	16	50	7	7	CD
cord-020918-056bvngu	16	51	)	)	-RRB-
cord-020918-056bvngu	16	52	network	network	NN
cord-020918-056bvngu	16	53	graphing	graphing	NN
cord-020918-056bvngu	16	54	;	;	:
cord-020918-056bvngu	16	55	and	and	CC
cord-020918-056bvngu	16	56	the	the	DT
cord-020918-056bvngu	16	57	differences	difference	NNS
cord-020918-056bvngu	16	58	in	in	IN
cord-020918-056bvngu	16	59	outcomes	outcome	NNS
cord-020918-056bvngu	16	60	were	be	VBD
cord-020918-056bvngu	16	61	measured	measure	VBN
cord-020918-056bvngu	16	62	.	.	.
cord-020918-056bvngu	17	1	We	-PRON-	PRP
cord-020918-056bvngu	17	2	found	find	VBD
cord-020918-056bvngu	17	3	that	that	DT
cord-020918-056bvngu	17	4	:	:	:
cord-020918-056bvngu	17	5	(	(	-LRB-
cord-020918-056bvngu	17	6	1	1	LS
cord-020918-056bvngu	17	7	)	)	-RRB-
cord-020918-056bvngu	17	8	there	there	EX
cord-020918-056bvngu	17	9	is	be	VBZ
cord-020918-056bvngu	17	10	a	a	DT
cord-020918-056bvngu	17	11	need	need	NN
cord-020918-056bvngu	17	12	to	to	TO
cord-020918-056bvngu	17	13	differentiate	differentiate	VB
cord-020918-056bvngu	17	14	between	between	IN
cord-020918-056bvngu	17	15	conjunctively	conjunctively	RB
cord-020918-056bvngu	17	16	and	and	CC
cord-020918-056bvngu	17	17	disjunctively	disjunctively	RB
cord-020918-056bvngu	17	18	written	write	VBN
cord-020918-056bvngu	17	19	languages	language	NNS
cord-020918-056bvngu	17	20	;	;	,
cord-020918-056bvngu	17	21	(	(	-LRB-
cord-020918-056bvngu	17	22	2	2	LS
cord-020918-056bvngu	17	23	)	)	-RRB-
cord-020918-056bvngu	17	24	sentiment	sentiment	NN
cord-020918-056bvngu	17	25	analysis	analysis	NN
cord-020918-056bvngu	17	26	should	should	MD
cord-020918-056bvngu	17	27	be	be	VB
cord-020918-056bvngu	17	28	performed	perform	VBN
cord-020918-056bvngu	17	29	before	before	IN
cord-020918-056bvngu	17	30	verb	verb	NN
cord-020918-056bvngu	17	31	stemming	stem	VBG
cord-020918-056bvngu	17	32	during	during	IN
cord-020918-056bvngu	17	33	text	text	NN
cord-020918-056bvngu	17	34	preprocessing	preprocessing	NN
cord-020918-056bvngu	17	35	,	,	,
cord-020918-056bvngu	17	36	before	before	IN
cord-020918-056bvngu	17	37	any	any	DT
cord-020918-056bvngu	17	38	present	present	JJ
cord-020918-056bvngu	17	39	negation	negation	NN
cord-020918-056bvngu	17	40	morpheme	morpheme	NN
cord-020918-056bvngu	17	41	is	be	VBZ
cord-020918-056bvngu	17	42	removed	remove	VBN
cord-020918-056bvngu	17	43	;	;	:
cord-020918-056bvngu	17	44	(	(	-LRB-
cord-020918-056bvngu	17	45	3	3	LS
cord-020918-056bvngu	17	46	)	)	-RRB-
cord-020918-056bvngu	17	47	during	during	IN
cord-020918-056bvngu	17	48	text	text	NN
cord-020918-056bvngu	17	49	preprocessing	preprocessing	NN
cord-020918-056bvngu	17	50	and	and	CC
cord-020918-056bvngu	17	51	normalization	normalization	NN
cord-020918-056bvngu	17	52	,	,	,
cord-020918-056bvngu	17	53	stemming	stem	VBG
cord-020918-056bvngu	17	54	verbs	verb	NNS
cord-020918-056bvngu	17	55	and	and	CC
cord-020918-056bvngu	17	56	adjectives	adjective	NNS
cord-020918-056bvngu	17	57	is	be	VBZ
cord-020918-056bvngu	17	58	crucial	crucial	JJ
cord-020918-056bvngu	17	59	to	to	IN
cord-020918-056bvngu	17	60	avoiding	avoid	VBG
cord-020918-056bvngu	17	61	very	very	RB
cord-020918-056bvngu	17	62	high	high	JJ
cord-020918-056bvngu	17	63	levels	level	NNS
cord-020918-056bvngu	17	64	of	of	IN
cord-020918-056bvngu	17	65	sparsity	sparsity	NN
cord-020918-056bvngu	17	66	in	in	IN
cord-020918-056bvngu	17	67	the	the	DT
cord-020918-056bvngu	17	68	representation	representation	NN
cord-020918-056bvngu	17	69	matrix	matrix	NN
cord-020918-056bvngu	17	70	;	;	:
cord-020918-056bvngu	17	71	(	(	-LRB-
cord-020918-056bvngu	17	72	4	4	LS
cord-020918-056bvngu	17	73	)	)	-RRB-
cord-020918-056bvngu	17	74	stemming	stem	VBG
cord-020918-056bvngu	17	75	nouns	noun	NNS
cord-020918-056bvngu	17	76	must	must	MD
cord-020918-056bvngu	17	77	be	be	VB
cord-020918-056bvngu	17	78	avoided	avoid	VBN
cord-020918-056bvngu	17	79	so	so	IN
cord-020918-056bvngu	17	80	as	as	IN
cord-020918-056bvngu	17	81	to	to	TO
cord-020918-056bvngu	17	82	prevent	prevent	VB
cord-020918-056bvngu	17	83	the	the	DT
cord-020918-056bvngu	17	84	loss	loss	NN
cord-020918-056bvngu	17	85	of	of	IN
cord-020918-056bvngu	17	86	important	important	JJ
cord-020918-056bvngu	17	87	semantic	semantic	JJ
cord-020918-056bvngu	17	88	information	information	NN
cord-020918-056bvngu	17	89	;	;	:
cord-020918-056bvngu	17	90	and	and	CC
cord-020918-056bvngu	17	91	(	(	-LRB-
cord-020918-056bvngu	17	92	5	5	LS
cord-020918-056bvngu	17	93	)	)	-RRB-
cord-020918-056bvngu	17	94	during	during	IN
cord-020918-056bvngu	17	95	topic	topic	NN
cord-020918-056bvngu	17	96	modeling	modeling	NN
cord-020918-056bvngu	17	97	,	,	,
cord-020918-056bvngu	17	98	some	some	DT
cord-020918-056bvngu	17	99	threshold	threshold	NN
cord-020918-056bvngu	17	100	values	value	NNS
cord-020918-056bvngu	17	101	must	must	MD
cord-020918-056bvngu	17	102	be	be	VB
cord-020918-056bvngu	17	103	adjusted	adjust	VBN
cord-020918-056bvngu	17	104	to	to	TO
cord-020918-056bvngu	17	105	account	account	VB
cord-020918-056bvngu	17	106	for	for	IN
cord-020918-056bvngu	17	107	agglutination	agglutination	NN
cord-020918-056bvngu	17	108	.	.	.
cord-020918-056bvngu	18	1	This	this	DT
cord-020918-056bvngu	18	2	evaluation	evaluation	NN
cord-020918-056bvngu	18	3	has	have	VBZ
cord-020918-056bvngu	18	4	,	,	,
cord-020918-056bvngu	18	5	to	to	IN
cord-020918-056bvngu	18	6	the	the	DT
cord-020918-056bvngu	18	7	best	good	JJS
cord-020918-056bvngu	18	8	of	of	IN
cord-020918-056bvngu	18	9	our	-PRON-	PRP$
cord-020918-056bvngu	18	10	knowledge	knowledge	NN
cord-020918-056bvngu	18	11	,	,	,
cord-020918-056bvngu	18	12	never	never	RB
cord-020918-056bvngu	18	13	been	be	VBN
cord-020918-056bvngu	18	14	done	do	VBN
cord-020918-056bvngu	18	15	for	for	IN
cord-020918-056bvngu	18	16	Bantu	Bantu	NNP
cord-020918-056bvngu	18	17	languages	language	NNS
cord-020918-056bvngu	18	18	.	.	.
cord-020918-056bvngu	19	1	The	the	DT
cord-020918-056bvngu	19	2	rest	rest	NN
cord-020918-056bvngu	19	3	of	of	IN
cord-020918-056bvngu	19	4	the	the	DT
cord-020918-056bvngu	19	5	paper	paper	NN
cord-020918-056bvngu	19	6	is	be	VBZ
cord-020918-056bvngu	19	7	arranged	arrange	VBN
cord-020918-056bvngu	19	8	as	as	IN
cord-020918-056bvngu	19	9	follows	follow	VBZ
cord-020918-056bvngu	19	10	:	:	:
cord-020918-056bvngu	19	11	in	in	IN
cord-020918-056bvngu	19	12	Sect	Sect	NNP
cord-020918-056bvngu	19	13	.	.	.
cord-020918-056bvngu	20	1	2	2	LS
cord-020918-056bvngu	20	2	,	,	,
cord-020918-056bvngu	20	3	a	a	DT
cord-020918-056bvngu	20	4	brief	brief	JJ
cord-020918-056bvngu	20	5	background	background	NN
cord-020918-056bvngu	20	6	on	on	IN
cord-020918-056bvngu	20	7	Bantu	Bantu	NNP
cord-020918-056bvngu	20	8	languages	language	NNS
cord-020918-056bvngu	20	9	and	and	CC
cord-020918-056bvngu	20	10	their	-PRON-	PRP$
cord-020918-056bvngu	20	11	grammatical	grammatical	JJ
cord-020918-056bvngu	20	12	structure	structure	NN
cord-020918-056bvngu	20	13	is	be	VBZ
cord-020918-056bvngu	20	14	presented	present	VBN
cord-020918-056bvngu	20	15	;	;	:
cord-020918-056bvngu	20	16	Sect	Sect	NNP
cord-020918-056bvngu	20	17	.	.	.
cord-020918-056bvngu	21	1	3	3	CD
cord-020918-056bvngu	21	2	presents	present	VBZ
cord-020918-056bvngu	21	3	related	related	JJ
cord-020918-056bvngu	21	4	work	work	NN
cord-020918-056bvngu	21	5	on	on	IN
cord-020918-056bvngu	21	6	extracting	extract	VBG
cord-020918-056bvngu	21	7	insights	insight	NNS
cord-020918-056bvngu	21	8	using	use	VBG
cord-020918-056bvngu	21	9	the	the	DT
cord-020918-056bvngu	21	10	standard	standard	JJ
cord-020918-056bvngu	21	11	pipeline	pipeline	NN
cord-020918-056bvngu	21	12	;	;	:
cord-020918-056bvngu	21	13	and	and	CC
cord-020918-056bvngu	21	14	the	the	DT
cord-020918-056bvngu	21	15	methods	method	NNS
cord-020918-056bvngu	21	16	,	,	,
cord-020918-056bvngu	21	17	investigation	investigation	NN
cord-020918-056bvngu	21	18	,	,	,
cord-020918-056bvngu	21	19	and	and	CC
cord-020918-056bvngu	21	20	results	result	NNS
cord-020918-056bvngu	21	21	of	of	IN
cord-020918-056bvngu	21	22	the	the	DT
cord-020918-056bvngu	21	23	evaluation	evaluation	NN
cord-020918-056bvngu	21	24	are	be	VBP
cord-020918-056bvngu	21	25	presented	present	VBN
cord-020918-056bvngu	21	26	in	in	IN
cord-020918-056bvngu	21	27	Sect	Sect	NNP
cord-020918-056bvngu	21	28	.	.	.
cord-020918-056bvngu	22	1	4	4	LS
cord-020918-056bvngu	22	2	.	.	.
cord-020918-056bvngu	23	1	The	the	DT
cord-020918-056bvngu	23	2	implications	implication	NNS
cord-020918-056bvngu	23	3	of	of	IN
cord-020918-056bvngu	23	4	our	-PRON-	PRP$
cord-020918-056bvngu	23	5	findings	finding	NNS
cord-020918-056bvngu	23	6	are	be	VBP
cord-020918-056bvngu	23	7	discussed	discuss	VBN
cord-020918-056bvngu	23	8	in	in	IN
cord-020918-056bvngu	23	9	Sect	Sect	NNP
cord-020918-056bvngu	23	10	.	.	.
cord-020918-056bvngu	24	1	5	5	LS
cord-020918-056bvngu	24	2	,	,	,
cord-020918-056bvngu	24	3	and	and	CC
cord-020918-056bvngu	24	4	we	-PRON-	PRP
cord-020918-056bvngu	24	5	conclude	conclude	VBP
cord-020918-056bvngu	24	6	in	in	IN
cord-020918-056bvngu	24	7	Sect	Sect	NNP
cord-020918-056bvngu	24	8	.	.	.
cord-020918-056bvngu	25	1	6	6	LS
cord-020918-056bvngu	25	2	.	.	.
cord-020918-056bvngu	26	1	Bantu	Bantu	NNP
cord-020918-056bvngu	26	2	languages	language	NNS
cord-020918-056bvngu	26	3	are	be	VBP
cord-020918-056bvngu	26	4	indigenous	indigenous	JJ
cord-020918-056bvngu	26	5	to	to	IN
cord-020918-056bvngu	26	6	Africa	Africa	NNP
cord-020918-056bvngu	26	7	,	,	,
cord-020918-056bvngu	26	8	geographically	geographically	RB
cord-020918-056bvngu	26	9	extending	extend	VBG
cord-020918-056bvngu	26	10	from	from	IN
cord-020918-056bvngu	26	11	the	the	DT
cord-020918-056bvngu	26	12	south	south	NN
cord-020918-056bvngu	26	13	,	,	,
cord-020918-056bvngu	26	14	below	below	IN
cord-020918-056bvngu	26	15	Nigeria	Nigeria	NNP
cord-020918-056bvngu	26	16	,	,	,
cord-020918-056bvngu	26	17	to	to	IN
cord-020918-056bvngu	26	18	most	most	JJS
cord-020918-056bvngu	26	19	of	of	IN
cord-020918-056bvngu	26	20	central	central	JJ
cord-020918-056bvngu	26	21	,	,	,
cord-020918-056bvngu	26	22	east	east	NN
cord-020918-056bvngu	26	23	,	,	,
cord-020918-056bvngu	26	24	and	and	CC
cord-020918-056bvngu	26	25	southern	southern	JJ
cord-020918-056bvngu	26	26	Africa	Africa	NNP
cord-020918-056bvngu	26	27	,	,	,
cord-020918-056bvngu	26	28	they	-PRON-	PRP
cord-020918-056bvngu	26	29	are	be	VBP
cord-020918-056bvngu	26	30	found	find	VBN
cord-020918-056bvngu	26	31	in	in	IN
cord-020918-056bvngu	26	32	27	27	CD
cord-020918-056bvngu	26	33	of	of	IN
cord-020918-056bvngu	26	34	the	the	DT
cord-020918-056bvngu	26	35	continent	continent	NN
cord-020918-056bvngu	26	36	's	's	POS
cord-020918-056bvngu	26	37	54	54	CD
cord-020918-056bvngu	26	38	countries	country	NNS
cord-020918-056bvngu	26	39	,	,	,
cord-020918-056bvngu	26	40	and	and	CC
cord-020918-056bvngu	26	41	range	range	VBP
cord-020918-056bvngu	26	42	in	in	IN
cord-020918-056bvngu	26	43	number	number	NN
cord-020918-056bvngu	26	44	from	from	IN
cord-020918-056bvngu	26	45	300	300	CD
cord-020918-056bvngu	26	46	to	to	IN
cord-020918-056bvngu	26	47	680	680	CD
cord-020918-056bvngu	26	48	[	[	-LRB-
cord-020918-056bvngu	26	49	21	21	CD
cord-020918-056bvngu	26	50	]	]	-RRB-
cord-020918-056bvngu	26	51	.	.	.
cord-020918-056bvngu	27	1	Bantu	Bantu	NNP
cord-020918-056bvngu	27	2	languages	language	NNS
cord-020918-056bvngu	27	3	have	have	VBP
cord-020918-056bvngu	27	4	an	an	DT
cord-020918-056bvngu	27	5	agglutinating	agglutinating	JJ
cord-020918-056bvngu	27	6	morphology	morphology	NN
cord-020918-056bvngu	27	7	,	,	,
cord-020918-056bvngu	27	8	where	where	WRB
cord-020918-056bvngu	27	9	words	word	NNS
cord-020918-056bvngu	27	10	consist	consist	VBP
cord-020918-056bvngu	27	11	of	of	IN
cord-020918-056bvngu	27	12	several	several	JJ
cord-020918-056bvngu	27	13	morphemes	morpheme	NNS
cord-020918-056bvngu	27	14	,	,	,
cord-020918-056bvngu	27	15	and	and	CC
cord-020918-056bvngu	27	16	each	each	DT
cord-020918-056bvngu	27	17	affix	affix	VB
cord-020918-056bvngu	27	18	agglutinated	agglutinate	VBN
cord-020918-056bvngu	27	19	with	with	IN
cord-020918-056bvngu	27	20	the	the	DT
cord-020918-056bvngu	27	21	root	root	NN
cord-020918-056bvngu	27	22	word	word	NN
cord-020918-056bvngu	27	23	carries	carry	VBZ
cord-020918-056bvngu	27	24	meaning	mean	VBG
cord-020918-056bvngu	27	25	such	such	JJ
cord-020918-056bvngu	27	26	as	as	IN
cord-020918-056bvngu	27	27	tense	tense	JJ
cord-020918-056bvngu	27	28	and	and	CC
cord-020918-056bvngu	27	29	aspect	aspect	NN
cord-020918-056bvngu	27	30	[	[	-LRB-
cord-020918-056bvngu	27	31	21	21	CD
cord-020918-056bvngu	27	32	]	]	-RRB-
cord-020918-056bvngu	27	33	.	.	.
cord-020918-056bvngu	28	1	The	the	DT
cord-020918-056bvngu	28	2	writing	writing	NN
cord-020918-056bvngu	28	3	system	system	NN
cord-020918-056bvngu	28	4	of	of	IN
cord-020918-056bvngu	28	5	Bantu	Bantu	NNP
cord-020918-056bvngu	28	6	languages	language	NNS
cord-020918-056bvngu	28	7	is	be	VBZ
cord-020918-056bvngu	28	8	either	either	CC
cord-020918-056bvngu	28	9	conjunctive	conjunctive	JJ
cord-020918-056bvngu	28	10	or	or	CC
cord-020918-056bvngu	28	11	disjunctive	disjunctive	JJ
cord-020918-056bvngu	28	12	[	[	-LRB-
cord-020918-056bvngu	28	13	25	25	CD
cord-020918-056bvngu	28	14	]	]	-RRB-
cord-020918-056bvngu	28	15	.	.	.
cord-020918-056bvngu	29	1	In	in	IN
cord-020918-056bvngu	29	2	the	the	DT
cord-020918-056bvngu	29	3	former	former	JJ
cord-020918-056bvngu	29	4	case	case	NN
cord-020918-056bvngu	29	5	,	,	,
cord-020918-056bvngu	29	6	several	several	JJ
cord-020918-056bvngu	29	7	orthographic	orthographic	JJ
cord-020918-056bvngu	29	8	words	word	NNS
cord-020918-056bvngu	29	9	,	,	,
cord-020918-056bvngu	29	10	'	'	''
cord-020918-056bvngu	30	1	I	-PRON-	PRP
cord-020918-056bvngu	30	2	love	love	VBP
cord-020918-056bvngu	30	3	them	-PRON-	PRP
cord-020918-056bvngu	30	4	'	'	''
cord-020918-056bvngu	30	5	,	,	,
cord-020918-056bvngu	30	6	are	be	VBP
cord-020918-056bvngu	30	7	written	write	VBN
cord-020918-056bvngu	30	8	as	as	IN
cord-020918-056bvngu	30	9	a	a	DT
cord-020918-056bvngu	30	10	single	single	JJ
cord-020918-056bvngu	30	11	word	word	NN
cord-020918-056bvngu	30	12	,	,	,
cord-020918-056bvngu	30	13	for	for	IN
cord-020918-056bvngu	30	14	example	example	NN
cord-020918-056bvngu	30	15	,	,	,
cord-020918-056bvngu	30	16	Mbakunda	Mbakunda	NNP
cord-020918-056bvngu	30	17	in	in	IN
cord-020918-056bvngu	30	18	Runyankore	Runyankore	NNP
cord-020918-056bvngu	30	19	(	(	-LRB-
cord-020918-056bvngu	30	20	a	a	DT
cord-020918-056bvngu	30	21	language	language	NN
cord-020918-056bvngu	30	22	indigenous	indigenous	JJ
cord-020918-056bvngu	30	23	to	to	IN
cord-020918-056bvngu	30	24	Uganda	Uganda	NNP
cord-020918-056bvngu	30	25	)	)	-RRB-
cord-020918-056bvngu	30	26	.	.	.
cord-020918-056bvngu	31	1	The	the	DT
cord-020918-056bvngu	31	2	latter	latter	JJ
cord-020918-056bvngu	31	3	case	case	NN
cord-020918-056bvngu	31	4	writes	write	VBZ
cord-020918-056bvngu	31	5	different	different	JJ
cord-020918-056bvngu	31	6	orthographic	orthographic	JJ
cord-020918-056bvngu	31	7	words	word	NNS
cord-020918-056bvngu	31	8	as	as	IN
cord-020918-056bvngu	31	9	separate	separate	JJ
cord-020918-056bvngu	31	10	words	word	NNS
cord-020918-056bvngu	31	11	.	.	.
cord-020918-056bvngu	32	1	For	for	IN
cord-020918-056bvngu	32	2	example	example	NN
cord-020918-056bvngu	32	3	,	,	,
cord-020918-056bvngu	32	4	the	the	DT
cord-020918-056bvngu	32	5	same	same	JJ
cord-020918-056bvngu	32	6	translation	translation	NN
cord-020918-056bvngu	32	7	for	for	IN
cord-020918-056bvngu	32	8	'	'	''
cord-020918-056bvngu	32	9	I	-PRON-	PRP
cord-020918-056bvngu	32	10	love	love	VBP
cord-020918-056bvngu	32	11	them	-PRON-	PRP
cord-020918-056bvngu	32	12	'	'	''
cord-020918-056bvngu	32	13	is	be	VBZ
cord-020918-056bvngu	32	14	Kea	Kea	NNP
cord-020918-056bvngu	32	15	ba	ba	NNP
cord-020918-056bvngu	32	16	rata	rata	NN
cord-020918-056bvngu	32	17	in	in	IN
cord-020918-056bvngu	32	18	Sepedi	Sepedi	NNP
cord-020918-056bvngu	32	19	(	(	-LRB-
cord-020918-056bvngu	32	20	a	a	DT
cord-020918-056bvngu	32	21	language	language	NN
cord-020918-056bvngu	32	22	indigenous	indigenous	JJ
cord-020918-056bvngu	32	23	to	to	IN
cord-020918-056bvngu	32	24	South	South	NNP
cord-020918-056bvngu	32	25	Africa	Africa	NNP
cord-020918-056bvngu	32	26	)	)	-RRB-
cord-020918-056bvngu	32	27	.	.	.
cord-020918-056bvngu	33	1	The	the	DT
cord-020918-056bvngu	33	2	hallmark	hallmark	NN
cord-020918-056bvngu	33	3	of	of	IN
cord-020918-056bvngu	33	4	Bantu	Bantu	NNP
cord-020918-056bvngu	33	5	nominal	nominal	JJ
cord-020918-056bvngu	33	6	morphology	morphology	NN
cord-020918-056bvngu	33	7	is	be	VBZ
cord-020918-056bvngu	33	8	the	the	DT
cord-020918-056bvngu	33	9	noun	noun	NN
cord-020918-056bvngu	33	10	class	class	NN
cord-020918-056bvngu	33	11	(	(	-LRB-
cord-020918-056bvngu	33	12	NC	NC	NNP
cord-020918-056bvngu	33	13	)	)	-RRB-
cord-020918-056bvngu	33	14	,	,	,
cord-020918-056bvngu	33	15	where	where	WRB
cord-020918-056bvngu	33	16	all	all	DT
cord-020918-056bvngu	33	17	nouns	noun	NNS
cord-020918-056bvngu	33	18	are	be	VBP
cord-020918-056bvngu	33	19	assigned	assign	VBN
cord-020918-056bvngu	33	20	to	to	IN
cord-020918-056bvngu	33	21	a	a	DT
cord-020918-056bvngu	33	22	class	class	NN
cord-020918-056bvngu	33	23	;	;	:
cord-020918-056bvngu	33	24	and	and	CC
cord-020918-056bvngu	33	25	there	there	EX
cord-020918-056bvngu	33	26	are	be	VBP
cord-020918-056bvngu	33	27	over	over	IN
cord-020918-056bvngu	33	28	20	20	CD
cord-020918-056bvngu	33	29	NCs	nc	NNS
cord-020918-056bvngu	33	30	,	,	,
cord-020918-056bvngu	33	31	although	although	IN
cord-020918-056bvngu	33	32	some	some	DT
cord-020918-056bvngu	33	33	have	have	VBP
cord-020918-056bvngu	33	34	fallen	fall	VBN
cord-020918-056bvngu	33	35	into	into	IN
cord-020918-056bvngu	33	36	disuse	disuse	NN
cord-020918-056bvngu	33	37	in	in	IN
cord-020918-056bvngu	33	38	most	most	JJS
cord-020918-056bvngu	33	39	languages	language	NNS
cord-020918-056bvngu	33	40	[	[	-LRB-
cord-020918-056bvngu	33	41	17	17	CD
cord-020918-056bvngu	33	42	,	,	,
cord-020918-056bvngu	33	43	21	21	CD
cord-020918-056bvngu	33	44	]	]	-RRB-
cord-020918-056bvngu	33	45	.	.	.
cord-020918-056bvngu	34	1	A	a	DT
cord-020918-056bvngu	34	2	simple	simple	JJ
cord-020918-056bvngu	34	3	noun	noun	NN
cord-020918-056bvngu	34	4	comprises	comprise	VBZ
cord-020918-056bvngu	34	5	a	a	DT
cord-020918-056bvngu	34	6	prefix	prefix	NN
cord-020918-056bvngu	34	7	and	and	CC
cord-020918-056bvngu	34	8	a	a	DT
cord-020918-056bvngu	34	9	stem	stem	NN
cord-020918-056bvngu	34	10	[	[	-LRB-
cord-020918-056bvngu	34	11	11	11	CD
cord-020918-056bvngu	34	12	]	]	-RRB-
cord-020918-056bvngu	34	13	;	;	:
cord-020918-056bvngu	34	14	for	for	IN
cord-020918-056bvngu	34	15	example	example	NN
cord-020918-056bvngu	34	16	,	,	,
cord-020918-056bvngu	34	17	omuntu	omuntu	NNP
cord-020918-056bvngu	34	18	,	,	,
cord-020918-056bvngu	34	19	'	'	''
cord-020918-056bvngu	34	20	person	person	NN
cord-020918-056bvngu	34	21	'	'	''
cord-020918-056bvngu	34	22	in	in	IN
cord-020918-056bvngu	34	23	Runyankore	Runyankore	NNP
cord-020918-056bvngu	34	24	,	,	,
cord-020918-056bvngu	34	25	can	can	MD
cord-020918-056bvngu	34	26	be	be	VB
cord-020918-056bvngu	34	27	analyzed	analyze	VBN
cord-020918-056bvngu	34	28	as	as	IN
cord-020918-056bvngu	34	29	the	the	DT
cord-020918-056bvngu	34	30	prefix	prefix	NN
cord-020918-056bvngu	34	31	o	o	NN
cord-020918-056bvngu	34	32	-	-	HYPH
cord-020918-056bvngu	34	33	mu	mu	NN
cord-020918-056bvngu	34	34	-	-	HYPH
cord-020918-056bvngu	34	35	and	and	CC
cord-020918-056bvngu	34	36	stem	stem	VB
cord-020918-056bvngu	34	37	-ntu	-ntu	ADD
cord-020918-056bvngu	34	38	.	.	.
cord-020918-056bvngu	35	1	However	however	RB
cord-020918-056bvngu	35	2	,	,	,
cord-020918-056bvngu	35	3	not	not	RB
cord-020918-056bvngu	35	4	all	all	DT
cord-020918-056bvngu	35	5	Bantu	Bantu	NNP
cord-020918-056bvngu	35	6	languages	language	NNS
cord-020918-056bvngu	35	7	have	have	VBP
cord-020918-056bvngu	35	8	the	the	DT
cord-020918-056bvngu	35	9	initial	initial	JJ
cord-020918-056bvngu	35	10	vowel	vowel	NN
cord-020918-056bvngu	35	11	on	on	IN
cord-020918-056bvngu	35	12	the	the	DT
cord-020918-056bvngu	35	13	prefix	prefix	NN
cord-020918-056bvngu	35	14	[	[	-LRB-
cord-020918-056bvngu	35	15	11	11	CD
cord-020918-056bvngu	35	16	,	,	,
cord-020918-056bvngu	35	17	17	17	CD
cord-020918-056bvngu	35	18	]	]	-RRB-
cord-020918-056bvngu	35	19	;	;	:
cord-020918-056bvngu	35	20	for	for	IN
cord-020918-056bvngu	35	21	example	example	NN
cord-020918-056bvngu	35	22	,	,	,
cord-020918-056bvngu	35	23	'	'	``
cord-020918-056bvngu	35	24	person	person	NN
cord-020918-056bvngu	35	25	'	'	''
cord-020918-056bvngu	35	26	in	in	IN
cord-020918-056bvngu	35	27	Sepedi	Sepedi	NNP
cord-020918-056bvngu	35	28	is	be	VBZ
cord-020918-056bvngu	35	29	motho	motho	NN
cord-020918-056bvngu	35	30	,	,	,
cord-020918-056bvngu	35	31	with	with	IN
cord-020918-056bvngu	35	32	prefix	prefix	NNP
cord-020918-056bvngu	35	33	mo	mo	NNP
cord-020918-056bvngu	35	34	-	-	HYPH
cord-020918-056bvngu	35	35	and	and	CC
cord-020918-056bvngu	35	36	stem	stem	NN
cord-020918-056bvngu	35	37	-tho	-tho	:
cord-020918-056bvngu	35	38	.	.	.
cord-020918-056bvngu	36	1	Noun	noun	NN
cord-020918-056bvngu	36	2	classes	class	NNS
cord-020918-056bvngu	36	3	are	be	VBP
cord-020918-056bvngu	36	4	also	also	RB
cord-020918-056bvngu	36	5	at	at	IN
cord-020918-056bvngu	36	6	the	the	DT
cord-020918-056bvngu	36	7	heart	heart	NN
cord-020918-056bvngu	36	8	of	of	IN
cord-020918-056bvngu	36	9	an	an	DT
cord-020918-056bvngu	36	10	extensive	extensive	JJ
cord-020918-056bvngu	36	11	system	system	NN
cord-020918-056bvngu	36	12	of	of	IN
cord-020918-056bvngu	36	13	concordial	concordial	JJ
cord-020918-056bvngu	36	14	agreement	agreement	NN
cord-020918-056bvngu	36	15	that	that	WDT
cord-020918-056bvngu	36	16	governs	govern	VBZ
cord-020918-056bvngu	36	17	grammatical	grammatical	JJ
cord-020918-056bvngu	36	18	agreement	agreement	NN
cord-020918-056bvngu	36	19	in	in	IN
cord-020918-056bvngu	36	20	verbs	verb	NNS
cord-020918-056bvngu	36	21	,	,	,
cord-020918-056bvngu	36	22	adjectives	adjective	NNS
cord-020918-056bvngu	36	23	,	,	,
cord-020918-056bvngu	36	24	possessives	possessive	NNS
cord-020918-056bvngu	36	25	,	,	,
cord-020918-056bvngu	36	26	subject	subject	NN
cord-020918-056bvngu	36	27	,	,	,
cord-020918-056bvngu	36	28	object	object	NN
cord-020918-056bvngu	36	29	,	,	,
cord-020918-056bvngu	36	30	etc	etc	FW
cord-020918-056bvngu	36	31	.	.	.
cord-020918-056bvngu	37	1	[	[	-LRB-
cord-020918-056bvngu	37	2	11	11	CD
cord-020918-056bvngu	37	3	,	,	,
cord-020918-056bvngu	37	4	25	25	CD
cord-020918-056bvngu	37	5	]	]	-RRB-
cord-020918-056bvngu	37	6	;	;	:
cord-020918-056bvngu	37	7	this	this	DT
cord-020918-056bvngu	37	8	is	be	VBZ
cord-020918-056bvngu	37	9	a	a	DT
cord-020918-056bvngu	37	10	pivotal	pivotal	JJ
cord-020918-056bvngu	37	11	constituent	constituent	NN
cord-020918-056bvngu	37	12	of	of	IN
cord-020918-056bvngu	37	13	the	the	DT
cord-020918-056bvngu	37	14	whole	whole	JJ
cord-020918-056bvngu	37	15	Bantu	Bantu	NNP
cord-020918-056bvngu	37	16	sentence	sentence	NN
cord-020918-056bvngu	37	17	structure	structure	NN
cord-020918-056bvngu	37	18	[	[	-LRB-
cord-020918-056bvngu	37	19	25	25	CD
cord-020918-056bvngu	37	20	]	]	-RRB-
cord-020918-056bvngu	37	21	.	.	.
cord-020918-056bvngu	38	1	The	the	DT
cord-020918-056bvngu	38	2	morphological	morphological	JJ
cord-020918-056bvngu	38	3	and	and	CC
cord-020918-056bvngu	38	4	phonological	phonological	JJ
cord-020918-056bvngu	38	5	structure	structure	NN
cord-020918-056bvngu	38	6	of	of	IN
cord-020918-056bvngu	38	7	Bantu	Bantu	NNP
cord-020918-056bvngu	38	8	verbs	verbs	NN
cord-020918-056bvngu	38	9	is	be	VBZ
cord-020918-056bvngu	38	10	very	very	RB
cord-020918-056bvngu	38	11	regular	regular	JJ
cord-020918-056bvngu	38	12	in	in	IN
cord-020918-056bvngu	38	13	most	most	JJS
cord-020918-056bvngu	38	14	languages	language	NNS
cord-020918-056bvngu	38	15	[	[	-LRB-
cord-020918-056bvngu	38	16	20	20	CD
cord-020918-056bvngu	38	17	,	,	,
cord-020918-056bvngu	38	18	24	24	CD
cord-020918-056bvngu	38	19	]	]	-RRB-
cord-020918-056bvngu	38	20	,	,	,
cord-020918-056bvngu	38	21	with	with	IN
cord-020918-056bvngu	38	22	a	a	DT
cord-020918-056bvngu	38	23	typical	typical	JJ
cord-020918-056bvngu	38	24	verbal	verbal	JJ
cord-020918-056bvngu	38	25	form	form	NN
cord-020918-056bvngu	38	26	consisting	consist	VBG
cord-020918-056bvngu	38	27	of	of	IN
cord-020918-056bvngu	38	28	:	:	:
cord-020918-056bvngu	38	29	one	one	CD
cord-020918-056bvngu	38	30	or	or	CC
cord-020918-056bvngu	38	31	more	more	RBR
cord-020918-056bvngu	38	32	bound	bind	VBN
cord-020918-056bvngu	38	33	morphemes	morpheme	NNS
cord-020918-056bvngu	38	34	,	,	,
cord-020918-056bvngu	38	35	a	a	DT
cord-020918-056bvngu	38	36	verb	verb	NN
cord-020918-056bvngu	38	37	-	-	HYPH
cord-020918-056bvngu	38	38	root	root	NN
cord-020918-056bvngu	38	39	,	,	,
cord-020918-056bvngu	38	40	and	and	CC
cord-020918-056bvngu	38	41	one	one	CD
cord-020918-056bvngu	38	42	or	or	CC
cord-020918-056bvngu	38	43	more	more	JJR
cord-020918-056bvngu	38	44	extensions	extension	NNS
cord-020918-056bvngu	38	45	[	[	-LRB-
cord-020918-056bvngu	38	46	24	24	CD
cord-020918-056bvngu	38	47	]	]	-RRB-
cord-020918-056bvngu	38	48	.	.	.
cord-020918-056bvngu	39	1	The	the	DT
cord-020918-056bvngu	39	2	morphemes	morpheme	NNS
cord-020918-056bvngu	39	3	preceding	precede	VBG
cord-020918-056bvngu	39	4	the	the	DT
cord-020918-056bvngu	39	5	verb	verb	NN
cord-020918-056bvngu	39	6	-	-	HYPH
cord-020918-056bvngu	39	7	root	root	NN
cord-020918-056bvngu	39	8	specify	specify	VB
cord-020918-056bvngu	39	9	the	the	DT
cord-020918-056bvngu	39	10	person	person	NN
cord-020918-056bvngu	39	11	,	,	,
cord-020918-056bvngu	39	12	noun	noun	NN
cord-020918-056bvngu	39	13	class	class	NN
cord-020918-056bvngu	39	14	,	,	,
cord-020918-056bvngu	39	15	tense	tense	JJ
cord-020918-056bvngu	39	16	,	,	,
cord-020918-056bvngu	39	17	aspect	aspect	NN
cord-020918-056bvngu	39	18	,	,	,
cord-020918-056bvngu	39	19	time	time	NN
cord-020918-056bvngu	39	20	,	,	,
cord-020918-056bvngu	39	21	negation	negation	NN
cord-020918-056bvngu	39	22	,	,	,
cord-020918-056bvngu	39	23	etc	etc	FW
cord-020918-056bvngu	39	24	.	.	.
cord-020918-056bvngu	40	1	,	,	,
cord-020918-056bvngu	40	2	while	while	IN
cord-020918-056bvngu	40	3	the	the	DT
cord-020918-056bvngu	40	4	extensions	extension	NNS
cord-020918-056bvngu	40	5	specify	specify	VBP
cord-020918-056bvngu	40	6	valency	valency	NN
cord-020918-056bvngu	40	7	-	-	HYPH
cord-020918-056bvngu	40	8	changing	change	VBG
cord-020918-056bvngu	40	9	categories	category	NNS
cord-020918-056bvngu	40	10	,	,	,
cord-020918-056bvngu	40	11	the	the	DT
cord-020918-056bvngu	40	12	arguments	argument	NNS
cord-020918-056bvngu	40	13	controlled	control	VBN
cord-020918-056bvngu	40	14	by	by	IN
cord-020918-056bvngu	40	15	a	a	DT
cord-020918-056bvngu	40	16	verb	verb	NN
cord-020918-056bvngu	40	17	-	-	:
cord-020918-056bvngu	40	18	which	which	WDT
cord-020918-056bvngu	40	19	can	can	MD
cord-020918-056bvngu	40	20	be	be	VB
cord-020918-056bvngu	40	21	as	as	RB
cord-020918-056bvngu	40	22	many	many	JJ
cord-020918-056bvngu	40	23	as	as	IN
cord-020918-056bvngu	40	24	eleven	eleven	CD
cord-020918-056bvngu	40	25	[	[	-LRB-
cord-020918-056bvngu	40	26	24	24	CD
cord-020918-056bvngu	40	27	]	]	-RRB-
cord-020918-056bvngu	40	28	.	.	.
cord-020918-056bvngu	41	1	Additionally	additionally	RB
cord-020918-056bvngu	41	2	,	,	,
cord-020918-056bvngu	41	3	Bantu	Bantu	NNP
cord-020918-056bvngu	41	4	languages	language	NNS
cord-020918-056bvngu	41	5	typically	typically	RB
cord-020918-056bvngu	41	6	have	have	VBP
cord-020918-056bvngu	41	7	a	a	DT
cord-020918-056bvngu	41	8	large	large	JJ
cord-020918-056bvngu	41	9	number	number	NN
cord-020918-056bvngu	41	10	of	of	IN
cord-020918-056bvngu	41	11	tenses	tense	NNS
cord-020918-056bvngu	41	12	,	,	,
cord-020918-056bvngu	41	13	with	with	IN
cord-020918-056bvngu	41	14	up	up	IN
cord-020918-056bvngu	41	15	to	to	TO
cord-020918-056bvngu	41	16	four	four	CD
cord-020918-056bvngu	41	17	observed	observe	VBN
cord-020918-056bvngu	41	18	past	past	IN
cord-020918-056bvngu	41	19	tenses	tense	NNS
cord-020918-056bvngu	41	20	,	,	,
cord-020918-056bvngu	41	21	and	and	CC
cord-020918-056bvngu	41	22	up	up	IN
cord-020918-056bvngu	41	23	to	to	TO
cord-020918-056bvngu	41	24	three	three	CD
cord-020918-056bvngu	41	25	observed	observed	JJ
cord-020918-056bvngu	41	26	discrete	discrete	JJ
cord-020918-056bvngu	41	27	future	future	JJ
cord-020918-056bvngu	41	28	tenses	tense	NNS
cord-020918-056bvngu	41	29	[	[	-LRB-
cord-020918-056bvngu	41	30	20	20	CD
cord-020918-056bvngu	41	31	]	]	-RRB-
cord-020918-056bvngu	41	32	.	.	.
cord-020918-056bvngu	42	1	This	this	DT
cord-020918-056bvngu	42	2	complex	complex	JJ
cord-020918-056bvngu	42	3	grammatical	grammatical	JJ
cord-020918-056bvngu	42	4	structure	structure	NN
cord-020918-056bvngu	42	5	is	be	VBZ
cord-020918-056bvngu	42	6	partly	partly	RB
cord-020918-056bvngu	42	7	what	what	WP
cord-020918-056bvngu	42	8	has	have	VBZ
cord-020918-056bvngu	42	9	led	lead	VBN
cord-020918-056bvngu	42	10	to	to	IN
cord-020918-056bvngu	42	11	Bantu	Bantu	NNP
cord-020918-056bvngu	42	12	languages	language	NNS
cord-020918-056bvngu	42	13	being	be	VBG
cord-020918-056bvngu	42	14	largely	largely	RB
cord-020918-056bvngu	42	15	computationally	computationally	RB
cord-020918-056bvngu	42	16	under	under	RB
cord-020918-056bvngu	42	17	-	-	HYPH
cord-020918-056bvngu	42	18	resourced	resourced	JJ
cord-020918-056bvngu	42	19	,	,	,
cord-020918-056bvngu	42	20	despite	despite	IN
cord-020918-056bvngu	42	21	still	still	RB
cord-020918-056bvngu	42	22	primarily	primarily	RB
cord-020918-056bvngu	42	23	being	be	VBG
cord-020918-056bvngu	42	24	a	a	DT
cord-020918-056bvngu	42	25	first	first	JJ
cord-020918-056bvngu	42	26	language	language	NN
cord-020918-056bvngu	42	27	throughout	throughout	IN
cord-020918-056bvngu	42	28	the	the	DT
cord-020918-056bvngu	42	29	continent	continent	NN
cord-020918-056bvngu	42	30	.	.	.
cord-020918-056bvngu	43	1	In	in	IN
cord-020918-056bvngu	43	2	the	the	DT
cord-020918-056bvngu	43	3	next	next	JJ
cord-020918-056bvngu	43	4	section	section	NN
cord-020918-056bvngu	43	5	,	,	,
cord-020918-056bvngu	43	6	we	-PRON-	PRP
cord-020918-056bvngu	43	7	present	present	VBP
cord-020918-056bvngu	43	8	related	related	JJ
cord-020918-056bvngu	43	9	work	work	NN
cord-020918-056bvngu	43	10	on	on	IN
cord-020918-056bvngu	43	11	extracting	extract	VBG
cord-020918-056bvngu	43	12	insights	insight	NNS
cord-020918-056bvngu	43	13	from	from	IN
cord-020918-056bvngu	43	14	collections	collection	NNS
cord-020918-056bvngu	43	15	of	of	IN
cord-020918-056bvngu	43	16	data	datum	NNS
cord-020918-056bvngu	43	17	.	.	.
cord-020918-056bvngu	44	1	Social	social	JJ
cord-020918-056bvngu	44	2	media	medium	NNS
cord-020918-056bvngu	44	3	data	datum	NNS
cord-020918-056bvngu	44	4	mining	mining	NN
cord-020918-056bvngu	44	5	has	have	VBZ
cord-020918-056bvngu	44	6	become	become	VBN
cord-020918-056bvngu	44	7	a	a	DT
cord-020918-056bvngu	44	8	common	common	JJ
cord-020918-056bvngu	44	9	tool	tool	NN
cord-020918-056bvngu	44	10	used	use	VBN
cord-020918-056bvngu	44	11	to	to	TO
cord-020918-056bvngu	44	12	extract	extract	VB
cord-020918-056bvngu	44	13	opinions	opinion	NNS
cord-020918-056bvngu	44	14	from	from	IN
cord-020918-056bvngu	44	15	a	a	DT
cord-020918-056bvngu	44	16	large	large	JJ
cord-020918-056bvngu	44	17	population	population	NN
cord-020918-056bvngu	44	18	in	in	IN
cord-020918-056bvngu	44	19	order	order	NN
cord-020918-056bvngu	44	20	to	to	TO
cord-020918-056bvngu	44	21	monitor	monitor	VB
cord-020918-056bvngu	44	22	,	,	,
cord-020918-056bvngu	44	23	understand	understand	VB
cord-020918-056bvngu	44	24	,	,	,
cord-020918-056bvngu	44	25	and	and	CC
cord-020918-056bvngu	44	26	predict	predict	VB
cord-020918-056bvngu	44	27	people	people	NNS
cord-020918-056bvngu	44	28	's	's	POS
cord-020918-056bvngu	44	29	reactions	reaction	NNS
cord-020918-056bvngu	44	30	to	to	IN
cord-020918-056bvngu	44	31	an	an	DT
cord-020918-056bvngu	44	32	event	event	NN
cord-020918-056bvngu	44	33	,	,	,
cord-020918-056bvngu	44	34	and	and	CC
cord-020918-056bvngu	44	35	to	to	TO
cord-020918-056bvngu	44	36	measure	measure	VB
cord-020918-056bvngu	44	37	the	the	DT
cord-020918-056bvngu	44	38	diffusion	diffusion	NN
cord-020918-056bvngu	44	39	of	of	IN
cord-020918-056bvngu	44	40	ideas	idea	NNS
cord-020918-056bvngu	44	41	within	within	IN
cord-020918-056bvngu	44	42	the	the	DT
cord-020918-056bvngu	44	43	social	social	JJ
cord-020918-056bvngu	44	44	network	network	NN
cord-020918-056bvngu	44	45	[	[	-LRB-
cord-020918-056bvngu	44	46	15	15	CD
cord-020918-056bvngu	44	47	]	]	-RRB-
cord-020918-056bvngu	44	48	.	.	.
cord-020918-056bvngu	45	1	In	in	IN
cord-020918-056bvngu	45	2	this	this	DT
cord-020918-056bvngu	45	3	section	section	NN
cord-020918-056bvngu	45	4	,	,	,
cord-020918-056bvngu	45	5	related	relate	VBN
cord-020918-056bvngu	45	6	work	work	NN
cord-020918-056bvngu	45	7	on	on	IN
cord-020918-056bvngu	45	8	extracting	extract	VBG
cord-020918-056bvngu	45	9	insights	insight	NNS
cord-020918-056bvngu	45	10	from	from	IN
cord-020918-056bvngu	45	11	collections	collection	NNS
cord-020918-056bvngu	45	12	of	of	IN
cord-020918-056bvngu	45	13	documents	document	NNS
cord-020918-056bvngu	45	14	is	be	VBZ
cord-020918-056bvngu	45	15	presented	present	VBN
cord-020918-056bvngu	45	16	.	.	.
cord-020918-056bvngu	46	1	The	the	DT
cord-020918-056bvngu	46	2	scope	scope	NN
cord-020918-056bvngu	46	3	here	here	RB
cord-020918-056bvngu	46	4	is	be	VBZ
cord-020918-056bvngu	46	5	limited	limit	VBN
cord-020918-056bvngu	46	6	to	to	IN
cord-020918-056bvngu	46	7	social	social	JJ
cord-020918-056bvngu	46	8	media	medium	NNS
cord-020918-056bvngu	46	9	data	datum	NNS
cord-020918-056bvngu	46	10	,	,	,
cord-020918-056bvngu	46	11	specifically	specifically	RB
cord-020918-056bvngu	46	12	textual	textual	JJ
cord-020918-056bvngu	46	13	data	datum	NNS
cord-020918-056bvngu	46	14	,	,	,
cord-020918-056bvngu	46	15	and	and	CC
cord-020918-056bvngu	46	16	more	more	RBR
cord-020918-056bvngu	46	17	so	so	RB
cord-020918-056bvngu	46	18	,	,	,
cord-020918-056bvngu	46	19	Twitter	Twitter	NNP
cord-020918-056bvngu	46	20	data	datum	NNS
cord-020918-056bvngu	46	21	,	,	,
cord-020918-056bvngu	46	22	because	because	IN
cord-020918-056bvngu	46	23	the	the	DT
cord-020918-056bvngu	46	24	vast	vast	JJ
cord-020918-056bvngu	46	25	amount	amount	NN
cord-020918-056bvngu	46	26	of	of	IN
cord-020918-056bvngu	46	27	content	content	NN
cord-020918-056bvngu	46	28	generated	generate	VBN
cord-020918-056bvngu	46	29	and	and	CC
cord-020918-056bvngu	46	30	shared	share	VBN
cord-020918-056bvngu	46	31	through	through	IN
cord-020918-056bvngu	46	32	social	social	JJ
cord-020918-056bvngu	46	33	media	medium	NNS
cord-020918-056bvngu	46	34	contains	contain	VBZ
cord-020918-056bvngu	46	35	rich	rich	JJ
cord-020918-056bvngu	46	36	knowledge	knowledge	NN
cord-020918-056bvngu	46	37	and	and	CC
cord-020918-056bvngu	46	38	covers	cover	VBZ
cord-020918-056bvngu	46	39	a	a	DT
cord-020918-056bvngu	46	40	wide	wide	JJ
cord-020918-056bvngu	46	41	spectrum	spectrum	NN
cord-020918-056bvngu	46	42	of	of	IN
cord-020918-056bvngu	46	43	social	social	JJ
cord-020918-056bvngu	46	44	dynamics	dynamic	NNS
cord-020918-056bvngu	46	45	[	[	-LRB-
cord-020918-056bvngu	46	46	33	33	CD
cord-020918-056bvngu	46	47	]	]	-RRB-
cord-020918-056bvngu	46	48	.	.	.
cord-020918-056bvngu	47	1	In	in	IN
cord-020918-056bvngu	47	2	their	-PRON-	PRP$
cord-020918-056bvngu	47	3	socio	socio	JJ
cord-020918-056bvngu	47	4	-	-	HYPH
cord-020918-056bvngu	47	5	semantic	semantic	JJ
cord-020918-056bvngu	47	6	analysis	analysis	NN
cord-020918-056bvngu	47	7	of	of	IN
cord-020918-056bvngu	47	8	Twitter	Twitter	NNP
cord-020918-056bvngu	47	9	data	datum	NNS
cord-020918-056bvngu	47	10	,	,	,
cord-020918-056bvngu	47	11	Lipizzi	Lipizzi	NNP
cord-020918-056bvngu	47	12	et	et	NNP
cord-020918-056bvngu	47	13	al	al	NNP
cord-020918-056bvngu	47	14	.	.	.
cord-020918-056bvngu	48	1	[	[	-LRB-
cord-020918-056bvngu	48	2	15	15	CD
cord-020918-056bvngu	48	3	]	]	-RRB-
cord-020918-056bvngu	48	4	stated	state	VBD
cord-020918-056bvngu	48	5	that	that	IN
cord-020918-056bvngu	48	6	the	the	DT
cord-020918-056bvngu	48	7	following	follow	VBG
cord-020918-056bvngu	48	8	processes	process	NNS
cord-020918-056bvngu	48	9	are	be	VBP
cord-020918-056bvngu	48	10	necessary	necessary	JJ
cord-020918-056bvngu	48	11	to	to	TO
cord-020918-056bvngu	48	12	extract	extract	VB
cord-020918-056bvngu	48	13	complete	complete	JJ
cord-020918-056bvngu	48	14	and	and	CC
cord-020918-056bvngu	48	15	valuable	valuable	JJ
cord-020918-056bvngu	48	16	insights	insight	NNS
cord-020918-056bvngu	48	17	from	from	IN
cord-020918-056bvngu	48	18	data	datum	NNS
cord-020918-056bvngu	48	19	:	:	:
cord-020918-056bvngu	48	20	(	(	-LRB-
cord-020918-056bvngu	48	21	1	1	LS
cord-020918-056bvngu	48	22	)	)	-RRB-
cord-020918-056bvngu	48	23	preprocessing	preprocesse	VBG
cord-020918-056bvngu	48	24	the	the	DT
cord-020918-056bvngu	48	25	text	text	NN
cord-020918-056bvngu	48	26	,	,	,
cord-020918-056bvngu	48	27	(	(	-LRB-
cord-020918-056bvngu	48	28	2	2	LS
cord-020918-056bvngu	48	29	)	)	-RRB-
cord-020918-056bvngu	48	30	identifying	identify	VBG
cord-020918-056bvngu	48	31	and	and	CC
cord-020918-056bvngu	48	32	classifying	classify	VBG
cord-020918-056bvngu	48	33	opinions	opinion	NNS
cord-020918-056bvngu	48	34	in	in	IN
cord-020918-056bvngu	48	35	the	the	DT
cord-020918-056bvngu	48	36	network	network	NN
cord-020918-056bvngu	48	37	,	,	,
cord-020918-056bvngu	48	38	(	(	-LRB-
cord-020918-056bvngu	48	39	3	3	LS
cord-020918-056bvngu	48	40	)	)	-RRB-
cord-020918-056bvngu	48	41	analyzing	analyze	VBG
cord-020918-056bvngu	48	42	the	the	DT
cord-020918-056bvngu	48	43	sentiment	sentiment	NN
cord-020918-056bvngu	48	44	of	of	IN
cord-020918-056bvngu	48	45	individual	individual	NN
cord-020918-056bvngu	48	46	or	or	CC
cord-020918-056bvngu	48	47	groups	group	NNS
cord-020918-056bvngu	48	48	of	of	IN
cord-020918-056bvngu	48	49	text	text	NN
cord-020918-056bvngu	48	50	,	,	,
cord-020918-056bvngu	48	51	(	(	-LRB-
cord-020918-056bvngu	48	52	4	4	LS
cord-020918-056bvngu	48	53	)	)	-RRB-
cord-020918-056bvngu	48	54	visualization	visualization	NN
cord-020918-056bvngu	48	55	of	of	IN
cord-020918-056bvngu	48	56	the	the	DT
cord-020918-056bvngu	48	57	large	large	JJ
cord-020918-056bvngu	48	58	amounts	amount	NNS
cord-020918-056bvngu	48	59	of	of	IN
cord-020918-056bvngu	48	60	data	datum	NNS
cord-020918-056bvngu	48	61	;	;	:
cord-020918-056bvngu	48	62	and	and	CC
cord-020918-056bvngu	48	63	(	(	-LRB-
cord-020918-056bvngu	48	64	5	5	LS
cord-020918-056bvngu	48	65	)	)	-RRB-
cord-020918-056bvngu	48	66	extracting	extract	VBG
cord-020918-056bvngu	48	67	conversational	conversational	JJ
cord-020918-056bvngu	48	68	maps	map	NNS
cord-020918-056bvngu	48	69	from	from	IN
cord-020918-056bvngu	48	70	social	social	JJ
cord-020918-056bvngu	48	71	streams	stream	NNS
cord-020918-056bvngu	48	72	.	.	.
cord-020918-056bvngu	49	1	We	-PRON-	PRP
cord-020918-056bvngu	49	2	subdivided	subdivide	VBD
cord-020918-056bvngu	49	3	these	these	DT
cord-020918-056bvngu	49	4	processes	process	NNS
cord-020918-056bvngu	49	5	into	into	IN
cord-020918-056bvngu	49	6	seven	seven	CD
cord-020918-056bvngu	49	7	steps	step	NNS
cord-020918-056bvngu	49	8	,	,	,
cord-020918-056bvngu	49	9	including	include	VBG
cord-020918-056bvngu	49	10	dimensionality	dimensionality	NN
cord-020918-056bvngu	49	11	reduction	reduction	NN
cord-020918-056bvngu	49	12	and	and	CC
cord-020918-056bvngu	49	13	clustering	clustering	NN
cord-020918-056bvngu	49	14	,	,	,
cord-020918-056bvngu	49	15	shown	show	VBN
cord-020918-056bvngu	49	16	in	in	IN
cord-020918-056bvngu	49	17	Fig	Fig	NNP
cord-020918-056bvngu	49	18	.	.	.
cord-020918-056bvngu	50	1	1	1	LS
cord-020918-056bvngu	50	2	.	.	.
cord-020918-056bvngu	51	1	Text	text	NN
cord-020918-056bvngu	51	2	preprocessing	preprocessing	NN
cord-020918-056bvngu	51	3	is	be	VBZ
cord-020918-056bvngu	51	4	necessary	necessary	JJ
cord-020918-056bvngu	51	5	because	because	IN
cord-020918-056bvngu	51	6	of	of	IN
cord-020918-056bvngu	51	7	the	the	DT
cord-020918-056bvngu	51	8	strong	strong	JJ
cord-020918-056bvngu	51	9	heterogeneity	heterogeneity	NN
cord-020918-056bvngu	51	10	and	and	CC
cord-020918-056bvngu	51	11	noisiness	noisiness	NN
cord-020918-056bvngu	51	12	characteristic	characteristic	NN
cord-020918-056bvngu	51	13	of	of	IN
cord-020918-056bvngu	51	14	social	social	JJ
cord-020918-056bvngu	51	15	media	medium	NNS
cord-020918-056bvngu	51	16	texts	text	NNS
cord-020918-056bvngu	51	17	[	[	-LRB-
cord-020918-056bvngu	51	18	26	26	CD
cord-020918-056bvngu	51	19	]	]	-RRB-
cord-020918-056bvngu	51	20	.	.	.
cord-020918-056bvngu	52	1	It	-PRON-	PRP
cord-020918-056bvngu	52	2	involves	involve	VBZ
cord-020918-056bvngu	52	3	dealing	deal	VBG
cord-020918-056bvngu	52	4	with	with	IN
cord-020918-056bvngu	52	5	incorrect	incorrect	JJ
cord-020918-056bvngu	52	6	spelling	spelling	NN
cord-020918-056bvngu	52	7	,	,	,
cord-020918-056bvngu	52	8	contractions	contraction	NNS
cord-020918-056bvngu	52	9	and	and	CC
cord-020918-056bvngu	52	10	abbreviations	abbreviation	NNS
cord-020918-056bvngu	52	11	,	,	,
cord-020918-056bvngu	52	12	stop	stop	VB
cord-020918-056bvngu	52	13	words	word	NNS
cord-020918-056bvngu	52	14	,	,	,
cord-020918-056bvngu	52	15	inflectional	inflectional	JJ
cord-020918-056bvngu	52	16	variants	variant	NNS
cord-020918-056bvngu	52	17	,	,	,
cord-020918-056bvngu	52	18	user	user	NN
cord-020918-056bvngu	52	19	tags	tag	NNS
cord-020918-056bvngu	52	20	,	,	,
cord-020918-056bvngu	52	21	hyperlinks	hyperlink	NNS
cord-020918-056bvngu	52	22	,	,	,
cord-020918-056bvngu	52	23	numbers	number	NNS
cord-020918-056bvngu	52	24	,	,	,
cord-020918-056bvngu	52	25	and	and	CC
cord-020918-056bvngu	52	26	email	email	NN
cord-020918-056bvngu	52	27	addresses	address	NNS
cord-020918-056bvngu	52	28	[	[	-LRB-
cord-020918-056bvngu	52	29	26	26	CD
cord-020918-056bvngu	52	30	,	,	,
cord-020918-056bvngu	52	31	32	32	CD
cord-020918-056bvngu	52	32	]	]	-RRB-
cord-020918-056bvngu	52	33	.	.	.
cord-020918-056bvngu	53	1	However	however	RB
cord-020918-056bvngu	53	2	,	,	,
cord-020918-056bvngu	53	3	the	the	DT
cord-020918-056bvngu	53	4	steps	step	NNS
cord-020918-056bvngu	53	5	taken	take	VBN
cord-020918-056bvngu	53	6	during	during	IN
cord-020918-056bvngu	53	7	preprocessing	preprocessing	NN
cord-020918-056bvngu	53	8	depend	depend	VBP
cord-020918-056bvngu	53	9	on	on	IN
cord-020918-056bvngu	53	10	the	the	DT
cord-020918-056bvngu	53	11	quality	quality	NN
cord-020918-056bvngu	53	12	,	,	,
cord-020918-056bvngu	53	13	quantity	quantity	NN
cord-020918-056bvngu	53	14	,	,	,
cord-020918-056bvngu	53	15	and	and	CC
cord-020918-056bvngu	53	16	style	style	NN
cord-020918-056bvngu	53	17	of	of	IN
cord-020918-056bvngu	53	18	the	the	DT
cord-020918-056bvngu	53	19	underlying	underlie	VBG
cord-020918-056bvngu	53	20	text	text	NN
cord-020918-056bvngu	53	21	[	[	-LRB-
cord-020918-056bvngu	53	22	32	32	CD
cord-020918-056bvngu	53	23	]	]	-RRB-
cord-020918-056bvngu	53	24	.	.	.
cord-020918-056bvngu	54	1	Data	data	NN
cord-020918-056bvngu	54	2	visualization	visualization	NN
cord-020918-056bvngu	54	3	requires	require	VBZ
cord-020918-056bvngu	54	4	that	that	IN
cord-020918-056bvngu	54	5	the	the	DT
cord-020918-056bvngu	54	6	large	large	JJ
cord-020918-056bvngu	54	7	amount	amount	NN
cord-020918-056bvngu	54	8	of	of	IN
cord-020918-056bvngu	54	9	data	datum	NNS
cord-020918-056bvngu	54	10	be	be	VB
cord-020918-056bvngu	54	11	compacted	compact	VBN
cord-020918-056bvngu	54	12	in	in	IN
cord-020918-056bvngu	54	13	an	an	DT
cord-020918-056bvngu	54	14	expressive	expressive	JJ
cord-020918-056bvngu	54	15	fashion	fashion	NN
cord-020918-056bvngu	54	16	[	[	-LRB-
cord-020918-056bvngu	54	17	15	15	CD
cord-020918-056bvngu	54	18	]	]	-RRB-
cord-020918-056bvngu	54	19	.	.	.
cord-020918-056bvngu	55	1	Because	because	IN
cord-020918-056bvngu	55	2	text	text	NN
cord-020918-056bvngu	55	3	documents	document	NNS
cord-020918-056bvngu	55	4	are	be	VBP
cord-020918-056bvngu	55	5	high	high	JJ
cord-020918-056bvngu	55	6	dimensional	dimensional	JJ
cord-020918-056bvngu	55	7	objects	object	NNS
cord-020918-056bvngu	55	8	,	,	,
cord-020918-056bvngu	55	9	effectively	effectively	RB
cord-020918-056bvngu	55	10	visualizing	visualize	VBG
cord-020918-056bvngu	55	11	such	such	JJ
cord-020918-056bvngu	55	12	data	datum	NNS
cord-020918-056bvngu	55	13	requires	require	VBZ
cord-020918-056bvngu	55	14	it	-PRON-	PRP
cord-020918-056bvngu	55	15	to	to	TO
cord-020918-056bvngu	55	16	be	be	VB
cord-020918-056bvngu	55	17	projected	project	VBN
cord-020918-056bvngu	55	18	to	to	IN
cord-020918-056bvngu	55	19	a	a	DT
cord-020918-056bvngu	55	20	lower	low	JJR
cord-020918-056bvngu	55	21	-	-	HYPH
cord-020918-056bvngu	55	22	dimensional	dimensional	JJ
cord-020918-056bvngu	55	23	space	space	NN
cord-020918-056bvngu	55	24	[	[	-LRB-
cord-020918-056bvngu	55	25	18	18	CD
cord-020918-056bvngu	55	26	]	]	-RRB-
cord-020918-056bvngu	55	27	.	.	.
cord-020918-056bvngu	56	1	Thus	thus	RB
cord-020918-056bvngu	56	2	,	,	,
cord-020918-056bvngu	56	3	dimensionality	dimensionality	NN
cord-020918-056bvngu	56	4	reduction	reduction	NN
cord-020918-056bvngu	56	5	,	,	,
cord-020918-056bvngu	56	6	which	which	WDT
cord-020918-056bvngu	56	7	involves	involve	VBZ
cord-020918-056bvngu	56	8	transforming	transform	VBG
cord-020918-056bvngu	56	9	highdimensional	highdimensional	JJ
cord-020918-056bvngu	56	10	data	datum	NNS
cord-020918-056bvngu	56	11	into	into	IN
cord-020918-056bvngu	56	12	a	a	DT
cord-020918-056bvngu	56	13	meaningful	meaningful	JJ
cord-020918-056bvngu	56	14	representation	representation	NN
cord-020918-056bvngu	56	15	of	of	IN
cord-020918-056bvngu	56	16	reduced	reduce	VBN
cord-020918-056bvngu	56	17	dimensionality	dimensionality	NN
cord-020918-056bvngu	56	18	,	,	,
cord-020918-056bvngu	56	19	is	be	VBZ
cord-020918-056bvngu	56	20	an	an	DT
cord-020918-056bvngu	56	21	essential	essential	JJ
cord-020918-056bvngu	56	22	part	part	NN
cord-020918-056bvngu	56	23	of	of	IN
cord-020918-056bvngu	56	24	text	text	NN
cord-020918-056bvngu	56	25	mining	mining	NN
cord-020918-056bvngu	56	26	[	[	-LRB-
cord-020918-056bvngu	56	27	6	6	CD
cord-020918-056bvngu	56	28	,	,	,
cord-020918-056bvngu	56	29	31	31	CD
cord-020918-056bvngu	56	30	]	]	-RRB-
cord-020918-056bvngu	56	31	.	.	.
cord-020918-056bvngu	57	1	However	however	RB
cord-020918-056bvngu	57	2	,	,	,
cord-020918-056bvngu	57	3	for	for	IN
cord-020918-056bvngu	57	4	the	the	DT
cord-020918-056bvngu	57	5	lower	low	JJR
cord-020918-056bvngu	57	6	dimensional	dimensional	JJ
cord-020918-056bvngu	57	7	representation	representation	NN
cord-020918-056bvngu	57	8	to	to	TO
cord-020918-056bvngu	57	9	be	be	VB
cord-020918-056bvngu	57	10	meaningful	meaningful	JJ
cord-020918-056bvngu	57	11	,	,	,
cord-020918-056bvngu	57	12	it	-PRON-	PRP
cord-020918-056bvngu	57	13	must	must	MD
cord-020918-056bvngu	57	14	be	be	VB
cord-020918-056bvngu	57	15	a	a	DT
cord-020918-056bvngu	57	16	good	good	JJ
cord-020918-056bvngu	57	17	approximation	approximation	NN
cord-020918-056bvngu	57	18	of	of	IN
cord-020918-056bvngu	57	19	the	the	DT
cord-020918-056bvngu	57	20	original	original	JJ
cord-020918-056bvngu	57	21	document	document	NN
cord-020918-056bvngu	57	22	set	set	VBN
cord-020918-056bvngu	57	23	given	give	VBN
cord-020918-056bvngu	57	24	in	in	IN
cord-020918-056bvngu	57	25	its	-PRON-	PRP$
cord-020918-056bvngu	57	26	full	full	JJ
cord-020918-056bvngu	57	27	space	space	NN
cord-020918-056bvngu	57	28	[	[	-LRB-
cord-020918-056bvngu	57	29	6	6	CD
cord-020918-056bvngu	57	30	]	]	-RRB-
cord-020918-056bvngu	57	31	.	.	.
cord-020918-056bvngu	58	1	The	the	DT
cord-020918-056bvngu	58	2	commonly	commonly	RB
cord-020918-056bvngu	58	3	used	use	VBN
cord-020918-056bvngu	58	4	techniques	technique	NNS
cord-020918-056bvngu	58	5	for	for	IN
cord-020918-056bvngu	58	6	dimensionality	dimensionality	NN
cord-020918-056bvngu	58	7	reduction	reduction	NN
cord-020918-056bvngu	58	8	are	be	VBP
cord-020918-056bvngu	58	9	:	:	:
cord-020918-056bvngu	58	10	Principal	Principal	NNP
cord-020918-056bvngu	58	11	Component	Component	NNP
cord-020918-056bvngu	58	12	Analysis	Analysis	NNP
cord-020918-056bvngu	58	13	(	(	-LRB-
cord-020918-056bvngu	58	14	PCA	PCA	NNP
cord-020918-056bvngu	58	15	)	)	-RRB-
cord-020918-056bvngu	58	16	,	,	,
cord-020918-056bvngu	58	17	which	which	WDT
cord-020918-056bvngu	58	18	both	both	DT
cord-020918-056bvngu	58	19	minimizes	minimize	VBZ
cord-020918-056bvngu	58	20	information	information	NN
cord-020918-056bvngu	58	21	loss	loss	NN
cord-020918-056bvngu	58	22	and	and	CC
cord-020918-056bvngu	58	23	increases	increase	VBZ
cord-020918-056bvngu	58	24	interpretability	interpretability	NN
cord-020918-056bvngu	58	25	[	[	-LRB-
cord-020918-056bvngu	58	26	6	6	CD
cord-020918-056bvngu	58	27	,	,	,
cord-020918-056bvngu	58	28	10	10	CD
cord-020918-056bvngu	58	29	]	]	-RRB-
cord-020918-056bvngu	58	30	;	;	:
cord-020918-056bvngu	58	31	Singular	singular	JJ
cord-020918-056bvngu	58	32	Value	Value	NNP
cord-020918-056bvngu	58	33	Decomposition	Decomposition	NNP
cord-020918-056bvngu	58	34	(	(	-LRB-
cord-020918-056bvngu	58	35	SVD	SVD	NNP
cord-020918-056bvngu	58	36	)	)	-RRB-
cord-020918-056bvngu	58	37	,	,	,
cord-020918-056bvngu	58	38	a	a	DT
cord-020918-056bvngu	58	39	stable	stable	JJ
cord-020918-056bvngu	58	40	and	and	CC
cord-020918-056bvngu	58	41	robust	robust	JJ
cord-020918-056bvngu	58	42	technique	technique	NN
cord-020918-056bvngu	58	43	[	[	-LRB-
cord-020918-056bvngu	58	44	9	9	CD
cord-020918-056bvngu	58	45	]	]	-RRB-
cord-020918-056bvngu	58	46	;	;	:
cord-020918-056bvngu	58	47	and	and	CC
cord-020918-056bvngu	58	48	T	T	NNP
cord-020918-056bvngu	58	49	-	-	HYPH
cord-020918-056bvngu	58	50	Distributed	distribute	VBN
cord-020918-056bvngu	58	51	Stochastic	stochastic	JJ
cord-020918-056bvngu	58	52	Neighbor	neighbor	NN
cord-020918-056bvngu	58	53	Embedding	embedding	NN
cord-020918-056bvngu	58	54	(	(	-LRB-
cord-020918-056bvngu	58	55	T	T	NNP
cord-020918-056bvngu	58	56	-	-	HYPH
cord-020918-056bvngu	58	57	SNE	SNE	NNP
cord-020918-056bvngu	58	58	)	)	-RRB-
cord-020918-056bvngu	58	59	,	,	,
cord-020918-056bvngu	58	60	which	which	WDT
cord-020918-056bvngu	58	61	is	be	VBZ
cord-020918-056bvngu	58	62	particularly	particularly	RB
cord-020918-056bvngu	58	63	well	well	RB
cord-020918-056bvngu	58	64	suited	suited	JJ
cord-020918-056bvngu	58	65	for	for	IN
cord-020918-056bvngu	58	66	the	the	DT
cord-020918-056bvngu	58	67	visualization	visualization	NN
cord-020918-056bvngu	58	68	of	of	IN
cord-020918-056bvngu	58	69	high	high	JJ
cord-020918-056bvngu	58	70	dimensional	dimensional	JJ
cord-020918-056bvngu	58	71	datasets	dataset	NNS
cord-020918-056bvngu	58	72	[	[	-LRB-
cord-020918-056bvngu	58	73	30	30	CD
cord-020918-056bvngu	58	74	]	]	-RRB-
cord-020918-056bvngu	58	75	.	.	.
cord-020918-056bvngu	59	1	Document	document	NN
cord-020918-056bvngu	59	2	clustering	clustering	NN
cord-020918-056bvngu	59	3	aims	aim	VBZ
cord-020918-056bvngu	59	4	to	to	TO
cord-020918-056bvngu	59	5	efficiently	efficiently	RB
cord-020918-056bvngu	59	6	organize	organize	VB
cord-020918-056bvngu	59	7	,	,	,
cord-020918-056bvngu	59	8	navigate	navigate	VB
cord-020918-056bvngu	59	9	,	,	,
cord-020918-056bvngu	59	10	summarize	summarize	VB
cord-020918-056bvngu	59	11	,	,	,
cord-020918-056bvngu	59	12	and	and	CC
cord-020918-056bvngu	59	13	retrieve	retrieve	VB
cord-020918-056bvngu	59	14	documents	document	NNS
cord-020918-056bvngu	59	15	[	[	-LRB-
cord-020918-056bvngu	59	16	3	3	CD
cord-020918-056bvngu	59	17	]	]	-RRB-
cord-020918-056bvngu	59	18	.	.	.
cord-020918-056bvngu	60	1	It	-PRON-	PRP
cord-020918-056bvngu	60	2	can	can	MD
cord-020918-056bvngu	60	3	either	either	CC
cord-020918-056bvngu	60	4	be	be	VB
cord-020918-056bvngu	60	5	done	do	VBN
cord-020918-056bvngu	60	6	using	use	VBG
cord-020918-056bvngu	60	7	partitioning	partitioning	NN
cord-020918-056bvngu	60	8	algorithms	algorithm	NNS
cord-020918-056bvngu	60	9	,	,	,
cord-020918-056bvngu	60	10	where	where	WRB
cord-020918-056bvngu	60	11	the	the	DT
cord-020918-056bvngu	60	12	number	number	NN
cord-020918-056bvngu	60	13	of	of	IN
cord-020918-056bvngu	60	14	clusters	cluster	NNS
cord-020918-056bvngu	60	15	is	be	VBZ
cord-020918-056bvngu	60	16	specified	specify	VBN
cord-020918-056bvngu	60	17	before	before	IN
cord-020918-056bvngu	60	18	clustering	clustering	NN
cord-020918-056bvngu	60	19	takes	take	VBZ
cord-020918-056bvngu	60	20	place	place	NN
cord-020918-056bvngu	60	21	(	(	-LRB-
cord-020918-056bvngu	60	22	for	for	IN
cord-020918-056bvngu	60	23	example	example	NN
cord-020918-056bvngu	60	24	,	,	,
cord-020918-056bvngu	60	25	K	K	NNP
cord-020918-056bvngu	60	26	-	-	HYPH
cord-020918-056bvngu	60	27	Means	Means	NNPS
cord-020918-056bvngu	60	28	[	[	-LRB-
cord-020918-056bvngu	60	29	2	2	CD
cord-020918-056bvngu	60	30	,	,	,
cord-020918-056bvngu	60	31	4	4	CD
cord-020918-056bvngu	60	32	]	]	-RRB-
cord-020918-056bvngu	60	33	,	,	.
cord-020918-056bvngu	61	1	Locally	locally	RB
cord-020918-056bvngu	61	2	Adaptive	Adaptive	NNP
cord-020918-056bvngu	61	3	Clustering	Clustering	NNP
cord-020918-056bvngu	61	4	[	[	-LRB-
cord-020918-056bvngu	61	5	3	3	CD
cord-020918-056bvngu	61	6	]	]	-RRB-
cord-020918-056bvngu	61	7	)	)	-RRB-
cord-020918-056bvngu	61	8	,	,	,
cord-020918-056bvngu	61	9	and	and	CC
cord-020918-056bvngu	61	10	Non	non	JJ
cord-020918-056bvngu	61	11	-	-	JJ
cord-020918-056bvngu	61	12	negative	negative	JJ
cord-020918-056bvngu	61	13	Matrix	Matrix	NNP
cord-020918-056bvngu	61	14	Factorization	Factorization	NNP
cord-020918-056bvngu	61	15	[	[	-LRB-
cord-020918-056bvngu	61	16	13	13	CD
cord-020918-056bvngu	61	17	,	,	,
cord-020918-056bvngu	61	18	14	14	CD
cord-020918-056bvngu	61	19	,	,	,
cord-020918-056bvngu	61	20	29	29	CD
cord-020918-056bvngu	61	21	]	]	-RRB-
cord-020918-056bvngu	61	22	;	;	:
cord-020918-056bvngu	61	23	or	or	CC
cord-020918-056bvngu	61	24	hierarchical	hierarchical	JJ
cord-020918-056bvngu	61	25	algorithms	algorithm	NNS
cord-020918-056bvngu	61	26	,	,	,
cord-020918-056bvngu	61	27	which	which	WDT
cord-020918-056bvngu	61	28	start	start	VBP
cord-020918-056bvngu	61	29	by	by	IN
cord-020918-056bvngu	61	30	either	either	CC
cord-020918-056bvngu	61	31	considering	consider	VBG
cord-020918-056bvngu	61	32	each	each	DT
cord-020918-056bvngu	61	33	document	document	NN
cord-020918-056bvngu	61	34	as	as	IN
cord-020918-056bvngu	61	35	a	a	DT
cord-020918-056bvngu	61	36	cluster	cluster	NN
cord-020918-056bvngu	61	37	(	(	-LRB-
cord-020918-056bvngu	61	38	agglomerative	agglomerative	NNP
cord-020918-056bvngu	61	39	clustering	clustering	NN
cord-020918-056bvngu	61	40	)	)	-RRB-
cord-020918-056bvngu	61	41	or	or	CC
cord-020918-056bvngu	61	42	all	all	DT
cord-020918-056bvngu	61	43	documents	document	NNS
cord-020918-056bvngu	61	44	as	as	IN
cord-020918-056bvngu	61	45	belonging	belong	VBG
cord-020918-056bvngu	61	46	to	to	IN
cord-020918-056bvngu	61	47	a	a	DT
cord-020918-056bvngu	61	48	single	single	JJ
cord-020918-056bvngu	61	49	cluster	cluster	NN
cord-020918-056bvngu	61	50	(	(	-LRB-
cord-020918-056bvngu	61	51	divisive	divisive	JJ
cord-020918-056bvngu	61	52	clustering	clustering	NN
cord-020918-056bvngu	61	53	)	)	-RRB-
cord-020918-056bvngu	61	54	[	[	-LRB-
cord-020918-056bvngu	61	55	2	2	CD
cord-020918-056bvngu	61	56	,	,	,
cord-020918-056bvngu	61	57	35	35	CD
cord-020918-056bvngu	61	58	]	]	-RRB-
cord-020918-056bvngu	61	59	.	.	.
cord-020918-056bvngu	62	1	In	in	IN
cord-020918-056bvngu	62	2	the	the	DT
cord-020918-056bvngu	62	3	former	former	JJ
cord-020918-056bvngu	62	4	case	case	NN
cord-020918-056bvngu	62	5	,	,	,
cord-020918-056bvngu	62	6	documents	document	NNS
cord-020918-056bvngu	62	7	are	be	VBP
cord-020918-056bvngu	62	8	continually	continually	RB
cord-020918-056bvngu	62	9	assigned	assign	VBN
cord-020918-056bvngu	62	10	to	to	IN
cord-020918-056bvngu	62	11	the	the	DT
cord-020918-056bvngu	62	12	nearest	near	JJS
cord-020918-056bvngu	62	13	cluster	cluster	NN
cord-020918-056bvngu	62	14	until	until	IN
cord-020918-056bvngu	62	15	no	no	DT
cord-020918-056bvngu	62	16	further	further	JJ
cord-020918-056bvngu	62	17	improvement	improvement	NN
cord-020918-056bvngu	62	18	is	be	VBZ
cord-020918-056bvngu	62	19	achieved	achieve	VBN
cord-020918-056bvngu	62	20	,	,	,
cord-020918-056bvngu	62	21	while	while	IN
cord-020918-056bvngu	62	22	the	the	DT
cord-020918-056bvngu	62	23	latter	latter	JJ
cord-020918-056bvngu	62	24	either	either	CC
cord-020918-056bvngu	62	25	decreases	decrease	VBZ
cord-020918-056bvngu	62	26	or	or	CC
cord-020918-056bvngu	62	27	increases	increase	VBZ
cord-020918-056bvngu	62	28	the	the	DT
cord-020918-056bvngu	62	29	number	number	NN
cord-020918-056bvngu	62	30	of	of	IN
cord-020918-056bvngu	62	31	clusters	cluster	NNS
cord-020918-056bvngu	62	32	until	until	IN
cord-020918-056bvngu	62	33	a	a	DT
cord-020918-056bvngu	62	34	stopping	stop	VBG
cord-020918-056bvngu	62	35	condition	condition	NN
cord-020918-056bvngu	62	36	is	be	VBZ
cord-020918-056bvngu	62	37	met	meet	VBN
cord-020918-056bvngu	62	38	[	[	-LRB-
cord-020918-056bvngu	62	39	2	2	CD
cord-020918-056bvngu	62	40	,	,	,
cord-020918-056bvngu	62	41	35	35	CD
cord-020918-056bvngu	62	42	]	]	-RRB-
cord-020918-056bvngu	62	43	.	.	.
cord-020918-056bvngu	63	1	Topic	topic	NN
cord-020918-056bvngu	63	2	modeling	modeling	NN
cord-020918-056bvngu	63	3	is	be	VBZ
cord-020918-056bvngu	63	4	the	the	DT
cord-020918-056bvngu	63	5	application	application	NN
cord-020918-056bvngu	63	6	of	of	IN
cord-020918-056bvngu	63	7	probabilistic	probabilistic	JJ
cord-020918-056bvngu	63	8	models	model	NNS
cord-020918-056bvngu	63	9	to	to	TO
cord-020918-056bvngu	63	10	uncover	uncover	VB
cord-020918-056bvngu	63	11	the	the	DT
cord-020918-056bvngu	63	12	underlying	underlying	JJ
cord-020918-056bvngu	63	13	semantic	semantic	JJ
cord-020918-056bvngu	63	14	structure	structure	NN
cord-020918-056bvngu	63	15	of	of	IN
cord-020918-056bvngu	63	16	a	a	DT
cord-020918-056bvngu	63	17	collection	collection	NN
cord-020918-056bvngu	63	18	of	of	IN
cord-020918-056bvngu	63	19	documents	document	NNS
cord-020918-056bvngu	63	20	,	,	,
cord-020918-056bvngu	63	21	where	where	WRB
cord-020918-056bvngu	63	22	each	each	DT
cord-020918-056bvngu	63	23	topic	topic	NN
cord-020918-056bvngu	63	24	is	be	VBZ
cord-020918-056bvngu	63	25	defined	define	VBN
cord-020918-056bvngu	63	26	as	as	IN
cord-020918-056bvngu	63	27	a	a	DT
cord-020918-056bvngu	63	28	distribution	distribution	NN
cord-020918-056bvngu	63	29	over	over	IN
cord-020918-056bvngu	63	30	a	a	DT
cord-020918-056bvngu	63	31	set	set	NN
cord-020918-056bvngu	63	32	of	of	IN
cord-020918-056bvngu	63	33	words	word	NNS
cord-020918-056bvngu	63	34	[	[	-LRB-
cord-020918-056bvngu	63	35	2	2	CD
cord-020918-056bvngu	63	36	,	,	,
cord-020918-056bvngu	63	37	34	34	CD
cord-020918-056bvngu	63	38	]	]	-RRB-
cord-020918-056bvngu	63	39	.	.	.
cord-020918-056bvngu	64	1	There	there	EX
cord-020918-056bvngu	64	2	are	be	VBP
cord-020918-056bvngu	64	3	several	several	JJ
cord-020918-056bvngu	64	4	topic	topic	NN
cord-020918-056bvngu	64	5	modeling	model	VBG
cord-020918-056bvngu	64	6	algorithms	algorithm	NNS
cord-020918-056bvngu	64	7	,	,	,
cord-020918-056bvngu	64	8	but	but	CC
cord-020918-056bvngu	64	9	the	the	DT
cord-020918-056bvngu	64	10	most	most	RBS
cord-020918-056bvngu	64	11	commonly	commonly	RB
cord-020918-056bvngu	64	12	applied	apply	VBN
cord-020918-056bvngu	64	13	are	be	VBP
cord-020918-056bvngu	64	14	Latent	Latent	NNP
cord-020918-056bvngu	64	15	Dirichlet	Dirichlet	NNP
cord-020918-056bvngu	64	16	Allocation	Allocation	NNP
cord-020918-056bvngu	64	17	(	(	-LRB-
cord-020918-056bvngu	64	18	LDA	LDA	NNP
cord-020918-056bvngu	64	19	)	)	-RRB-
cord-020918-056bvngu	64	20	[	[	-LRB-
cord-020918-056bvngu	64	21	2	2	CD
cord-020918-056bvngu	64	22	,	,	,
cord-020918-056bvngu	64	23	4	4	CD
cord-020918-056bvngu	64	24	,	,	,
cord-020918-056bvngu	64	25	26	26	CD
cord-020918-056bvngu	64	26	,	,	,
cord-020918-056bvngu	64	27	33	33	CD
cord-020918-056bvngu	64	28	,	,	,
cord-020918-056bvngu	64	29	34	34	CD
cord-020918-056bvngu	64	30	]	]	-RRB-
cord-020918-056bvngu	64	31	and	and	CC
cord-020918-056bvngu	64	32	Non	non	JJ
cord-020918-056bvngu	64	33	-	-	JJ
cord-020918-056bvngu	64	34	negative	negative	JJ
cord-020918-056bvngu	64	35	Matrix	Matrix	NNP
cord-020918-056bvngu	64	36	Factorization	Factorization	NNP
cord-020918-056bvngu	64	37	(	(	-LRB-
cord-020918-056bvngu	64	38	NMF	NMF	NNP
cord-020918-056bvngu	64	39	)	)	-RRB-
cord-020918-056bvngu	64	40	[	[	-LRB-
cord-020918-056bvngu	64	41	7	7	CD
cord-020918-056bvngu	64	42	,	,	,
cord-020918-056bvngu	64	43	13	13	CD
cord-020918-056bvngu	64	44	,	,	,
cord-020918-056bvngu	64	45	14	14	CD
cord-020918-056bvngu	64	46	,	,	,
cord-020918-056bvngu	64	47	22	22	CD
cord-020918-056bvngu	64	48	,	,	,
cord-020918-056bvngu	64	49	29	29	CD
cord-020918-056bvngu	64	50	]	]	-RRB-
cord-020918-056bvngu	64	51	.	.	.
cord-020918-056bvngu	65	1	Sentiment	sentiment	NN
cord-020918-056bvngu	65	2	analysis	analysis	NN
cord-020918-056bvngu	65	3	involves	involve	VBZ
cord-020918-056bvngu	65	4	the	the	DT
cord-020918-056bvngu	65	5	computational	computational	JJ
cord-020918-056bvngu	65	6	study	study	NN
cord-020918-056bvngu	65	7	of	of	IN
cord-020918-056bvngu	65	8	people	people	NNS
cord-020918-056bvngu	65	9	's	's	POS
cord-020918-056bvngu	65	10	opinions	opinion	NNS
cord-020918-056bvngu	65	11	,	,	,
cord-020918-056bvngu	65	12	appraisals	appraisal	NNS
cord-020918-056bvngu	65	13	,	,	,
cord-020918-056bvngu	65	14	attitudes	attitude	NNS
cord-020918-056bvngu	65	15	,	,	,
cord-020918-056bvngu	65	16	and	and	CC
cord-020918-056bvngu	65	17	emotions	emotion	NNS
cord-020918-056bvngu	65	18	about	about	IN
cord-020918-056bvngu	65	19	events	event	NNS
cord-020918-056bvngu	65	20	,	,	,
cord-020918-056bvngu	65	21	entities	entity	NNS
cord-020918-056bvngu	65	22	,	,	,
cord-020918-056bvngu	65	23	individuals	individual	NNS
cord-020918-056bvngu	65	24	,	,	,
cord-020918-056bvngu	65	25	and	and	CC
cord-020918-056bvngu	65	26	topics	topic	NNS
cord-020918-056bvngu	65	27	[	[	-LRB-
cord-020918-056bvngu	65	28	16	16	CD
cord-020918-056bvngu	65	29	,	,	,
cord-020918-056bvngu	65	30	27	27	CD
cord-020918-056bvngu	65	31	]	]	-RRB-
cord-020918-056bvngu	65	32	.	.	.
cord-020918-056bvngu	66	1	Features	feature	NNS
cord-020918-056bvngu	66	2	found	find	VBN
cord-020918-056bvngu	66	3	to	to	TO
cord-020918-056bvngu	66	4	be	be	VB
cord-020918-056bvngu	66	5	important	important	JJ
cord-020918-056bvngu	66	6	during	during	IN
cord-020918-056bvngu	66	7	sentiment	sentiment	NN
cord-020918-056bvngu	66	8	analysis	analysis	NN
cord-020918-056bvngu	67	1	include	include	VBP
cord-020918-056bvngu	67	2	:	:	:
cord-020918-056bvngu	67	3	terms	term	NNS
cord-020918-056bvngu	67	4	and	and	CC
cord-020918-056bvngu	67	5	their	-PRON-	PRP$
cord-020918-056bvngu	67	6	frequency	frequency	NN
cord-020918-056bvngu	67	7	,	,	,
cord-020918-056bvngu	67	8	adjectives	adjective	NNS
cord-020918-056bvngu	67	9	,	,	,
cord-020918-056bvngu	67	10	negation	negation	NN
cord-020918-056bvngu	67	11	,	,	,
cord-020918-056bvngu	67	12	and	and	CC
cord-020918-056bvngu	67	13	opinion	opinion	NN
cord-020918-056bvngu	67	14	words	word	NNS
cord-020918-056bvngu	67	15	and	and	CC
cord-020918-056bvngu	67	16	phrases	phrase	NNS
cord-020918-056bvngu	67	17	[	[	-LRB-
cord-020918-056bvngu	67	18	16	16	CD
cord-020918-056bvngu	67	19	]	]	-RRB-
cord-020918-056bvngu	67	20	.	.	.
cord-020918-056bvngu	68	1	Sentiment	sentiment	NN
cord-020918-056bvngu	68	2	analysis	analysis	NN
cord-020918-056bvngu	68	3	can	can	MD
cord-020918-056bvngu	68	4	be	be	VB
cord-020918-056bvngu	68	5	formulated	formulate	VBN
cord-020918-056bvngu	68	6	either	either	CC
cord-020918-056bvngu	68	7	as	as	IN
cord-020918-056bvngu	68	8	a	a	DT
cord-020918-056bvngu	68	9	supervised	supervised	JJ
cord-020918-056bvngu	68	10	learning	learning	NN
cord-020918-056bvngu	68	11	problem	problem	NN
cord-020918-056bvngu	68	12	that	that	WDT
cord-020918-056bvngu	68	13	can	can	MD
cord-020918-056bvngu	68	14	be	be	VB
cord-020918-056bvngu	68	15	solved	solve	VBN
cord-020918-056bvngu	68	16	using	use	VBG
cord-020918-056bvngu	68	17	well	well	RB
cord-020918-056bvngu	68	18	-	-	HYPH
cord-020918-056bvngu	68	19	known	know	VBN
cord-020918-056bvngu	68	20	classification	classification	NN
cord-020918-056bvngu	68	21	algorithms	algorithm	NNS
cord-020918-056bvngu	68	22	such	such	JJ
cord-020918-056bvngu	68	23	as	as	IN
cord-020918-056bvngu	68	24	Naive	naive	JJ
cord-020918-056bvngu	68	25	Bayes	Bayes	NNP
cord-020918-056bvngu	68	26	or	or	CC
cord-020918-056bvngu	68	27	Support	Support	NNP
cord-020918-056bvngu	68	28	Vector	Vector	NNP
cord-020918-056bvngu	68	29	Machines	Machines	NNPS
cord-020918-056bvngu	68	30	[	[	-LRB-
cord-020918-056bvngu	68	31	16	16	CD
cord-020918-056bvngu	68	32	,	,	,
cord-020918-056bvngu	68	33	27	27	CD
cord-020918-056bvngu	68	34	]	]	-RRB-
cord-020918-056bvngu	68	35	,	,	,
cord-020918-056bvngu	68	36	or	or	CC
cord-020918-056bvngu	68	37	as	as	IN
cord-020918-056bvngu	68	38	an	an	DT
cord-020918-056bvngu	68	39	unsupervised	unsupervised	JJ
cord-020918-056bvngu	68	40	problem	problem	NN
cord-020918-056bvngu	68	41	where	where	WRB
cord-020918-056bvngu	68	42	opinion	opinion	NN
cord-020918-056bvngu	68	43	words	word	NNS
cord-020918-056bvngu	68	44	and	and	CC
cord-020918-056bvngu	68	45	phrases	phrase	NNS
cord-020918-056bvngu	68	46	are	be	VBP
cord-020918-056bvngu	68	47	used	use	VBN
cord-020918-056bvngu	68	48	as	as	IN
cord-020918-056bvngu	68	49	the	the	DT
cord-020918-056bvngu	68	50	dominating	dominate	VBG
cord-020918-056bvngu	68	51	indicators	indicator	NNS
cord-020918-056bvngu	68	52	of	of	IN
cord-020918-056bvngu	68	53	sentiment	sentiment	NN
cord-020918-056bvngu	68	54	[	[	-LRB-
cord-020918-056bvngu	68	55	16	16	CD
cord-020918-056bvngu	68	56	]	]	-RRB-
cord-020918-056bvngu	68	57	.	.	.
cord-020918-056bvngu	69	1	Network	network	NN
cord-020918-056bvngu	69	2	graphing	graphing	NN
cord-020918-056bvngu	69	3	is	be	VBZ
cord-020918-056bvngu	69	4	used	use	VBN
cord-020918-056bvngu	69	5	to	to	TO
cord-020918-056bvngu	69	6	provide	provide	VB
cord-020918-056bvngu	69	7	structure	structure	NN
cord-020918-056bvngu	69	8	to	to	IN
cord-020918-056bvngu	69	9	the	the	DT
cord-020918-056bvngu	69	10	information	information	NN
cord-020918-056bvngu	69	11	exchanged	exchange	VBD
cord-020918-056bvngu	69	12	in	in	IN
cord-020918-056bvngu	69	13	a	a	DT
cord-020918-056bvngu	69	14	social	social	JJ
cord-020918-056bvngu	69	15	network	network	NN
cord-020918-056bvngu	69	16	,	,	,
cord-020918-056bvngu	69	17	and	and	CC
cord-020918-056bvngu	69	18	has	have	VBZ
cord-020918-056bvngu	69	19	mostly	mostly	RB
cord-020918-056bvngu	69	20	been	be	VBN
cord-020918-056bvngu	69	21	used	use	VBN
cord-020918-056bvngu	69	22	to	to	TO
cord-020918-056bvngu	69	23	identify	identify	VB
cord-020918-056bvngu	69	24	influential	influential	JJ
cord-020918-056bvngu	69	25	users	user	NNS
cord-020918-056bvngu	69	26	on	on	IN
cord-020918-056bvngu	69	27	a	a	DT
cord-020918-056bvngu	69	28	topic	topic	NN
cord-020918-056bvngu	69	29	for	for	IN
cord-020918-056bvngu	69	30	marketing	marketing	NN
cord-020918-056bvngu	69	31	or	or	CC
cord-020918-056bvngu	69	32	advertising	advertising	NN
cord-020918-056bvngu	69	33	services	service	NNS
cord-020918-056bvngu	69	34	[	[	-LRB-
cord-020918-056bvngu	69	35	4	4	CD
cord-020918-056bvngu	69	36	]	]	-RRB-
cord-020918-056bvngu	69	37	.	.	.
cord-020918-056bvngu	70	1	Here	here	RB
cord-020918-056bvngu	70	2	,	,	,
cord-020918-056bvngu	70	3	each	each	DT
cord-020918-056bvngu	70	4	user	user	NN
cord-020918-056bvngu	70	5	in	in	IN
cord-020918-056bvngu	70	6	a	a	DT
cord-020918-056bvngu	70	7	social	social	JJ
cord-020918-056bvngu	70	8	network	network	NN
cord-020918-056bvngu	70	9	is	be	VBZ
cord-020918-056bvngu	70	10	considered	consider	VBN
cord-020918-056bvngu	70	11	as	as	IN
cord-020918-056bvngu	70	12	a	a	DT
cord-020918-056bvngu	70	13	node	node	NN
cord-020918-056bvngu	70	14	in	in	IN
cord-020918-056bvngu	70	15	a	a	DT
cord-020918-056bvngu	70	16	graph	graph	NN
cord-020918-056bvngu	70	17	,	,	,
cord-020918-056bvngu	70	18	and	and	CC
cord-020918-056bvngu	70	19	the	the	DT
cord-020918-056bvngu	70	20	relationships	relationship	NNS
cord-020918-056bvngu	70	21	between	between	IN
cord-020918-056bvngu	70	22	users	user	NNS
cord-020918-056bvngu	70	23	(	(	-LRB-
cord-020918-056bvngu	70	24	follow	follow	VB
cord-020918-056bvngu	70	25	,	,	,
cord-020918-056bvngu	70	26	retweet	retweet	VB
cord-020918-056bvngu	70	27	,	,	,
cord-020918-056bvngu	70	28	like	like	UH
cord-020918-056bvngu	70	29	,	,	,
cord-020918-056bvngu	70	30	etc	etc	FW
cord-020918-056bvngu	70	31	.	.	.
cord-020918-056bvngu	70	32	)	)	-RRB-
cord-020918-056bvngu	71	1	as	as	IN
cord-020918-056bvngu	71	2	directed	direct	VBN
cord-020918-056bvngu	71	3	edges	edge	NNS
cord-020918-056bvngu	71	4	between	between	IN
cord-020918-056bvngu	71	5	nodes	node	NNS
cord-020918-056bvngu	71	6	in	in	IN
cord-020918-056bvngu	71	7	the	the	DT
cord-020918-056bvngu	71	8	graph	graph	NN
cord-020918-056bvngu	71	9	[	[	-LRB-
cord-020918-056bvngu	71	10	4	4	CD
cord-020918-056bvngu	71	11	]	]	-RRB-
cord-020918-056bvngu	71	12	.	.	.
cord-020918-056bvngu	72	1	The	the	DT
cord-020918-056bvngu	72	2	above	above	JJ
cord-020918-056bvngu	72	3	processes	process	NNS
cord-020918-056bvngu	72	4	have	have	VBP
cord-020918-056bvngu	72	5	been	be	VBN
cord-020918-056bvngu	72	6	found	find	VBN
cord-020918-056bvngu	72	7	to	to	TO
cord-020918-056bvngu	72	8	be	be	VB
cord-020918-056bvngu	72	9	sufficient	sufficient	JJ
cord-020918-056bvngu	72	10	to	to	TO
cord-020918-056bvngu	72	11	extract	extract	VB
cord-020918-056bvngu	72	12	insights	insight	NNS
cord-020918-056bvngu	72	13	from	from	IN
cord-020918-056bvngu	72	14	text	text	NN
cord-020918-056bvngu	72	15	in	in	IN
cord-020918-056bvngu	72	16	other	other	JJ
cord-020918-056bvngu	72	17	languages	language	NNS
cord-020918-056bvngu	72	18	beyond	beyond	IN
cord-020918-056bvngu	72	19	English	English	NNP
cord-020918-056bvngu	72	20	,	,	,
cord-020918-056bvngu	72	21	such	such	JJ
cord-020918-056bvngu	72	22	as	as	IN
cord-020918-056bvngu	72	23	French	French	NNP
cord-020918-056bvngu	72	24	[	[	-LRB-
cord-020918-056bvngu	72	25	26	26	CD
cord-020918-056bvngu	72	26	]	]	-RRB-
cord-020918-056bvngu	72	27	,	,	,
cord-020918-056bvngu	72	28	Chinese	Chinese	NNPS
cord-020918-056bvngu	72	29	[	[	-LRB-
cord-020918-056bvngu	72	30	34	34	CD
cord-020918-056bvngu	72	31	]	]	-RRB-
cord-020918-056bvngu	72	32	,	,	,
cord-020918-056bvngu	72	33	and	and	CC
cord-020918-056bvngu	72	34	Arabic	arabic	JJ
cord-020918-056bvngu	72	35	[	[	-LRB-
cord-020918-056bvngu	72	36	2	2	CD
cord-020918-056bvngu	72	37	]	]	-RRB-
cord-020918-056bvngu	72	38	.	.	.
cord-020918-056bvngu	73	1	However	however	RB
cord-020918-056bvngu	73	2	,	,	,
cord-020918-056bvngu	73	3	to	to	IN
cord-020918-056bvngu	73	4	the	the	DT
cord-020918-056bvngu	73	5	best	good	JJS
cord-020918-056bvngu	73	6	of	of	IN
cord-020918-056bvngu	73	7	our	-PRON-	PRP$
cord-020918-056bvngu	73	8	knowledge	knowledge	NN
cord-020918-056bvngu	73	9	,	,	,
cord-020918-056bvngu	73	10	no	no	DT
cord-020918-056bvngu	73	11	work	work	NN
cord-020918-056bvngu	73	12	has	have	VBZ
cord-020918-056bvngu	73	13	been	be	VBN
cord-020918-056bvngu	73	14	done	do	VBN
cord-020918-056bvngu	73	15	completely	completely	RB
cord-020918-056bvngu	73	16	to	to	TO
cord-020918-056bvngu	73	17	apply	apply	VB
cord-020918-056bvngu	73	18	the	the	DT
cord-020918-056bvngu	73	19	described	describe	VBN
cord-020918-056bvngu	73	20	pipeline	pipeline	NN
cord-020918-056bvngu	73	21	to	to	IN
cord-020918-056bvngu	73	22	Bantu	Bantu	NNP
cord-020918-056bvngu	73	23	languages	language	NNS
cord-020918-056bvngu	73	24	.	.	.
cord-020918-056bvngu	74	1	Here	here	RB
cord-020918-056bvngu	74	2	,	,	,
cord-020918-056bvngu	74	3	the	the	DT
cord-020918-056bvngu	74	4	methodology	methodology	NN
cord-020918-056bvngu	74	5	and	and	CC
cord-020918-056bvngu	74	6	results	result	NNS
cord-020918-056bvngu	74	7	of	of	IN
cord-020918-056bvngu	74	8	evaluating	evaluate	VBG
cord-020918-056bvngu	74	9	the	the	DT
cord-020918-056bvngu	74	10	suitability	suitability	NN
cord-020918-056bvngu	74	11	of	of	IN
cord-020918-056bvngu	74	12	the	the	DT
cord-020918-056bvngu	74	13	standard	standard	JJ
cord-020918-056bvngu	74	14	pipeline	pipeline	NN
cord-020918-056bvngu	74	15	for	for	IN
cord-020918-056bvngu	74	16	use	use	NN
cord-020918-056bvngu	74	17	with	with	IN
cord-020918-056bvngu	74	18	Bantu	Bantu	NNP
cord-020918-056bvngu	74	19	languages	language	NNS
cord-020918-056bvngu	74	20	are	be	VBP
cord-020918-056bvngu	74	21	presented	present	VBN
cord-020918-056bvngu	74	22	.	.	.
cord-020918-056bvngu	75	1	We	-PRON-	PRP
cord-020918-056bvngu	75	2	used	use	VBD
cord-020918-056bvngu	75	3	two	two	CD
cord-020918-056bvngu	75	4	datasets	dataset	NNS
cord-020918-056bvngu	75	5	in	in	IN
cord-020918-056bvngu	75	6	this	this	DT
cord-020918-056bvngu	75	7	evaluation	evaluation	NN
cord-020918-056bvngu	75	8	,	,	,
cord-020918-056bvngu	75	9	each	each	DT
cord-020918-056bvngu	75	10	comprising	comprise	VBG
cord-020918-056bvngu	75	11	20,000	20,000	CD
cord-020918-056bvngu	75	12	tweets	tweet	NNS
cord-020918-056bvngu	75	13	;	;	:
cord-020918-056bvngu	75	14	the	the	DT
cord-020918-056bvngu	75	15	first	first	JJ
cord-020918-056bvngu	75	16	,	,	,
cord-020918-056bvngu	75	17	an	an	DT
cord-020918-056bvngu	75	18	English	english	JJ
cord-020918-056bvngu	75	19	dataset	dataset	NN
cord-020918-056bvngu	75	20	composed	compose	VBN
cord-020918-056bvngu	75	21	of	of	IN
cord-020918-056bvngu	75	22	customer	customer	NN
cord-020918-056bvngu	75	23	reviews	review	NNS
cord-020918-056bvngu	75	24	1	1	CD
cord-020918-056bvngu	75	25	;	;	:
cord-020918-056bvngu	75	26	the	the	DT
cord-020918-056bvngu	75	27	second	second	JJ
cord-020918-056bvngu	75	28	,	,	,
cord-020918-056bvngu	75	29	composed	compose	VBN
cord-020918-056bvngu	75	30	of	of	IN
cord-020918-056bvngu	75	31	tweets	tweet	NNS
cord-020918-056bvngu	75	32	in	in	IN
cord-020918-056bvngu	75	33	English	English	NNP
cord-020918-056bvngu	75	34	,	,	,
cord-020918-056bvngu	75	35	mixed	mixed	JJ
cord-020918-056bvngu	75	36	code	code	NN
cord-020918-056bvngu	75	37	,	,	,
cord-020918-056bvngu	75	38	and	and	CC
cord-020918-056bvngu	75	39	six	six	CD
cord-020918-056bvngu	75	40	Bantu	Bantu	NNP
cord-020918-056bvngu	75	41	languages	language	NNS
cord-020918-056bvngu	75	42	,	,	,
cord-020918-056bvngu	75	43	was	be	VBD
cord-020918-056bvngu	75	44	archived	archive	VBN
cord-020918-056bvngu	75	45	directly	directly	RB
cord-020918-056bvngu	75	46	from	from	IN
cord-020918-056bvngu	75	47	live	live	JJ
cord-020918-056bvngu	75	48	South	south	JJ
cord-020918-056bvngu	75	49	African	african	JJ
cord-020918-056bvngu	75	50	and	and	CC
cord-020918-056bvngu	75	51	Ugandan	ugandan	JJ
cord-020918-056bvngu	75	52	tweets	tweet	NNS
cord-020918-056bvngu	75	53	covering	cover	VBG
cord-020918-056bvngu	75	54	the	the	DT
cord-020918-056bvngu	75	55	period	period	NN
cord-020918-056bvngu	75	56	February	February	NNP
cord-020918-056bvngu	75	57	2019	2019	CD
cord-020918-056bvngu	75	58	to	to	IN
cord-020918-056bvngu	75	59	May	May	NNP
cord-020918-056bvngu	75	60	2019	2019	CD
cord-020918-056bvngu	75	61	.	.	.
cord-020918-056bvngu	76	1	The	the	DT
cord-020918-056bvngu	76	2	live	live	JJ
cord-020918-056bvngu	76	3	tweets	tweet	NNS
cord-020918-056bvngu	76	4	were	be	VBD
cord-020918-056bvngu	76	5	archived	archive	VBN
cord-020918-056bvngu	76	6	based	base	VBN
cord-020918-056bvngu	76	7	on	on	IN
cord-020918-056bvngu	76	8	the	the	DT
cord-020918-056bvngu	76	9	trending	trend	VBG
cord-020918-056bvngu	76	10	hashtags	hashtag	NNS
cord-020918-056bvngu	76	11	during	during	IN
cord-020918-056bvngu	76	12	the	the	DT
cord-020918-056bvngu	76	13	period	period	NN
cord-020918-056bvngu	76	14	of	of	IN
cord-020918-056bvngu	76	15	data	datum	NNS
cord-020918-056bvngu	76	16	collection	collection	NN
cord-020918-056bvngu	76	17	.	.	.
cord-020918-056bvngu	77	1	The	the	DT
cord-020918-056bvngu	77	2	six	six	CD
cord-020918-056bvngu	77	3	Bantu	Bantu	NNP
cord-020918-056bvngu	77	4	languages	language	NNS
cord-020918-056bvngu	77	5	targeted	target	VBN
cord-020918-056bvngu	77	6	were	be	VBD
cord-020918-056bvngu	77	7	IsiZulu	IsiZulu	NNP
cord-020918-056bvngu	77	8	,	,	,
cord-020918-056bvngu	77	9	Luganda	Luganda	NNP
cord-020918-056bvngu	77	10	,	,	,
cord-020918-056bvngu	77	11	Runyankore	Runyankore	NNP
cord-020918-056bvngu	77	12	,	,	,
cord-020918-056bvngu	77	13	Sepedi	Sepedi	NNP
cord-020918-056bvngu	77	14	,	,	,
cord-020918-056bvngu	77	15	Sesotho	Sesotho	NNP
cord-020918-056bvngu	77	16	,	,	,
cord-020918-056bvngu	77	17	and	and	CC
cord-020918-056bvngu	77	18	Setswana	Setswana	NNP
cord-020918-056bvngu	77	19	.	.	.
cord-020918-056bvngu	78	1	These	these	DT
cord-020918-056bvngu	78	2	languages	language	NNS
cord-020918-056bvngu	78	3	were	be	VBD
cord-020918-056bvngu	78	4	selected	select	VBN
cord-020918-056bvngu	78	5	because	because	IN
cord-020918-056bvngu	78	6	they	-PRON-	PRP
cord-020918-056bvngu	78	7	cover	cover	VBP
cord-020918-056bvngu	78	8	both	both	CC
cord-020918-056bvngu	78	9	conjunctive	conjunctive	JJ
cord-020918-056bvngu	78	10	and	and	CC
cord-020918-056bvngu	78	11	disjunctive	disjunctive	JJ
cord-020918-056bvngu	78	12	writing	writing	NN
cord-020918-056bvngu	78	13	styles	style	NNS
cord-020918-056bvngu	78	14	,	,	,
cord-020918-056bvngu	78	15	and	and	CC
cord-020918-056bvngu	78	16	they	-PRON-	PRP
cord-020918-056bvngu	78	17	are	be	VBP
cord-020918-056bvngu	78	18	understood	understand	VBN
cord-020918-056bvngu	78	19	by	by	IN
cord-020918-056bvngu	78	20	the	the	DT
cord-020918-056bvngu	78	21	authors	author	NNS
cord-020918-056bvngu	78	22	.	.	.
cord-020918-056bvngu	79	1	However	however	RB
cord-020918-056bvngu	79	2	,	,	,
cord-020918-056bvngu	79	3	due	due	IN
cord-020918-056bvngu	79	4	to	to	IN
cord-020918-056bvngu	79	5	the	the	DT
cord-020918-056bvngu	79	6	use	use	NN
cord-020918-056bvngu	79	7	of	of	IN
cord-020918-056bvngu	79	8	the	the	DT
cord-020918-056bvngu	79	9	mixed	mixed	JJ
cord-020918-056bvngu	79	10	code	code	NN
cord-020918-056bvngu	79	11	writing	writing	NN
cord-020918-056bvngu	79	12	style	style	NN
cord-020918-056bvngu	79	13	,	,	,
cord-020918-056bvngu	79	14	we	-PRON-	PRP
cord-020918-056bvngu	79	15	found	find	VBD
cord-020918-056bvngu	79	16	tweets	tweet	NNS
cord-020918-056bvngu	79	17	that	that	WDT
cord-020918-056bvngu	79	18	contained	contain	VBD
cord-020918-056bvngu	79	19	terms	term	NNS
cord-020918-056bvngu	79	20	in	in	IN
cord-020918-056bvngu	79	21	other	other	JJ
cord-020918-056bvngu	79	22	Bantu	Bantu	NNP
cord-020918-056bvngu	79	23	languages	language	NNS
cord-020918-056bvngu	79	24	beyond	beyond	IN
cord-020918-056bvngu	79	25	the	the	DT
cord-020918-056bvngu	79	26	six	six	CD
cord-020918-056bvngu	79	27	considered	consider	VBN
cord-020918-056bvngu	79	28	.	.	.
cord-020918-056bvngu	80	1	Our	-PRON-	PRP$
cord-020918-056bvngu	80	2	investigation	investigation	NN
cord-020918-056bvngu	80	3	was	be	VBD
cord-020918-056bvngu	80	4	limited	limit	VBN
cord-020918-056bvngu	80	5	to	to	IN
cord-020918-056bvngu	80	6	Twitter	Twitter	NNP
cord-020918-056bvngu	80	7	data	datum	NNS
cord-020918-056bvngu	80	8	due	due	JJ
cord-020918-056bvngu	80	9	to	to	IN
cord-020918-056bvngu	80	10	the	the	DT
cord-020918-056bvngu	80	11	inherent	inherent	JJ
cord-020918-056bvngu	80	12	difficulty	difficulty	NN
cord-020918-056bvngu	80	13	of	of	IN
cord-020918-056bvngu	80	14	performing	perform	VBG
cord-020918-056bvngu	80	15	opinion	opinion	NN
cord-020918-056bvngu	80	16	mining	mining	NN
cord-020918-056bvngu	80	17	on	on	IN
cord-020918-056bvngu	80	18	it	-PRON-	PRP
cord-020918-056bvngu	80	19	,	,	,
cord-020918-056bvngu	80	20	resulting	result	VBG
cord-020918-056bvngu	80	21	from	from	IN
cord-020918-056bvngu	80	22	the	the	DT
cord-020918-056bvngu	80	23	informal	informal	JJ
cord-020918-056bvngu	80	24	writing	writing	NN
cord-020918-056bvngu	80	25	style	style	NN
cord-020918-056bvngu	80	26	used	use	VBN
cord-020918-056bvngu	80	27	and	and	CC
cord-020918-056bvngu	80	28	limited	limited	JJ
cord-020918-056bvngu	80	29	tweet	tweet	NN
cord-020918-056bvngu	80	30	length	length	NN
cord-020918-056bvngu	80	31	.	.	.
cord-020918-056bvngu	81	1	We	-PRON-	PRP
cord-020918-056bvngu	81	2	hypothesize	hypothesize	VBP
cord-020918-056bvngu	81	3	that	that	IN
cord-020918-056bvngu	81	4	the	the	DT
cord-020918-056bvngu	81	5	findings	finding	NNS
cord-020918-056bvngu	81	6	based	base	VBN
cord-020918-056bvngu	81	7	on	on	IN
cord-020918-056bvngu	81	8	Twitter	Twitter	NNP
cord-020918-056bvngu	81	9	data	datum	NNS
cord-020918-056bvngu	81	10	are	be	VBP
cord-020918-056bvngu	81	11	generalizable	generalizable	JJ
cord-020918-056bvngu	81	12	to	to	IN
cord-020918-056bvngu	81	13	other	other	JJ
cord-020918-056bvngu	81	14	social	social	JJ
cord-020918-056bvngu	81	15	media	medium	NNS
cord-020918-056bvngu	81	16	platforms	platform	NNS
cord-020918-056bvngu	81	17	.	.	.
cord-020918-056bvngu	82	1	We	-PRON-	PRP
cord-020918-056bvngu	82	2	further	further	RB
cord-020918-056bvngu	82	3	limited	limit	VBD
cord-020918-056bvngu	82	4	the	the	DT
cord-020918-056bvngu	82	5	size	size	NN
cord-020918-056bvngu	82	6	of	of	IN
cord-020918-056bvngu	82	7	each	each	DT
cord-020918-056bvngu	82	8	dataset	dataset	NN
cord-020918-056bvngu	82	9	to	to	IN
cord-020918-056bvngu	82	10	20,000	20,000	CD
cord-020918-056bvngu	82	11	tweets	tweet	NNS
cord-020918-056bvngu	82	12	,	,	,
cord-020918-056bvngu	82	13	as	as	IN
cord-020918-056bvngu	82	14	the	the	DT
cord-020918-056bvngu	82	15	results	result	NNS
cord-020918-056bvngu	82	16	based	base	VBN
cord-020918-056bvngu	82	17	on	on	IN
cord-020918-056bvngu	82	18	a	a	DT
cord-020918-056bvngu	82	19	limited	limited	JJ
cord-020918-056bvngu	82	20	dataset	dataset	NN
cord-020918-056bvngu	82	21	are	be	VBP
cord-020918-056bvngu	82	22	also	also	RB
cord-020918-056bvngu	82	23	generalizable	generalizable	JJ
cord-020918-056bvngu	82	24	to	to	IN
cord-020918-056bvngu	82	25	a	a	DT
cord-020918-056bvngu	82	26	larger	large	JJR
cord-020918-056bvngu	82	27	dataset	dataset	NN
cord-020918-056bvngu	82	28	.	.	.
cord-020918-056bvngu	83	1	Both	both	DT
cord-020918-056bvngu	83	2	datasets	dataset	NNS
cord-020918-056bvngu	83	3	were	be	VBD
cord-020918-056bvngu	83	4	run	run	VBN
cord-020918-056bvngu	83	5	through	through	IN
cord-020918-056bvngu	83	6	the	the	DT
cord-020918-056bvngu	83	7	seven	seven	CD
cord-020918-056bvngu	83	8	processes	process	NNS
cord-020918-056bvngu	83	9	in	in	IN
cord-020918-056bvngu	83	10	the	the	DT
cord-020918-056bvngu	83	11	standard	standard	JJ
cord-020918-056bvngu	83	12	pipeline	pipeline	NN
cord-020918-056bvngu	83	13	,	,	,
cord-020918-056bvngu	83	14	and	and	CC
cord-020918-056bvngu	83	15	analyzed	analyze	VBD
cord-020918-056bvngu	83	16	for	for	IN
cord-020918-056bvngu	83	17	any	any	DT
cord-020918-056bvngu	83	18	significant	significant	JJ
cord-020918-056bvngu	83	19	differences	difference	NNS
cord-020918-056bvngu	83	20	.	.	.
cord-020918-056bvngu	84	1	For	for	IN
cord-020918-056bvngu	84	2	text	text	NN
cord-020918-056bvngu	84	3	preprocessing	preprocessing	NN
cord-020918-056bvngu	84	4	,	,	,
cord-020918-056bvngu	84	5	we	-PRON-	PRP
cord-020918-056bvngu	84	6	used	use	VBD
cord-020918-056bvngu	84	7	the	the	DT
cord-020918-056bvngu	84	8	same	same	JJ
cord-020918-056bvngu	84	9	techniques	technique	NNS
cord-020918-056bvngu	84	10	as	as	IN
cord-020918-056bvngu	84	11	described	describe	VBN
cord-020918-056bvngu	84	12	in	in	IN
cord-020918-056bvngu	84	13	[	[	-LRB-
cord-020918-056bvngu	84	14	26	26	CD
cord-020918-056bvngu	84	15	,	,	,
cord-020918-056bvngu	84	16	32	32	CD
cord-020918-056bvngu	84	17	]	]	-RRB-
cord-020918-056bvngu	84	18	.	.	.
cord-020918-056bvngu	85	1	However	however	RB
cord-020918-056bvngu	85	2	,	,	,
cord-020918-056bvngu	85	3	no	no	DT
cord-020918-056bvngu	85	4	stemming	stem	VBG
cord-020918-056bvngu	85	5	/	/	SYM
cord-020918-056bvngu	85	6	lemmatizing	lemmatizing	NN
cord-020918-056bvngu	85	7	was	be	VBD
cord-020918-056bvngu	85	8	performed	perform	VBN
cord-020918-056bvngu	85	9	on	on	IN
cord-020918-056bvngu	85	10	either	either	DT
cord-020918-056bvngu	85	11	dataset	dataset	NN
cord-020918-056bvngu	85	12	because	because	IN
cord-020918-056bvngu	85	13	,	,	,
cord-020918-056bvngu	85	14	to	to	IN
cord-020918-056bvngu	85	15	the	the	DT
cord-020918-056bvngu	85	16	best	good	JJS
cord-020918-056bvngu	85	17	of	of	IN
cord-020918-056bvngu	85	18	our	-PRON-	PRP$
cord-020918-056bvngu	85	19	knowledge	knowledge	NN
cord-020918-056bvngu	85	20	,	,	,
cord-020918-056bvngu	85	21	two	two	CD
cord-020918-056bvngu	85	22	of	of	IN
cord-020918-056bvngu	85	23	the	the	DT
cord-020918-056bvngu	85	24	Bantu	Bantu	NNP
cord-020918-056bvngu	85	25	languages	language	NNS
cord-020918-056bvngu	85	26	(	(	-LRB-
cord-020918-056bvngu	85	27	Luganda	Luganda	NNP
cord-020918-056bvngu	85	28	and	and	CC
cord-020918-056bvngu	85	29	Runyankore	Runyankore	NNP
cord-020918-056bvngu	85	30	)	)	-RRB-
cord-020918-056bvngu	85	31	do	do	VBP
cord-020918-056bvngu	85	32	not	not	RB
cord-020918-056bvngu	85	33	have	have	VB
cord-020918-056bvngu	85	34	tools	tool	NNS
cord-020918-056bvngu	85	35	for	for	IN
cord-020918-056bvngu	85	36	this	this	DT
cord-020918-056bvngu	85	37	2	2	CD
cord-020918-056bvngu	85	38	.	.	.
cord-020918-056bvngu	86	1	We	-PRON-	PRP
cord-020918-056bvngu	86	2	used	use	VBD
cord-020918-056bvngu	86	3	multiple	multiple	JJ
cord-020918-056bvngu	86	4	approaches	approach	NNS
cord-020918-056bvngu	86	5	for	for	IN
cord-020918-056bvngu	86	6	dimensionality	dimensionality	NN
cord-020918-056bvngu	86	7	reduction	reduction	NN
cord-020918-056bvngu	86	8	(	(	-LRB-
cord-020918-056bvngu	86	9	PCA	PCA	NNP
cord-020918-056bvngu	86	10	,	,	,
cord-020918-056bvngu	86	11	and	and	CC
cord-020918-056bvngu	86	12	a	a	DT
cord-020918-056bvngu	86	13	combination	combination	NN
cord-020918-056bvngu	86	14	of	of	IN
cord-020918-056bvngu	86	15	SVD	SVD	NNP
cord-020918-056bvngu	86	16	followed	follow	VBN
cord-020918-056bvngu	86	17	by	by	IN
cord-020918-056bvngu	86	18	T	T	NNP
cord-020918-056bvngu	86	19	-	-	HYPH
cord-020918-056bvngu	86	20	SNE	SNE	NNP
cord-020918-056bvngu	86	21	)	)	-RRB-
cord-020918-056bvngu	86	22	,	,	,
cord-020918-056bvngu	86	23	clustering	clustering	NN
cord-020918-056bvngu	86	24	(	(	-LRB-
cord-020918-056bvngu	86	25	K	K	NNP
cord-020918-056bvngu	86	26	-	-	HYPH
cord-020918-056bvngu	86	27	Means	Means	NNPS
cord-020918-056bvngu	86	28	and	and	CC
cord-020918-056bvngu	86	29	NMF	NMF	NNP
cord-020918-056bvngu	86	30	)	)	-RRB-
cord-020918-056bvngu	86	31	and	and	CC
cord-020918-056bvngu	86	32	topic	topic	NN
cord-020918-056bvngu	86	33	modeling	modeling	NN
cord-020918-056bvngu	86	34	(	(	-LRB-
cord-020918-056bvngu	86	35	LDA	LDA	NNP
cord-020918-056bvngu	86	36	and	and	CC
cord-020918-056bvngu	86	37	NMF	NMF	NNP
cord-020918-056bvngu	86	38	)	)	-RRB-
cord-020918-056bvngu	86	39	,	,	,
cord-020918-056bvngu	86	40	in	in	IN
cord-020918-056bvngu	86	41	order	order	NN
cord-020918-056bvngu	86	42	to	to	TO
cord-020918-056bvngu	86	43	consider	consider	VB
cord-020918-056bvngu	86	44	the	the	DT
cord-020918-056bvngu	86	45	approach	approach	NN
cord-020918-056bvngu	86	46	which	which	WDT
cord-020918-056bvngu	86	47	gives	give	VBZ
cord-020918-056bvngu	86	48	the	the	DT
cord-020918-056bvngu	86	49	better	well	JJR
cord-020918-056bvngu	86	50	result	result	NN
cord-020918-056bvngu	86	51	.	.	.
cord-020918-056bvngu	87	1	Gephi	Gephi	NNP
cord-020918-056bvngu	87	2	3	3	CD
cord-020918-056bvngu	87	3	was	be	VBD
cord-020918-056bvngu	87	4	used	use	VBN
cord-020918-056bvngu	87	5	to	to	TO
cord-020918-056bvngu	87	6	graph	graph	VB
cord-020918-056bvngu	87	7	the	the	DT
cord-020918-056bvngu	87	8	network	network	NN
cord-020918-056bvngu	87	9	.	.	.
cord-020918-056bvngu	88	1	At	at	IN
cord-020918-056bvngu	88	2	each	each	DT
cord-020918-056bvngu	88	3	step	step	NN
cord-020918-056bvngu	88	4	in	in	IN
cord-020918-056bvngu	88	5	the	the	DT
cord-020918-056bvngu	88	6	pipeline	pipeline	NN
cord-020918-056bvngu	88	7	,	,	,
cord-020918-056bvngu	88	8	the	the	DT
cord-020918-056bvngu	88	9	results	result	NNS
cord-020918-056bvngu	88	10	between	between	IN
cord-020918-056bvngu	88	11	the	the	DT
cord-020918-056bvngu	88	12	two	two	CD
cord-020918-056bvngu	88	13	datasets	dataset	NNS
cord-020918-056bvngu	88	14	were	be	VBD
cord-020918-056bvngu	88	15	compared	compare	VBN
cord-020918-056bvngu	88	16	,	,	,
cord-020918-056bvngu	88	17	with	with	IN
cord-020918-056bvngu	88	18	emphasis	emphasis	NN
cord-020918-056bvngu	88	19	placed	place	VBN
cord-020918-056bvngu	88	20	on	on	IN
cord-020918-056bvngu	88	21	any	any	DT
cord-020918-056bvngu	88	22	observed	observed	JJ
cord-020918-056bvngu	88	23	differences	difference	NNS
cord-020918-056bvngu	88	24	,	,	,
cord-020918-056bvngu	88	25	significant	significant	JJ
cord-020918-056bvngu	88	26	or	or	CC
cord-020918-056bvngu	88	27	otherwise	otherwise	RB
cord-020918-056bvngu	88	28	.	.	.
cord-020918-056bvngu	89	1	Where	where	WRB
cord-020918-056bvngu	89	2	a	a	DT
cord-020918-056bvngu	89	3	process	process	NN
cord-020918-056bvngu	89	4	in	in	IN
cord-020918-056bvngu	89	5	the	the	DT
cord-020918-056bvngu	89	6	pipeline	pipeline	NN
cord-020918-056bvngu	89	7	was	be	VBD
cord-020918-056bvngu	89	8	found	find	VBN
cord-020918-056bvngu	89	9	to	to	TO
cord-020918-056bvngu	89	10	be	be	VB
cord-020918-056bvngu	89	11	insufficient	insufficient	JJ
cord-020918-056bvngu	89	12	to	to	TO
cord-020918-056bvngu	89	13	process	process	VB
cord-020918-056bvngu	89	14	the	the	DT
cord-020918-056bvngu	89	15	Bantu	Bantu	NNP
cord-020918-056bvngu	89	16	language	language	NN
cord-020918-056bvngu	89	17	dataset	dataset	NN
cord-020918-056bvngu	89	18	,	,	,
cord-020918-056bvngu	89	19	we	-PRON-	PRP
cord-020918-056bvngu	89	20	then	then	RB
cord-020918-056bvngu	89	21	investigated	investigate	VBD
cord-020918-056bvngu	89	22	if	if	IN
cord-020918-056bvngu	89	23	and	and	CC
cord-020918-056bvngu	89	24	how	how	WRB
cord-020918-056bvngu	89	25	the	the	DT
cord-020918-056bvngu	89	26	complex	complex	JJ
cord-020918-056bvngu	89	27	grammatical	grammatical	JJ
cord-020918-056bvngu	89	28	structure	structure	NN
cord-020918-056bvngu	89	29	of	of	IN
cord-020918-056bvngu	89	30	these	these	DT
cord-020918-056bvngu	89	31	languages	language	NNS
cord-020918-056bvngu	89	32	causes	cause	VBZ
cord-020918-056bvngu	89	33	the	the	DT
cord-020918-056bvngu	89	34	observed	observed	JJ
cord-020918-056bvngu	89	35	limitations	limitation	NNS
cord-020918-056bvngu	89	36	.	.	.
cord-020918-056bvngu	90	1	We	-PRON-	PRP
cord-020918-056bvngu	90	2	further	further	RB
cord-020918-056bvngu	90	3	investigated	investigate	VBD
cord-020918-056bvngu	90	4	what	what	WP
cord-020918-056bvngu	90	5	needs	need	VBZ
cord-020918-056bvngu	90	6	to	to	TO
cord-020918-056bvngu	90	7	be	be	VB
cord-020918-056bvngu	90	8	done	do	VBN
cord-020918-056bvngu	90	9	in	in	IN
cord-020918-056bvngu	90	10	order	order	NN
cord-020918-056bvngu	90	11	to	to	TO
cord-020918-056bvngu	90	12	adapt	adapt	VB
cord-020918-056bvngu	90	13	that	that	DT
cord-020918-056bvngu	90	14	process	process	NN
cord-020918-056bvngu	90	15	to	to	TO
cord-020918-056bvngu	90	16	fulfill	fulfill	VB
cord-020918-056bvngu	90	17	the	the	DT
cord-020918-056bvngu	90	18	same	same	JJ
cord-020918-056bvngu	90	19	task	task	NN
cord-020918-056bvngu	90	20	for	for	IN
cord-020918-056bvngu	90	21	Bantu	Bantu	NNP
cord-020918-056bvngu	90	22	languages	language	NNS
cord-020918-056bvngu	90	23	.	.	.
cord-020918-056bvngu	91	1	On	on	IN
cord-020918-056bvngu	91	2	the	the	DT
cord-020918-056bvngu	91	3	other	other	JJ
cord-020918-056bvngu	91	4	hand	hand	NN
cord-020918-056bvngu	91	5	,	,	,
cord-020918-056bvngu	91	6	where	where	WRB
cord-020918-056bvngu	91	7	a	a	DT
cord-020918-056bvngu	91	8	process	process	NN
cord-020918-056bvngu	91	9	in	in	IN
cord-020918-056bvngu	91	10	the	the	DT
cord-020918-056bvngu	91	11	pipeline	pipeline	NN
cord-020918-056bvngu	91	12	was	be	VBD
cord-020918-056bvngu	91	13	found	find	VBN
cord-020918-056bvngu	91	14	to	to	TO
cord-020918-056bvngu	91	15	adequately	adequately	RB
cord-020918-056bvngu	91	16	apply	apply	VB
cord-020918-056bvngu	91	17	to	to	IN
cord-020918-056bvngu	91	18	the	the	DT
cord-020918-056bvngu	91	19	Bantu	Bantu	NNP
cord-020918-056bvngu	91	20	language	language	NN
cord-020918-056bvngu	91	21	dataset	dataset	NN
cord-020918-056bvngu	91	22	,	,	,
cord-020918-056bvngu	91	23	we	-PRON-	PRP
cord-020918-056bvngu	91	24	noted	note	VBD
cord-020918-056bvngu	91	25	this	this	DT
cord-020918-056bvngu	91	26	finding	finding	NN
cord-020918-056bvngu	91	27	and	and	CC
cord-020918-056bvngu	91	28	proceeded	proceed	VBD
cord-020918-056bvngu	91	29	to	to	IN
cord-020918-056bvngu	91	30	the	the	DT
cord-020918-056bvngu	91	31	next	next	JJ
cord-020918-056bvngu	91	32	step	step	NN
cord-020918-056bvngu	91	33	.	.	.
cord-020918-056bvngu	92	1	At	at	IN
cord-020918-056bvngu	92	2	the	the	DT
cord-020918-056bvngu	92	3	end	end	NN
cord-020918-056bvngu	92	4	of	of	IN
cord-020918-056bvngu	92	5	the	the	DT
cord-020918-056bvngu	92	6	evaluation	evaluation	NN
cord-020918-056bvngu	92	7	,	,	,
cord-020918-056bvngu	92	8	the	the	DT
cord-020918-056bvngu	92	9	processes	process	NNS
cord-020918-056bvngu	92	10	of	of	IN
cord-020918-056bvngu	92	11	text	text	NN
cord-020918-056bvngu	92	12	preprocessing	preprocessing	NN
cord-020918-056bvngu	92	13	,	,	,
cord-020918-056bvngu	92	14	topic	topic	NN
cord-020918-056bvngu	92	15	modeling	modeling	NN
cord-020918-056bvngu	92	16	,	,	,
cord-020918-056bvngu	92	17	and	and	CC
cord-020918-056bvngu	92	18	sentiment	sentiment	NN
cord-020918-056bvngu	92	19	analysis	analysis	NN
cord-020918-056bvngu	92	20	were	be	VBD
cord-020918-056bvngu	92	21	found	find	VBN
cord-020918-056bvngu	92	22	to	to	TO
cord-020918-056bvngu	92	23	require	require	VB
cord-020918-056bvngu	92	24	some	some	DT
cord-020918-056bvngu	92	25	modification	modification	NN
cord-020918-056bvngu	92	26	in	in	IN
cord-020918-056bvngu	92	27	order	order	NN
cord-020918-056bvngu	92	28	to	to	TO
cord-020918-056bvngu	92	29	sufficiently	sufficiently	RB
cord-020918-056bvngu	92	30	extract	extract	VB
cord-020918-056bvngu	92	31	meaningful	meaningful	JJ
cord-020918-056bvngu	92	32	insights	insight	NNS
cord-020918-056bvngu	92	33	from	from	IN
cord-020918-056bvngu	92	34	textual	textual	JJ
cord-020918-056bvngu	92	35	data	datum	NNS
cord-020918-056bvngu	92	36	in	in	IN
cord-020918-056bvngu	92	37	Bantu	Bantu	NNP
cord-020918-056bvngu	92	38	languages	language	NNS
cord-020918-056bvngu	92	39	.	.	.
cord-020918-056bvngu	93	1	The	the	DT
cord-020918-056bvngu	93	2	processes	process	NNS
cord-020918-056bvngu	93	3	of	of	IN
cord-020918-056bvngu	93	4	dimensionality	dimensionality	NN
cord-020918-056bvngu	93	5	reduction	reduction	NN
cord-020918-056bvngu	93	6	,	,	,
cord-020918-056bvngu	93	7	data	datum	NNS
cord-020918-056bvngu	93	8	visualization	visualization	NN
cord-020918-056bvngu	93	9	,	,	,
cord-020918-056bvngu	93	10	and	and	CC
cord-020918-056bvngu	93	11	clustering	clustering	NN
cord-020918-056bvngu	93	12	,	,	,
cord-020918-056bvngu	93	13	though	though	IN
cord-020918-056bvngu	93	14	being	be	VBG
cord-020918-056bvngu	93	15	language	language	NN
cord-020918-056bvngu	93	16	independent	independent	JJ
cord-020918-056bvngu	93	17	,	,	,
cord-020918-056bvngu	93	18	were	be	VBD
cord-020918-056bvngu	93	19	also	also	RB
cord-020918-056bvngu	93	20	found	find	VBN
cord-020918-056bvngu	93	21	to	to	TO
cord-020918-056bvngu	93	22	be	be	VB
cord-020918-056bvngu	93	23	affected	affect	VBN
cord-020918-056bvngu	93	24	by	by	IN
cord-020918-056bvngu	93	25	the	the	DT
cord-020918-056bvngu	93	26	termdocument	termdocument	NN
cord-020918-056bvngu	93	27	matrix	matrix	NN
cord-020918-056bvngu	93	28	,	,	,
cord-020918-056bvngu	93	29	which	which	WDT
cord-020918-056bvngu	93	30	is	be	VBZ
cord-020918-056bvngu	93	31	itself	-PRON-	PRP
cord-020918-056bvngu	93	32	language	language	NN
cord-020918-056bvngu	93	33	dependent	dependent	JJ
cord-020918-056bvngu	93	34	.	.	.
cord-020918-056bvngu	94	1	Only	only	RB
cord-020918-056bvngu	94	2	network	network	NN
cord-020918-056bvngu	94	3	graphing	graphing	NN
cord-020918-056bvngu	94	4	was	be	VBD
cord-020918-056bvngu	94	5	found	find	VBN
cord-020918-056bvngu	94	6	to	to	TO
cord-020918-056bvngu	94	7	be	be	VB
cord-020918-056bvngu	94	8	completely	completely	RB
cord-020918-056bvngu	94	9	language	language	NN
cord-020918-056bvngu	94	10	independent	independent	JJ
cord-020918-056bvngu	94	11	.	.	.
cord-020918-056bvngu	95	1	The	the	DT
cord-020918-056bvngu	95	2	following	follow	VBG
cord-020918-056bvngu	95	3	subsections	subsection	NNS
cord-020918-056bvngu	95	4	provide	provide	VBP
cord-020918-056bvngu	95	5	details	detail	NNS
cord-020918-056bvngu	95	6	on	on	IN
cord-020918-056bvngu	95	7	the	the	DT
cord-020918-056bvngu	95	8	limitations	limitation	NNS
cord-020918-056bvngu	95	9	found	find	VBN
cord-020918-056bvngu	95	10	during	during	IN
cord-020918-056bvngu	95	11	text	text	NN
cord-020918-056bvngu	95	12	preprocessing	preprocessing	NN
cord-020918-056bvngu	95	13	,	,	,
cord-020918-056bvngu	95	14	topic	topic	NN
cord-020918-056bvngu	95	15	modeling	modeling	NN
cord-020918-056bvngu	95	16	,	,	,
cord-020918-056bvngu	95	17	and	and	CC
cord-020918-056bvngu	95	18	sentiment	sentiment	NN
cord-020918-056bvngu	95	19	analysis	analysis	NN
cord-020918-056bvngu	95	20	,	,	,
cord-020918-056bvngu	95	21	and	and	CC
cord-020918-056bvngu	95	22	explain	explain	VB
cord-020918-056bvngu	95	23	the	the	DT
cord-020918-056bvngu	95	24	findings	finding	NNS
cord-020918-056bvngu	95	25	based	base	VBN
cord-020918-056bvngu	95	26	on	on	IN
cord-020918-056bvngu	95	27	the	the	DT
cord-020918-056bvngu	95	28	grammatical	grammatical	JJ
cord-020918-056bvngu	95	29	structure	structure	NN
cord-020918-056bvngu	95	30	of	of	IN
cord-020918-056bvngu	95	31	Bantu	Bantu	NNP
cord-020918-056bvngu	95	32	languages	language	NNS
cord-020918-056bvngu	95	33	.	.	.
cord-020918-056bvngu	96	1	Text	Text	NNP
cord-020918-056bvngu	96	2	Preprocessing	Preprocessing	NNP
cord-020918-056bvngu	96	3	.	.	.
cord-020918-056bvngu	97	1	During	during	IN
cord-020918-056bvngu	97	2	text	text	NN
cord-020918-056bvngu	97	3	preprocessing	preprocessing	NN
cord-020918-056bvngu	97	4	,	,	,
cord-020918-056bvngu	97	5	after	after	IN
cord-020918-056bvngu	97	6	converting	convert	VBG
cord-020918-056bvngu	97	7	the	the	DT
cord-020918-056bvngu	97	8	data	datum	NNS
cord-020918-056bvngu	97	9	to	to	TO
cord-020918-056bvngu	97	10	lower	lower	VB
cord-020918-056bvngu	97	11	case	case	NN
cord-020918-056bvngu	97	12	,	,	,
cord-020918-056bvngu	97	13	it	-PRON-	PRP
cord-020918-056bvngu	97	14	underwent	undergo	VBD
cord-020918-056bvngu	97	15	the	the	DT
cord-020918-056bvngu	97	16	removal	removal	NN
cord-020918-056bvngu	97	17	of	of	IN
cord-020918-056bvngu	97	18	HTML	html	NN
cord-020918-056bvngu	97	19	tags	tag	NNS
cord-020918-056bvngu	97	20	,	,	,
cord-020918-056bvngu	97	21	URLs	url	NNS
cord-020918-056bvngu	97	22	,	,	,
cord-020918-056bvngu	97	23	numbers	number	NNS
cord-020918-056bvngu	97	24	,	,	,
cord-020918-056bvngu	97	25	email	email	NN
cord-020918-056bvngu	97	26	addresses	address	NNS
cord-020918-056bvngu	97	27	,	,	,
cord-020918-056bvngu	97	28	Twitter	Twitter	NNP
cord-020918-056bvngu	97	29	handles	handle	VBZ
cord-020918-056bvngu	97	30	,	,	,
cord-020918-056bvngu	97	31	and	and	CC
cord-020918-056bvngu	97	32	hashtags	hashtag	NNS
cord-020918-056bvngu	97	33	;	;	:
cord-020918-056bvngu	97	34	then	then	RB
cord-020918-056bvngu	97	35	the	the	DT
cord-020918-056bvngu	97	36	expansion	expansion	NN
cord-020918-056bvngu	97	37	of	of	IN
cord-020918-056bvngu	97	38	contractions	contraction	NNS
cord-020918-056bvngu	97	39	(	(	-LRB-
cord-020918-056bvngu	97	40	such	such	JJ
cord-020918-056bvngu	97	41	as	as	IN
cord-020918-056bvngu	97	42	ca	can	MD
cord-020918-056bvngu	97	43	n't	not	RB
cord-020918-056bvngu	97	44	and	and	CC
cord-020918-056bvngu	97	45	we	-PRON-	PRP
cord-020918-056bvngu	97	46	're	be	VBP
cord-020918-056bvngu	97	47	)	)	-RRB-
cord-020918-056bvngu	97	48	and	and	CC
cord-020918-056bvngu	97	49	abbreviations	abbreviation	NNS
cord-020918-056bvngu	97	50	(	(	-LRB-
cord-020918-056bvngu	97	51	such	such	JJ
cord-020918-056bvngu	97	52	as	as	IN
cord-020918-056bvngu	97	53	lol	lol	UH
cord-020918-056bvngu	97	54	,	,	,
cord-020918-056bvngu	97	55	dm	dm	NNP
cord-020918-056bvngu	97	56	,	,	,
cord-020918-056bvngu	97	57	and	and	CC
cord-020918-056bvngu	97	58	tbh	tbh	NN
cord-020918-056bvngu	97	59	)	)	-RRB-
cord-020918-056bvngu	97	60	;	;	:
cord-020918-056bvngu	97	61	and	and	CC
cord-020918-056bvngu	97	62	finally	finally	RB
cord-020918-056bvngu	97	63	,	,	,
cord-020918-056bvngu	97	64	the	the	DT
cord-020918-056bvngu	97	65	elimination	elimination	NN
cord-020918-056bvngu	97	66	of	of	IN
cord-020918-056bvngu	97	67	non	non	JJ
cord-020918-056bvngu	97	68	-	-	JJ
cord-020918-056bvngu	97	69	alphanumeric	alphanumeric	JJ
cord-020918-056bvngu	97	70	characters	character	NNS
cord-020918-056bvngu	97	71	and	and	CC
cord-020918-056bvngu	97	72	stop	stop	VB
cord-020918-056bvngu	97	73	words	word	NNS
cord-020918-056bvngu	97	74	.	.	.
cord-020918-056bvngu	98	1	The	the	DT
cord-020918-056bvngu	98	2	text	text	NN
cord-020918-056bvngu	98	3	in	in	IN
cord-020918-056bvngu	98	4	both	both	DT
cord-020918-056bvngu	98	5	datasets	dataset	NNS
cord-020918-056bvngu	98	6	was	be	VBD
cord-020918-056bvngu	98	7	not	not	RB
cord-020918-056bvngu	98	8	stemmed	stem	VBN
cord-020918-056bvngu	98	9	or	or	CC
cord-020918-056bvngu	98	10	lemmatized	lemmatize	VBN
cord-020918-056bvngu	98	11	due	due	IN
cord-020918-056bvngu	98	12	to	to	IN
cord-020918-056bvngu	98	13	the	the	DT
cord-020918-056bvngu	98	14	lack	lack	NN
cord-020918-056bvngu	98	15	of	of	IN
cord-020918-056bvngu	98	16	such	such	JJ
cord-020918-056bvngu	98	17	resources	resource	NNS
cord-020918-056bvngu	98	18	for	for	IN
cord-020918-056bvngu	98	19	some	some	DT
cord-020918-056bvngu	98	20	of	of	IN
cord-020918-056bvngu	98	21	the	the	DT
cord-020918-056bvngu	98	22	Bantu	Bantu	NNP
cord-020918-056bvngu	98	23	languages	language	NNS
cord-020918-056bvngu	98	24	considered	consider	VBN
cord-020918-056bvngu	98	25	in	in	IN
cord-020918-056bvngu	98	26	this	this	DT
cord-020918-056bvngu	98	27	investigation	investigation	NN
cord-020918-056bvngu	98	28	.	.	.
cord-020918-056bvngu	99	1	For	for	IN
cord-020918-056bvngu	99	2	the	the	DT
cord-020918-056bvngu	99	3	English	English	NNP
cord-020918-056bvngu	99	4	-	-	HYPH
cord-020918-056bvngu	99	5	only	only	RB
cord-020918-056bvngu	99	6	dataset	dataset	NN
cord-020918-056bvngu	99	7	,	,	,
cord-020918-056bvngu	99	8	the	the	DT
cord-020918-056bvngu	99	9	preprocessing	preprocessing	NN
cord-020918-056bvngu	99	10	performed	perform	VBN
cord-020918-056bvngu	99	11	was	be	VBD
cord-020918-056bvngu	99	12	found	find	VBN
cord-020918-056bvngu	99	13	to	to	TO
cord-020918-056bvngu	99	14	be	be	VB
cord-020918-056bvngu	99	15	sufficient	sufficient	JJ
cord-020918-056bvngu	99	16	.	.	.
cord-020918-056bvngu	100	1	However	however	RB
cord-020918-056bvngu	100	2	,	,	,
cord-020918-056bvngu	100	3	we	-PRON-	PRP
cord-020918-056bvngu	100	4	found	find	VBD
cord-020918-056bvngu	100	5	that	that	IN
cord-020918-056bvngu	100	6	several	several	JJ
cord-020918-056bvngu	100	7	additional	additional	JJ
cord-020918-056bvngu	100	8	processes	process	NNS
cord-020918-056bvngu	100	9	are	be	VBP
cord-020918-056bvngu	100	10	necessary	necessary	JJ
cord-020918-056bvngu	100	11	to	to	TO
cord-020918-056bvngu	100	12	fully	fully	RB
cord-020918-056bvngu	100	13	preprocess	preprocess	VB
cord-020918-056bvngu	100	14	the	the	DT
cord-020918-056bvngu	100	15	mixed	mixed	JJ
cord-020918-056bvngu	100	16	Bantu	Bantu	NNP
cord-020918-056bvngu	100	17	language	language	NN
cord-020918-056bvngu	100	18	dataset	dataset	NN
cord-020918-056bvngu	100	19	.	.	.
cord-020918-056bvngu	101	1	These	these	DT
cord-020918-056bvngu	101	2	processes	process	NNS
cord-020918-056bvngu	101	3	are	be	VBP
cord-020918-056bvngu	101	4	:	:	:
cord-020918-056bvngu	101	5	distinguishing	distinguish	VBG
cord-020918-056bvngu	101	6	conjunctively	conjunctively	RB
cord-020918-056bvngu	101	7	versus	versus	IN
cord-020918-056bvngu	101	8	disjunctively	disjunctively	NNP
cord-020918-056bvngu	101	9	written	write	VBN
cord-020918-056bvngu	101	10	languages	language	NNS
cord-020918-056bvngu	101	11	,	,	,
cord-020918-056bvngu	101	12	part	part	NN
cord-020918-056bvngu	101	13	-	-	HYPH
cord-020918-056bvngu	101	14	of	of	IN
cord-020918-056bvngu	101	15	-	-	HYPH
cord-020918-056bvngu	101	16	speech	speech	NN
cord-020918-056bvngu	101	17	tagging	tagging	NN
cord-020918-056bvngu	101	18	,	,	,
cord-020918-056bvngu	101	19	and	and	CC
cord-020918-056bvngu	101	20	stemming	stem	VBG
cord-020918-056bvngu	101	21	/	/	SYM
cord-020918-056bvngu	101	22	lemmatizing	lemmatize	VBG
cord-020918-056bvngu	101	23	only	only	JJ
cord-020918-056bvngu	101	24	verbs	verb	NNS
cord-020918-056bvngu	101	25	and	and	CC
cord-020918-056bvngu	101	26	adjectives	adjective	NNS
cord-020918-056bvngu	101	27	.	.	.
cord-020918-056bvngu	102	1	Distinguishing	distinguish	VBG
cord-020918-056bvngu	102	2	Between	between	IN
cord-020918-056bvngu	102	3	Conjunctively	Conjunctively	NNP
cord-020918-056bvngu	102	4	and	and	CC
cord-020918-056bvngu	102	5	Disjunctively	Disjunctively	NNP
cord-020918-056bvngu	102	6	Written	Written	NNP
cord-020918-056bvngu	102	7	Languages	Languages	NNP
cord-020918-056bvngu	102	8	.	.	.
cord-020918-056bvngu	103	1	The	the	DT
cord-020918-056bvngu	103	2	mixed	mixed	JJ
cord-020918-056bvngu	103	3	Bantu	Bantu	NNP
cord-020918-056bvngu	103	4	language	language	NN
cord-020918-056bvngu	103	5	dataset	dataset	NN
cord-020918-056bvngu	103	6	comprised	comprise	VBD
cord-020918-056bvngu	103	7	three	three	CD
cord-020918-056bvngu	103	8	conjunctively	conjunctively	RB
cord-020918-056bvngu	103	9	written	write	VBN
cord-020918-056bvngu	103	10	languages	language	NNS
cord-020918-056bvngu	103	11	(	(	-LRB-
cord-020918-056bvngu	103	12	isiZulu	isizulu	XX
cord-020918-056bvngu	103	13	,	,	,
cord-020918-056bvngu	103	14	Luganda	Luganda	NNP
cord-020918-056bvngu	103	15	,	,	,
cord-020918-056bvngu	103	16	and	and	CC
cord-020918-056bvngu	103	17	Runyankore	Runyankore	NNP
cord-020918-056bvngu	103	18	)	)	-RRB-
cord-020918-056bvngu	103	19	and	and	CC
cord-020918-056bvngu	103	20	three	three	CD
cord-020918-056bvngu	103	21	disjunctively	disjunctively	NNP
cord-020918-056bvngu	103	22	written	write	VBN
cord-020918-056bvngu	103	23	languages	language	NNS
cord-020918-056bvngu	103	24	(	(	-LRB-
cord-020918-056bvngu	103	25	Sepedi	Sepedi	NNP
cord-020918-056bvngu	103	26	,	,	,
cord-020918-056bvngu	103	27	Sesotho	Sesotho	NNP
cord-020918-056bvngu	103	28	,	,	,
cord-020918-056bvngu	103	29	and	and	CC
cord-020918-056bvngu	103	30	Setswana	Setswana	NNP
cord-020918-056bvngu	103	31	)	)	-RRB-
cord-020918-056bvngu	103	32	.	.	.
cord-020918-056bvngu	104	1	As	as	IN
cord-020918-056bvngu	104	2	explained	explain	VBN
cord-020918-056bvngu	104	3	in	in	IN
cord-020918-056bvngu	104	4	Sect	Sect	NNP
cord-020918-056bvngu	104	5	.	.	.
cord-020918-056bvngu	105	1	2	2	LS
cord-020918-056bvngu	105	2	,	,	,
cord-020918-056bvngu	105	3	Bantu	Bantu	NNP
cord-020918-056bvngu	105	4	languages	language	NNS
cord-020918-056bvngu	105	5	are	be	VBP
cord-020918-056bvngu	105	6	written	write	VBN
cord-020918-056bvngu	105	7	either	either	CC
cord-020918-056bvngu	105	8	conjunctively	conjunctively	RB
cord-020918-056bvngu	105	9	or	or	CC
cord-020918-056bvngu	105	10	disjunctively	disjunctively	JJ
cord-020918-056bvngu	105	11	,	,	,
cord-020918-056bvngu	105	12	and	and	CC
cord-020918-056bvngu	105	13	therefore	therefore	RB
cord-020918-056bvngu	105	14	,	,	,
cord-020918-056bvngu	105	15	there	there	EX
cord-020918-056bvngu	105	16	is	be	VBZ
cord-020918-056bvngu	105	17	a	a	DT
cord-020918-056bvngu	105	18	need	need	NN
cord-020918-056bvngu	105	19	to	to	TO
cord-020918-056bvngu	105	20	differentiate	differentiate	VB
cord-020918-056bvngu	105	21	between	between	IN
cord-020918-056bvngu	105	22	them	-PRON-	PRP
cord-020918-056bvngu	105	23	in	in	IN
cord-020918-056bvngu	105	24	order	order	NN
cord-020918-056bvngu	105	25	to	to	TO
cord-020918-056bvngu	105	26	perform	perform	VB
cord-020918-056bvngu	105	27	the	the	DT
cord-020918-056bvngu	105	28	appropriate	appropriate	JJ
cord-020918-056bvngu	105	29	preprocessing	preprocessing	NN
cord-020918-056bvngu	105	30	.	.	.
cord-020918-056bvngu	106	1	Taljard	Taljard	NNP
cord-020918-056bvngu	106	2	and	and	CC
cord-020918-056bvngu	106	3	Bosch	Bosch	NNP
cord-020918-056bvngu	106	4	[	[	-LRB-
cord-020918-056bvngu	106	5	25	25	CD
cord-020918-056bvngu	106	6	]	]	-RRB-
cord-020918-056bvngu	106	7	identified	identify	VBD
cord-020918-056bvngu	106	8	that	that	IN
cord-020918-056bvngu	106	9	a	a	DT
cord-020918-056bvngu	106	10	word	word	NN
cord-020918-056bvngu	106	11	-	-	HYPH
cord-020918-056bvngu	106	12	class	class	NN
cord-020918-056bvngu	106	13	tagger	tagger	NN
cord-020918-056bvngu	106	14	is	be	VBZ
cord-020918-056bvngu	106	15	sufficient	sufficient	JJ
cord-020918-056bvngu	106	16	for	for	IN
cord-020918-056bvngu	106	17	disjunctively	disjunctively	NNP
cord-020918-056bvngu	106	18	written	write	VBN
cord-020918-056bvngu	106	19	languages	language	NNS
cord-020918-056bvngu	106	20	,	,	,
cord-020918-056bvngu	106	21	while	while	IN
cord-020918-056bvngu	106	22	a	a	DT
cord-020918-056bvngu	106	23	morphological	morphological	JJ
cord-020918-056bvngu	106	24	analyzer	analyzer	NN
cord-020918-056bvngu	106	25	is	be	VBZ
cord-020918-056bvngu	106	26	required	require	VBN
cord-020918-056bvngu	106	27	for	for	IN
cord-020918-056bvngu	106	28	the	the	DT
cord-020918-056bvngu	106	29	conjunctively	conjunctively	RB
cord-020918-056bvngu	106	30	written	write	VBN
cord-020918-056bvngu	106	31	languages	language	NNS
cord-020918-056bvngu	106	32	.	.	.
cord-020918-056bvngu	107	1	This	this	DT
cord-020918-056bvngu	107	2	is	be	VBZ
cord-020918-056bvngu	107	3	because	because	IN
cord-020918-056bvngu	107	4	the	the	DT
cord-020918-056bvngu	107	5	disjunctive	disjunctive	JJ
cord-020918-056bvngu	107	6	system	system	NN
cord-020918-056bvngu	107	7	of	of	IN
cord-020918-056bvngu	107	8	writing	writing	NN
cord-020918-056bvngu	107	9	requires	require	VBZ
cord-020918-056bvngu	107	10	bound	bind	VBN
cord-020918-056bvngu	107	11	morphemes	morpheme	NNS
cord-020918-056bvngu	107	12	to	to	TO
cord-020918-056bvngu	107	13	be	be	VB
cord-020918-056bvngu	107	14	written	write	VBN
cord-020918-056bvngu	107	15	as	as	IN
cord-020918-056bvngu	107	16	orthographically	orthographically	RB
cord-020918-056bvngu	107	17	distinct	distinct	JJ
cord-020918-056bvngu	107	18	units	unit	NNS
cord-020918-056bvngu	108	1	(	(	-LRB-
cord-020918-056bvngu	108	2	Kea	Kea	NNP
cord-020918-056bvngu	108	3	ba	ba	NNP
cord-020918-056bvngu	108	4	rata	rata	NNP
cord-020918-056bvngu	108	5	'	'	''
cord-020918-056bvngu	109	1	I	-PRON-	PRP
cord-020918-056bvngu	109	2	love	love	VBP
cord-020918-056bvngu	109	3	them	-PRON-	PRP
cord-020918-056bvngu	109	4	'	'	''
cord-020918-056bvngu	109	5	in	in	IN
cord-020918-056bvngu	109	6	Sepedi	Sepedi	NNP
cord-020918-056bvngu	109	7	)	)	-RRB-
cord-020918-056bvngu	109	8	,	,	,
cord-020918-056bvngu	109	9	thus	thus	RB
cord-020918-056bvngu	109	10	making	make	VBG
cord-020918-056bvngu	109	11	morphological	morphological	JJ
cord-020918-056bvngu	109	12	information	information	NN
cord-020918-056bvngu	109	13	explicit	explicit	JJ
cord-020918-056bvngu	109	14	in	in	IN
cord-020918-056bvngu	109	15	the	the	DT
cord-020918-056bvngu	109	16	orthography	orthography	NN
cord-020918-056bvngu	109	17	[	[	-LRB-
cord-020918-056bvngu	109	18	25	25	CD
cord-020918-056bvngu	109	19	]	]	-RRB-
cord-020918-056bvngu	109	20	.	.	.
cord-020918-056bvngu	110	1	On	on	IN
cord-020918-056bvngu	110	2	the	the	DT
cord-020918-056bvngu	110	3	other	other	JJ
cord-020918-056bvngu	110	4	hand	hand	NN
cord-020918-056bvngu	110	5	,	,	,
cord-020918-056bvngu	110	6	the	the	DT
cord-020918-056bvngu	110	7	conjunctive	conjunctive	JJ
cord-020918-056bvngu	110	8	writing	writing	NN
cord-020918-056bvngu	110	9	style	style	NN
cord-020918-056bvngu	110	10	requires	require	VBZ
cord-020918-056bvngu	110	11	a	a	DT
cord-020918-056bvngu	110	12	morphological	morphological	JJ
cord-020918-056bvngu	110	13	analyzer	analyzer	NN
cord-020918-056bvngu	110	14	to	to	TO
cord-020918-056bvngu	110	15	make	make	VB
cord-020918-056bvngu	110	16	the	the	DT
cord-020918-056bvngu	110	17	different	different	JJ
cord-020918-056bvngu	110	18	morphemes	morpheme	NNS
cord-020918-056bvngu	110	19	in	in	IN
cord-020918-056bvngu	110	20	the	the	DT
cord-020918-056bvngu	110	21	orthography	orthography	NN
cord-020918-056bvngu	110	22	explicit	explicit	JJ
cord-020918-056bvngu	110	23	[	[	-LRB-
cord-020918-056bvngu	110	24	25	25	CD
cord-020918-056bvngu	110	25	]	]	-RRB-
cord-020918-056bvngu	110	26	,	,	,
cord-020918-056bvngu	110	27	for	for	IN
cord-020918-056bvngu	110	28	example	example	NN
cord-020918-056bvngu	110	29	from	from	IN
cord-020918-056bvngu	110	30	Mbakunda	Mbakunda	NNP
cord-020918-056bvngu	110	31	to	to	IN
cord-020918-056bvngu	110	32	m	m	NNP
cord-020918-056bvngu	110	33	-	-	HYPH
cord-020918-056bvngu	110	34	ba	ba	NNP
cord-020918-056bvngu	110	35	-	-	HYPH
cord-020918-056bvngu	110	36	kunda	kunda	NNP
cord-020918-056bvngu	110	37	'	'	''
cord-020918-056bvngu	110	38	I	-PRON-	PRP
cord-020918-056bvngu	110	39	love	love	VBP
cord-020918-056bvngu	110	40	them	-PRON-	PRP
cord-020918-056bvngu	110	41	'	'	''
cord-020918-056bvngu	110	42	in	in	IN
cord-020918-056bvngu	110	43	Runyankore	Runyankore	NNP
cord-020918-056bvngu	110	44	.	.	.
cord-020918-056bvngu	111	1	The	the	DT
cord-020918-056bvngu	111	2	authors	author	NNS
cord-020918-056bvngu	111	3	concluded	conclude	VBD
cord-020918-056bvngu	111	4	that	that	IN
cord-020918-056bvngu	111	5	the	the	DT
cord-020918-056bvngu	111	6	differences	difference	NNS
cord-020918-056bvngu	111	7	in	in	IN
cord-020918-056bvngu	111	8	writing	write	VBG
cord-020918-056bvngu	111	9	systems	system	NNS
cord-020918-056bvngu	111	10	necessitate	necessitate	VBP
cord-020918-056bvngu	111	11	the	the	DT
cord-020918-056bvngu	111	12	use	use	NN
cord-020918-056bvngu	111	13	of	of	IN
cord-020918-056bvngu	111	14	different	different	JJ
cord-020918-056bvngu	111	15	architectures	architecture	NNS
cord-020918-056bvngu	111	16	specifically	specifically	RB
cord-020918-056bvngu	111	17	for	for	IN
cord-020918-056bvngu	111	18	part	part	NN
cord-020918-056bvngu	111	19	-	-	HYPH
cord-020918-056bvngu	111	20	of	of	IN
cord-020918-056bvngu	111	21	-	-	HYPH
cord-020918-056bvngu	111	22	speech	speech	NN
cord-020918-056bvngu	111	23	tagging	tagging	NN
cord-020918-056bvngu	111	24	.	.	.
cord-020918-056bvngu	112	1	The	the	DT
cord-020918-056bvngu	112	2	need	need	NN
cord-020918-056bvngu	112	3	for	for	IN
cord-020918-056bvngu	112	4	part	part	NN
cord-020918-056bvngu	112	5	-	-	HYPH
cord-020918-056bvngu	112	6	of	of	IN
cord-020918-056bvngu	112	7	-	-	HYPH
cord-020918-056bvngu	112	8	speech	speech	NN
cord-020918-056bvngu	112	9	tagging	tagging	NN
cord-020918-056bvngu	112	10	was	be	VBD
cord-020918-056bvngu	112	11	identified	identify	VBN
cord-020918-056bvngu	112	12	as	as	IN
cord-020918-056bvngu	112	13	crucial	crucial	JJ
cord-020918-056bvngu	112	14	during	during	IN
cord-020918-056bvngu	112	15	text	text	NN
cord-020918-056bvngu	112	16	preprocessing	preprocessing	NN
cord-020918-056bvngu	112	17	and	and	CC
cord-020918-056bvngu	112	18	therefore	therefore	RB
cord-020918-056bvngu	112	19	,	,	,
cord-020918-056bvngu	112	20	the	the	DT
cord-020918-056bvngu	112	21	type	type	NN
cord-020918-056bvngu	112	22	of	of	IN
cord-020918-056bvngu	112	23	writing	write	VBG
cord-020918-056bvngu	112	24	style	style	NN
cord-020918-056bvngu	112	25	first	first	RB
cord-020918-056bvngu	112	26	needs	need	VBZ
cord-020918-056bvngu	112	27	to	to	TO
cord-020918-056bvngu	112	28	be	be	VB
cord-020918-056bvngu	112	29	identified	identify	VBN
cord-020918-056bvngu	112	30	before	before	IN
cord-020918-056bvngu	112	31	this	this	DT
cord-020918-056bvngu	112	32	can	can	MD
cord-020918-056bvngu	112	33	be	be	VB
cord-020918-056bvngu	112	34	performed	perform	VBN
cord-020918-056bvngu	112	35	.	.	.
cord-020918-056bvngu	113	1	Part	part	NN
cord-020918-056bvngu	113	2	-	-	HYPH
cord-020918-056bvngu	113	3	Of	of	IN
cord-020918-056bvngu	113	4	-	-	HYPH
cord-020918-056bvngu	113	5	Speech	speech	NN
cord-020918-056bvngu	113	6	Tagging	Tagging	NNP
cord-020918-056bvngu	113	7	.	.	.
cord-020918-056bvngu	114	1	Though	though	IN
cord-020918-056bvngu	114	2	neither	neither	DT
cord-020918-056bvngu	114	3	stemming	stemming	NN
cord-020918-056bvngu	114	4	nor	nor	CC
cord-020918-056bvngu	114	5	lemmatization	lemmatization	NN
cord-020918-056bvngu	114	6	were	be	VBD
cord-020918-056bvngu	114	7	performed	perform	VBN
cord-020918-056bvngu	114	8	on	on	IN
cord-020918-056bvngu	114	9	both	both	DT
cord-020918-056bvngu	114	10	datasets	dataset	NNS
cord-020918-056bvngu	114	11	during	during	IN
cord-020918-056bvngu	114	12	preprocessing	preprocessing	NN
cord-020918-056bvngu	114	13	,	,	,
cord-020918-056bvngu	114	14	we	-PRON-	PRP
cord-020918-056bvngu	114	15	nonetheless	nonetheless	RB
cord-020918-056bvngu	114	16	recognize	recognize	VBP
cord-020918-056bvngu	114	17	the	the	DT
cord-020918-056bvngu	114	18	need	need	NN
cord-020918-056bvngu	114	19	to	to	TO
cord-020918-056bvngu	114	20	stem	stem	VB
cord-020918-056bvngu	114	21	/	/	SYM
cord-020918-056bvngu	114	22	lemmatize	lemmatize	NNP
cord-020918-056bvngu	114	23	the	the	DT
cord-020918-056bvngu	114	24	verbs	verb	NNS
cord-020918-056bvngu	114	25	and	and	CC
cord-020918-056bvngu	114	26	adjectives	adjective	NNS
cord-020918-056bvngu	114	27	because	because	IN
cord-020918-056bvngu	114	28	of	of	IN
cord-020918-056bvngu	114	29	their	-PRON-	PRP$
cord-020918-056bvngu	114	30	numerous	numerous	JJ
cord-020918-056bvngu	114	31	grammatical	grammatical	JJ
cord-020918-056bvngu	114	32	forms	form	NNS
cord-020918-056bvngu	114	33	.	.	.
cord-020918-056bvngu	115	1	Nouns	noun	NNS
cord-020918-056bvngu	115	2	,	,	,
cord-020918-056bvngu	115	3	on	on	IN
cord-020918-056bvngu	115	4	the	the	DT
cord-020918-056bvngu	115	5	other	other	JJ
cord-020918-056bvngu	115	6	hand	hand	NN
cord-020918-056bvngu	115	7	,	,	,
cord-020918-056bvngu	115	8	should	should	MD
cord-020918-056bvngu	115	9	not	not	RB
cord-020918-056bvngu	115	10	be	be	VB
cord-020918-056bvngu	115	11	stemmed	stem	VBN
cord-020918-056bvngu	115	12	as	as	IN
cord-020918-056bvngu	115	13	this	this	DT
cord-020918-056bvngu	115	14	would	would	MD
cord-020918-056bvngu	115	15	result	result	VB
cord-020918-056bvngu	115	16	in	in	IN
cord-020918-056bvngu	115	17	the	the	DT
cord-020918-056bvngu	115	18	loss	loss	NN
cord-020918-056bvngu	115	19	of	of	IN
cord-020918-056bvngu	115	20	their	-PRON-	PRP$
cord-020918-056bvngu	115	21	core	core	NN
cord-020918-056bvngu	115	22	semantics	semantic	NNS
cord-020918-056bvngu	115	23	.	.	.
cord-020918-056bvngu	116	1	As	as	IN
cord-020918-056bvngu	116	2	explained	explain	VBN
cord-020918-056bvngu	116	3	in	in	IN
cord-020918-056bvngu	116	4	Sect	Sect	NNP
cord-020918-056bvngu	116	5	.	.	.
cord-020918-056bvngu	117	1	2	2	LS
cord-020918-056bvngu	117	2	,	,	,
cord-020918-056bvngu	117	3	a	a	DT
cord-020918-056bvngu	117	4	noun	noun	NN
cord-020918-056bvngu	117	5	is	be	VBZ
cord-020918-056bvngu	117	6	composed	compose	VBN
cord-020918-056bvngu	117	7	of	of	IN
cord-020918-056bvngu	117	8	a	a	DT
cord-020918-056bvngu	117	9	prefix	prefix	NN
cord-020918-056bvngu	117	10	and	and	CC
cord-020918-056bvngu	117	11	a	a	DT
cord-020918-056bvngu	117	12	stem	stem	NN
cord-020918-056bvngu	117	13	.	.	.
cord-020918-056bvngu	118	1	However	however	RB
cord-020918-056bvngu	118	2	,	,	,
cord-020918-056bvngu	118	3	the	the	DT
cord-020918-056bvngu	118	4	stem	stem	NN
cord-020918-056bvngu	118	5	of	of	IN
cord-020918-056bvngu	118	6	a	a	DT
cord-020918-056bvngu	118	7	noun	noun	NN
cord-020918-056bvngu	118	8	is	be	VBZ
cord-020918-056bvngu	118	9	not	not	RB
cord-020918-056bvngu	118	10	unique	unique	JJ
cord-020918-056bvngu	118	11	,	,	,
cord-020918-056bvngu	118	12	but	but	CC
cord-020918-056bvngu	118	13	rather	rather	RB
cord-020918-056bvngu	118	14	gets	get	VBZ
cord-020918-056bvngu	118	15	its	-PRON-	PRP$
cord-020918-056bvngu	118	16	full	full	JJ
cord-020918-056bvngu	118	17	semantics	semantic	NNS
cord-020918-056bvngu	118	18	from	from	IN
cord-020918-056bvngu	118	19	the	the	DT
cord-020918-056bvngu	118	20	prefix	prefix	NN
cord-020918-056bvngu	118	21	.	.	.
cord-020918-056bvngu	119	1	Table	table	NN
cord-020918-056bvngu	119	2	1	1	CD
cord-020918-056bvngu	119	3	shows	show	VBZ
cord-020918-056bvngu	119	4	examples	example	NNS
cord-020918-056bvngu	119	5	of	of	IN
cord-020918-056bvngu	119	6	tweets	tweet	NNS
cord-020918-056bvngu	119	7	from	from	IN
cord-020918-056bvngu	119	8	the	the	DT
cord-020918-056bvngu	119	9	dataset	dataset	NN
cord-020918-056bvngu	119	10	where	where	WRB
cord-020918-056bvngu	119	11	stemming	stem	VBG
cord-020918-056bvngu	119	12	the	the	DT
cord-020918-056bvngu	119	13	noun	noun	NN
cord-020918-056bvngu	119	14	will	will	MD
cord-020918-056bvngu	119	15	result	result	VB
cord-020918-056bvngu	119	16	in	in	IN
cord-020918-056bvngu	119	17	a	a	DT
cord-020918-056bvngu	119	18	meaningless	meaningless	JJ
cord-020918-056bvngu	119	19	stem	stem	NN
cord-020918-056bvngu	119	20	4	4	CD
cord-020918-056bvngu	119	21	(	(	-LRB-
cord-020918-056bvngu	119	22	the	the	DT
cord-020918-056bvngu	119	23	nouns	noun	NNS
cord-020918-056bvngu	119	24	of	of	IN
cord-020918-056bvngu	119	25	interest	interest	NN
cord-020918-056bvngu	119	26	are	be	VBP
cord-020918-056bvngu	119	27	in	in	IN
cord-020918-056bvngu	119	28	bold	bold	JJ
cord-020918-056bvngu	119	29	font	font	NN
cord-020918-056bvngu	119	30	,	,	,
cord-020918-056bvngu	119	31	with	with	IN
cord-020918-056bvngu	119	32	the	the	DT
cord-020918-056bvngu	119	33	prefix	prefix	NN
cord-020918-056bvngu	119	34	underlined	underline	VBN
cord-020918-056bvngu	119	35	)	)	-RRB-
cord-020918-056bvngu	119	36	.	.	.
cord-020918-056bvngu	120	1	The	the	DT
cord-020918-056bvngu	120	2	examples	example	NNS
cord-020918-056bvngu	120	3	shown	show	VBN
cord-020918-056bvngu	120	4	in	in	IN
cord-020918-056bvngu	120	5	Table	Table	NNP
cord-020918-056bvngu	120	6	1	1	CD
cord-020918-056bvngu	120	7	highlight	highlight	VBP
cord-020918-056bvngu	120	8	the	the	DT
cord-020918-056bvngu	120	9	problem	problem	NN
cord-020918-056bvngu	120	10	that	that	WDT
cord-020918-056bvngu	120	11	can	can	MD
cord-020918-056bvngu	120	12	result	result	VB
cord-020918-056bvngu	120	13	if	if	IN
cord-020918-056bvngu	120	14	nouns	noun	NNS
cord-020918-056bvngu	120	15	are	be	VBP
cord-020918-056bvngu	120	16	stemmed	stem	VBN
cord-020918-056bvngu	120	17	during	during	IN
cord-020918-056bvngu	120	18	text	text	NN
cord-020918-056bvngu	120	19	preprocessing	preprocessing	NN
cord-020918-056bvngu	120	20	.	.	.
cord-020918-056bvngu	121	1	For	for	IN
cord-020918-056bvngu	121	2	Sepedi	Sepedi	NNP
cord-020918-056bvngu	121	3	,	,	,
cord-020918-056bvngu	121	4	sepedi	sepedi	NNP
cord-020918-056bvngu	121	5	(	(	-LRB-
cord-020918-056bvngu	121	6	a	a	DT
cord-020918-056bvngu	121	7	language	language	NN
cord-020918-056bvngu	121	8	)	)	-RRB-
cord-020918-056bvngu	121	9	would	would	MD
cord-020918-056bvngu	121	10	be	be	VB
cord-020918-056bvngu	121	11	indistinguishable	indistinguishable	JJ
cord-020918-056bvngu	121	12	from	from	IN
cord-020918-056bvngu	121	13	mopedi	mopedi	NNP
cord-020918-056bvngu	121	14	(	(	-LRB-
cord-020918-056bvngu	121	15	a	a	DT
cord-020918-056bvngu	121	16	member	member	NN
cord-020918-056bvngu	121	17	of	of	IN
cord-020918-056bvngu	121	18	the	the	DT
cord-020918-056bvngu	121	19	Bapedi	Bapedi	NNP
cord-020918-056bvngu	121	20	tribe	tribe	NN
cord-020918-056bvngu	121	21	)	)	-RRB-
cord-020918-056bvngu	121	22	;	;	:
cord-020918-056bvngu	121	23	for	for	IN
cord-020918-056bvngu	121	24	Setswana	Setswana	NNP
cord-020918-056bvngu	121	25	,	,	,
cord-020918-056bvngu	121	26	setswana	setswana	FW
cord-020918-056bvngu	121	27	(	(	-LRB-
cord-020918-056bvngu	121	28	a	a	DT
cord-020918-056bvngu	121	29	language	language	NN
cord-020918-056bvngu	121	30	)	)	-RRB-
cord-020918-056bvngu	121	31	would	would	MD
cord-020918-056bvngu	121	32	have	have	VB
cord-020918-056bvngu	121	33	the	the	DT
cord-020918-056bvngu	121	34	same	same	JJ
cord-020918-056bvngu	121	35	stem	stem	NN
cord-020918-056bvngu	121	36	as	as	IN
cord-020918-056bvngu	121	37	Botswana	Botswana	NNP
cord-020918-056bvngu	121	38	(	(	-LRB-
cord-020918-056bvngu	121	39	a	a	DT
cord-020918-056bvngu	121	40	country	country	NN
cord-020918-056bvngu	121	41	)	)	-RRB-
cord-020918-056bvngu	121	42	;	;	:
cord-020918-056bvngu	121	43	for	for	IN
cord-020918-056bvngu	121	44	isiZulu	isiZulu	NNP
cord-020918-056bvngu	121	45	,	,	,
cord-020918-056bvngu	121	46	umuntu	umuntu	NNP
cord-020918-056bvngu	121	47	(	(	-LRB-
cord-020918-056bvngu	121	48	person	person	NN
cord-020918-056bvngu	121	49	)	)	-RRB-
cord-020918-056bvngu	121	50	would	would	MD
cord-020918-056bvngu	121	51	be	be	VB
cord-020918-056bvngu	121	52	reduced	reduce	VBN
cord-020918-056bvngu	121	53	to	to	IN
cord-020918-056bvngu	121	54	the	the	DT
cord-020918-056bvngu	121	55	same	same	JJ
cord-020918-056bvngu	121	56	stem	stem	NN
cord-020918-056bvngu	121	57	as	as	IN
cord-020918-056bvngu	121	58	abantu	abantu	NNP
cord-020918-056bvngu	121	59	(	(	-LRB-
cord-020918-056bvngu	121	60	people	people	NNS
cord-020918-056bvngu	121	61	)	)	-RRB-
cord-020918-056bvngu	121	62	.	.	.
cord-020918-056bvngu	122	1	Additionally	additionally	RB
cord-020918-056bvngu	122	2	,	,	,
cord-020918-056bvngu	122	3	for	for	IN
cord-020918-056bvngu	122	4	isiZulu	isiZulu	NNP
cord-020918-056bvngu	122	5	,	,	,
cord-020918-056bvngu	122	6	a	a	DT
cord-020918-056bvngu	122	7	conjunctively	conjunctively	RB
cord-020918-056bvngu	122	8	written	write	VBN
cord-020918-056bvngu	122	9	language	language	NN
cord-020918-056bvngu	122	10	,	,	,
cord-020918-056bvngu	122	11	the	the	DT
cord-020918-056bvngu	122	12	example	example	NN
cord-020918-056bvngu	122	13	also	also	RB
cord-020918-056bvngu	122	14	shows	show	VBZ
cord-020918-056bvngu	122	15	the	the	DT
cord-020918-056bvngu	122	16	need	need	NN
cord-020918-056bvngu	122	17	for	for	IN
cord-020918-056bvngu	122	18	morphological	morphological	JJ
cord-020918-056bvngu	122	19	analysis	analysis	NN
cord-020918-056bvngu	122	20	,	,	,
cord-020918-056bvngu	122	21	to	to	TO
cord-020918-056bvngu	122	22	separate	separate	VB
cord-020918-056bvngu	122	23	the	the	DT
cord-020918-056bvngu	122	24	copulative	copulative	JJ
cord-020918-056bvngu	122	25	ng	ng	NN
cord-020918-056bvngu	122	26	from	from	IN
cord-020918-056bvngu	122	27	the	the	DT
cord-020918-056bvngu	122	28	noun	noun	NN
cord-020918-056bvngu	122	29	.	.	.
cord-020918-056bvngu	123	1	With	with	IN
cord-020918-056bvngu	123	2	the	the	DT
cord-020918-056bvngu	123	3	semantics	semantic	NNS
cord-020918-056bvngu	123	4	of	of	IN
cord-020918-056bvngu	123	5	the	the	DT
cord-020918-056bvngu	123	6	noun	noun	NN
cord-020918-056bvngu	123	7	removed	remove	VBN
cord-020918-056bvngu	123	8	through	through	IN
cord-020918-056bvngu	123	9	stemming	stemming	NN
cord-020918-056bvngu	123	10	,	,	,
cord-020918-056bvngu	123	11	the	the	DT
cord-020918-056bvngu	123	12	resultant	resultant	JJ
cord-020918-056bvngu	123	13	stems	stem	VBZ
cord-020918-056bvngu	123	14	-pedi	-pedi	JJ
cord-020918-056bvngu	123	15	,	,	,
cord-020918-056bvngu	123	16	-tswana	-tswana	,
cord-020918-056bvngu	123	17	,	,	,
cord-020918-056bvngu	123	18	and	and	CC
cord-020918-056bvngu	123	19	-ntu	-ntu	ADD
cord-020918-056bvngu	123	20	are	be	VBP
cord-020918-056bvngu	123	21	meaningless	meaningless	JJ
cord-020918-056bvngu	123	22	without	without	IN
cord-020918-056bvngu	123	23	a	a	DT
cord-020918-056bvngu	123	24	prefix	prefix	NN
cord-020918-056bvngu	123	25	.	.	.
cord-020918-056bvngu	124	1	This	this	DT
cord-020918-056bvngu	124	2	in	in	IN
cord-020918-056bvngu	124	3	turn	turn	NN
cord-020918-056bvngu	124	4	would	would	MD
cord-020918-056bvngu	124	5	affect	affect	VB
cord-020918-056bvngu	124	6	topic	topic	NN
cord-020918-056bvngu	124	7	modeling	model	VBG
cord-020918-056bvngu	124	8	downstream	downstream	RB
cord-020918-056bvngu	124	9	.	.	.
cord-020918-056bvngu	125	1	Part	part	NN
cord-020918-056bvngu	125	2	-	-	HYPH
cord-020918-056bvngu	125	3	of	of	IN
cord-020918-056bvngu	125	4	-	-	HYPH
cord-020918-056bvngu	125	5	speech	speech	NN
cord-020918-056bvngu	125	6	tagging	tagging	NN
cord-020918-056bvngu	125	7	is	be	VBZ
cord-020918-056bvngu	125	8	therefore	therefore	RB
cord-020918-056bvngu	125	9	required	require	VBN
cord-020918-056bvngu	125	10	to	to	TO
cord-020918-056bvngu	125	11	differentiate	differentiate	VB
cord-020918-056bvngu	125	12	between	between	IN
cord-020918-056bvngu	125	13	nouns	noun	NNS
cord-020918-056bvngu	125	14	that	that	WDT
cord-020918-056bvngu	125	15	should	should	MD
cord-020918-056bvngu	125	16	not	not	RB
cord-020918-056bvngu	125	17	be	be	VB
cord-020918-056bvngu	125	18	stemmed	stem	VBN
cord-020918-056bvngu	125	19	and	and	CC
cord-020918-056bvngu	125	20	other	other	JJ
cord-020918-056bvngu	125	21	parts	part	NNS
cord-020918-056bvngu	125	22	-	-	HYPH
cord-020918-056bvngu	125	23	of	of	IN
cord-020918-056bvngu	125	24	-	-	HYPH
cord-020918-056bvngu	125	25	speech	speech	NN
cord-020918-056bvngu	125	26	that	that	WDT
cord-020918-056bvngu	125	27	should	should	MD
cord-020918-056bvngu	125	28	.	.	.
cord-020918-056bvngu	126	1	Stemming	stem	VBG
cord-020918-056bvngu	126	2	Verbs	Verbs	NNP
cord-020918-056bvngu	126	3	and	and	CC
cord-020918-056bvngu	126	4	Adjectives	adjective	NNS
cord-020918-056bvngu	126	5	.	.	.
cord-020918-056bvngu	127	1	A	a	DT
cord-020918-056bvngu	127	2	typical	typical	JJ
cord-020918-056bvngu	127	3	Bantu	Bantu	NNP
cord-020918-056bvngu	127	4	language	language	NN
cord-020918-056bvngu	127	5	verbal	verbal	JJ
cord-020918-056bvngu	127	6	form	form	NN
cord-020918-056bvngu	127	7	consists	consist	VBZ
cord-020918-056bvngu	127	8	of	of	IN
cord-020918-056bvngu	127	9	one	one	CD
cord-020918-056bvngu	127	10	or	or	CC
cord-020918-056bvngu	127	11	more	more	RBR
cord-020918-056bvngu	127	12	bound	bind	VBN
cord-020918-056bvngu	127	13	morphemes	morpheme	NNS
cord-020918-056bvngu	127	14	,	,	,
cord-020918-056bvngu	127	15	a	a	DT
cord-020918-056bvngu	127	16	verb	verb	NN
cord-020918-056bvngu	127	17	-	-	HYPH
cord-020918-056bvngu	127	18	root	root	NN
cord-020918-056bvngu	127	19	,	,	,
cord-020918-056bvngu	127	20	and	and	CC
cord-020918-056bvngu	127	21	one	one	CD
cord-020918-056bvngu	127	22	or	or	CC
cord-020918-056bvngu	127	23	more	more	JJR
cord-020918-056bvngu	127	24	extensions	extension	NNS
cord-020918-056bvngu	127	25	[	[	-LRB-
cord-020918-056bvngu	127	26	24	24	CD
cord-020918-056bvngu	127	27	]	]	-RRB-
cord-020918-056bvngu	127	28	.	.	.
cord-020918-056bvngu	128	1	The	the	DT
cord-020918-056bvngu	128	2	bound	bind	VBN
cord-020918-056bvngu	128	3	morphemes	morpheme	NNS
cord-020918-056bvngu	128	4	include	include	VBP
cord-020918-056bvngu	128	5	the	the	DT
cord-020918-056bvngu	128	6	subject	subject	NN
cord-020918-056bvngu	128	7	and	and	CC
cord-020918-056bvngu	128	8	object	object	NN
cord-020918-056bvngu	128	9	,	,	,
cord-020918-056bvngu	128	10	which	which	WDT
cord-020918-056bvngu	128	11	are	be	VBP
cord-020918-056bvngu	128	12	determined	determine	VBN
cord-020918-056bvngu	128	13	by	by	IN
cord-020918-056bvngu	128	14	the	the	DT
cord-020918-056bvngu	128	15	noun	noun	NN
cord-020918-056bvngu	128	16	class	class	NN
cord-020918-056bvngu	128	17	,	,	,
cord-020918-056bvngu	128	18	as	as	IN
cord-020918-056bvngu	128	19	is	be	VBZ
cord-020918-056bvngu	128	20	the	the	DT
cord-020918-056bvngu	128	21	full	full	JJ
cord-020918-056bvngu	128	22	adjectival	adjectival	JJ
cord-020918-056bvngu	128	23	form	form	NN
cord-020918-056bvngu	128	24	[	[	-LRB-
cord-020918-056bvngu	128	25	11	11	CD
cord-020918-056bvngu	128	26	,	,	,
cord-020918-056bvngu	128	27	25	25	CD
cord-020918-056bvngu	128	28	]	]	-RRB-
cord-020918-056bvngu	128	29	.	.	.
cord-020918-056bvngu	129	1	Therefore	therefore	RB
cord-020918-056bvngu	129	2	,	,	,
cord-020918-056bvngu	129	3	for	for	IN
cord-020918-056bvngu	129	4	a	a	DT
cord-020918-056bvngu	129	5	language	language	NN
cord-020918-056bvngu	129	6	like	like	IN
cord-020918-056bvngu	129	7	Runyankore	Runyankore	NNP
cord-020918-056bvngu	129	8	with	with	IN
cord-020918-056bvngu	129	9	20	20	CD
cord-020918-056bvngu	129	10	noun	noun	NN
cord-020918-056bvngu	129	11	classes	class	NNS
cord-020918-056bvngu	129	12	,	,	,
cord-020918-056bvngu	129	13	there	there	EX
cord-020918-056bvngu	129	14	are	be	VBP
cord-020918-056bvngu	129	15	400	400	CD
cord-020918-056bvngu	129	16	different	different	JJ
cord-020918-056bvngu	129	17	ways	way	NNS
cord-020918-056bvngu	129	18	of	of	IN
cord-020918-056bvngu	129	19	conjugating	conjugate	VBG
cord-020918-056bvngu	129	20	a	a	DT
cord-020918-056bvngu	129	21	single	single	JJ
cord-020918-056bvngu	129	22	verb	verb	NN
cord-020918-056bvngu	129	23	stem	stem	NN
cord-020918-056bvngu	129	24	for	for	IN
cord-020918-056bvngu	129	25	subject	subject	NN
cord-020918-056bvngu	129	26	and	and	CC
cord-020918-056bvngu	129	27	object	object	NN
cord-020918-056bvngu	129	28	.	.	.
cord-020918-056bvngu	130	1	Additionally	additionally	RB
cord-020918-056bvngu	130	2	,	,	,
cord-020918-056bvngu	130	3	the	the	DT
cord-020918-056bvngu	130	4	number	number	NN
cord-020918-056bvngu	130	5	of	of	IN
cord-020918-056bvngu	130	6	extensions	extension	NNS
cord-020918-056bvngu	130	7	can	can	MD
cord-020918-056bvngu	130	8	be	be	VB
cord-020918-056bvngu	130	9	as	as	RB
cord-020918-056bvngu	130	10	many	many	JJ
cord-020918-056bvngu	130	11	as	as	IN
cord-020918-056bvngu	130	12	nine	nine	CD
cord-020918-056bvngu	130	13	,	,	,
cord-020918-056bvngu	130	14	as	as	IN
cord-020918-056bvngu	130	15	shown	show	VBN
cord-020918-056bvngu	130	16	in	in	IN
cord-020918-056bvngu	130	17	Table	Table	NNP
cord-020918-056bvngu	130	18	2	2	CD
cord-020918-056bvngu	130	19	,	,	,
cord-020918-056bvngu	130	20	where	where	WRB
cord-020918-056bvngu	130	21	a	a	DT
cord-020918-056bvngu	130	22	single	single	JJ
cord-020918-056bvngu	130	23	verb	verb	NN
cord-020918-056bvngu	130	24	stem	stem	NN
cord-020918-056bvngu	130	25	reeb	reeb	NN
cord-020918-056bvngu	130	26	-	-	HYPH
cord-020918-056bvngu	130	27	in	in	IN
cord-020918-056bvngu	130	28	Runyankore	Runyankore	NNP
cord-020918-056bvngu	130	29	and	and	CC
cord-020918-056bvngu	130	30	bon	bon	JJ
cord-020918-056bvngu	130	31	-	-	HYPH
cord-020918-056bvngu	130	32	in	in	IN
cord-020918-056bvngu	130	33	Sepedi	Sepedi	NNP
cord-020918-056bvngu	130	34	for	for	IN
cord-020918-056bvngu	130	35	'	'	``
cord-020918-056bvngu	130	36	see	see	VB
cord-020918-056bvngu	130	37	'	'	''
cord-020918-056bvngu	130	38	is	be	VBZ
cord-020918-056bvngu	130	39	extended	extend	VBN
cord-020918-056bvngu	130	40	.	.	.
cord-020918-056bvngu	131	1	In	in	IN
cord-020918-056bvngu	131	2	addition	addition	NN
cord-020918-056bvngu	131	3	to	to	IN
cord-020918-056bvngu	131	4	the	the	DT
cord-020918-056bvngu	131	5	increasing	increase	VBG
cord-020918-056bvngu	131	6	number	number	NN
cord-020918-056bvngu	131	7	of	of	IN
cord-020918-056bvngu	131	8	verb	verb	NN
cord-020918-056bvngu	131	9	forms	form	NNS
cord-020918-056bvngu	131	10	owing	owe	VBG
cord-020918-056bvngu	131	11	to	to	IN
cord-020918-056bvngu	131	12	the	the	DT
cord-020918-056bvngu	131	13	extensions	extension	NNS
cord-020918-056bvngu	131	14	shown	show	VBN
cord-020918-056bvngu	131	15	in	in	IN
cord-020918-056bvngu	131	16	Table	Table	NNP
cord-020918-056bvngu	131	17	2	2	CD
cord-020918-056bvngu	131	18	and	and	CC
cord-020918-056bvngu	131	19	the	the	DT
cord-020918-056bvngu	131	20	noun	noun	NN
cord-020918-056bvngu	131	21	class	class	NN
cord-020918-056bvngu	131	22	system	system	NN
cord-020918-056bvngu	131	23	,	,	,
cord-020918-056bvngu	131	24	Bantu	Bantu	NNP
cord-020918-056bvngu	131	25	languages	language	NNS
cord-020918-056bvngu	131	26	typically	typically	RB
cord-020918-056bvngu	131	27	have	have	VBP
cord-020918-056bvngu	131	28	a	a	DT
cord-020918-056bvngu	131	29	very	very	RB
cord-020918-056bvngu	131	30	large	large	JJ
cord-020918-056bvngu	131	31	number	number	NN
cord-020918-056bvngu	131	32	of	of	IN
cord-020918-056bvngu	131	33	tenses	tense	NNS
cord-020918-056bvngu	131	34	[	[	-LRB-
cord-020918-056bvngu	131	35	20	20	CD
cord-020918-056bvngu	131	36	]	]	-RRB-
cord-020918-056bvngu	131	37	.	.	.
cord-020918-056bvngu	132	1	For	for	IN
cord-020918-056bvngu	132	2	example	example	NN
cord-020918-056bvngu	132	3	,	,	,
cord-020918-056bvngu	132	4	Runyankore	Runyankore	NNP
cord-020918-056bvngu	132	5	has	have	VBZ
cord-020918-056bvngu	132	6	14	14	CD
cord-020918-056bvngu	132	7	tenses	tense	NNS
cord-020918-056bvngu	132	8	[	[	-LRB-
cord-020918-056bvngu	132	9	28	28	CD
cord-020918-056bvngu	132	10	]	]	-RRB-
cord-020918-056bvngu	132	11	and	and	CC
cord-020918-056bvngu	132	12	these	these	DT
cord-020918-056bvngu	132	13	too	too	RB
cord-020918-056bvngu	132	14	are	be	VBP
cord-020918-056bvngu	132	15	part	part	NN
cord-020918-056bvngu	132	16	of	of	IN
cord-020918-056bvngu	132	17	the	the	DT
cord-020918-056bvngu	132	18	verb	verb	NN
cord-020918-056bvngu	132	19	form	form	NN
cord-020918-056bvngu	132	20	.	.	.
cord-020918-056bvngu	133	1	This	this	DT
cord-020918-056bvngu	133	2	complex	complex	JJ
cord-020918-056bvngu	133	3	grammatical	grammatical	JJ
cord-020918-056bvngu	133	4	structure	structure	NN
cord-020918-056bvngu	133	5	results	result	NNS
cord-020918-056bvngu	133	6	in	in	IN
cord-020918-056bvngu	133	7	a	a	DT
cord-020918-056bvngu	133	8	single	single	JJ
cord-020918-056bvngu	133	9	verb	verb	NN
cord-020918-056bvngu	133	10	root	root	NN
cord-020918-056bvngu	133	11	having	have	VBG
cord-020918-056bvngu	133	12	thousands	thousand	NNS
cord-020918-056bvngu	133	13	of	of	IN
cord-020918-056bvngu	133	14	possible	possible	JJ
cord-020918-056bvngu	133	15	verb	verb	NN
cord-020918-056bvngu	133	16	forms	form	NNS
cord-020918-056bvngu	133	17	.	.	.
cord-020918-056bvngu	134	1	Therefore	therefore	RB
cord-020918-056bvngu	134	2	,	,	,
cord-020918-056bvngu	134	3	verb	verb	VB
cord-020918-056bvngu	134	4	stemming	stem	VBG
cord-020918-056bvngu	134	5	/	/	SYM
cord-020918-056bvngu	134	6	lemmatizing	lemmatizing	NN
cord-020918-056bvngu	134	7	is	be	VBZ
cord-020918-056bvngu	134	8	a	a	DT
cord-020918-056bvngu	134	9	crucial	crucial	JJ
cord-020918-056bvngu	134	10	step	step	NN
cord-020918-056bvngu	134	11	during	during	IN
cord-020918-056bvngu	134	12	preprocessing	preprocessing	NN
cord-020918-056bvngu	134	13	,	,	,
cord-020918-056bvngu	134	14	which	which	WDT
cord-020918-056bvngu	134	15	,	,	,
cord-020918-056bvngu	134	16	if	if	IN
cord-020918-056bvngu	134	17	not	not	RB
cord-020918-056bvngu	134	18	performed	perform	VBN
cord-020918-056bvngu	134	19	results	result	NNS
cord-020918-056bvngu	134	20	in	in	IN
cord-020918-056bvngu	134	21	very	very	RB
cord-020918-056bvngu	134	22	high	high	JJ
cord-020918-056bvngu	134	23	levels	level	NNS
cord-020918-056bvngu	134	24	of	of	IN
cord-020918-056bvngu	134	25	sparsity	sparsity	NN
cord-020918-056bvngu	134	26	in	in	IN
cord-020918-056bvngu	134	27	the	the	DT
cord-020918-056bvngu	134	28	resultant	resultant	JJ
cord-020918-056bvngu	134	29	matrix	matrix	NN
cord-020918-056bvngu	134	30	.	.	.
cord-020918-056bvngu	135	1	4	4	LS
cord-020918-056bvngu	136	1	The	the	DT
cord-020918-056bvngu	136	2	translations	translation	NNS
cord-020918-056bvngu	136	3	to	to	IN
cord-020918-056bvngu	136	4	the	the	DT
cord-020918-056bvngu	136	5	text	text	NN
cord-020918-056bvngu	136	6	in	in	IN
cord-020918-056bvngu	136	7	Table	Table	NNP
cord-020918-056bvngu	137	1	1	1	LS
cord-020918-056bvngu	137	2	Adjectives	adjective	NNS
cord-020918-056bvngu	137	3	also	also	RB
cord-020918-056bvngu	137	4	require	require	VBP
cord-020918-056bvngu	137	5	stemming	stem	VBG
cord-020918-056bvngu	137	6	because	because	IN
cord-020918-056bvngu	137	7	the	the	DT
cord-020918-056bvngu	137	8	full	full	JJ
cord-020918-056bvngu	137	9	form	form	NN
cord-020918-056bvngu	137	10	of	of	IN
cord-020918-056bvngu	137	11	an	an	DT
cord-020918-056bvngu	137	12	adjective	adjective	JJ
cord-020918-056bvngu	137	13	depends	depend	VBZ
cord-020918-056bvngu	137	14	on	on	IN
cord-020918-056bvngu	137	15	the	the	DT
cord-020918-056bvngu	137	16	noun	noun	NN
cord-020918-056bvngu	137	17	class	class	NN
cord-020918-056bvngu	137	18	of	of	IN
cord-020918-056bvngu	137	19	the	the	DT
cord-020918-056bvngu	137	20	noun	noun	NN
cord-020918-056bvngu	137	21	being	be	VBG
cord-020918-056bvngu	137	22	described	describe	VBN
cord-020918-056bvngu	137	23	.	.	.
cord-020918-056bvngu	138	1	Therefore	therefore	RB
cord-020918-056bvngu	138	2	,	,	,
cord-020918-056bvngu	138	3	the	the	DT
cord-020918-056bvngu	138	4	number	number	NN
cord-020918-056bvngu	138	5	of	of	IN
cord-020918-056bvngu	138	6	forms	form	NNS
cord-020918-056bvngu	138	7	that	that	WDT
cord-020918-056bvngu	138	8	a	a	DT
cord-020918-056bvngu	138	9	single	single	JJ
cord-020918-056bvngu	138	10	adjective	adjective	NN
cord-020918-056bvngu	138	11	can	can	MD
cord-020918-056bvngu	138	12	take	take	VB
cord-020918-056bvngu	138	13	depend	depend	VB
cord-020918-056bvngu	138	14	on	on	IN
cord-020918-056bvngu	138	15	the	the	DT
cord-020918-056bvngu	138	16	number	number	NN
cord-020918-056bvngu	138	17	of	of	IN
cord-020918-056bvngu	138	18	noun	noun	NN
cord-020918-056bvngu	138	19	classes	class	NNS
cord-020918-056bvngu	138	20	in	in	IN
cord-020918-056bvngu	138	21	that	that	DT
cord-020918-056bvngu	138	22	language	language	NN
cord-020918-056bvngu	138	23	.	.	.
cord-020918-056bvngu	139	1	Runyankore	Runyankore	NNP
cord-020918-056bvngu	139	2	,	,	,
cord-020918-056bvngu	139	3	for	for	IN
cord-020918-056bvngu	139	4	example	example	NN
cord-020918-056bvngu	139	5	,	,	,
cord-020918-056bvngu	139	6	has	have	VBZ
cord-020918-056bvngu	139	7	20	20	CD
cord-020918-056bvngu	139	8	different	different	JJ
cord-020918-056bvngu	139	9	forms	form	NNS
cord-020918-056bvngu	139	10	for	for	IN
cord-020918-056bvngu	139	11	each	each	DT
cord-020918-056bvngu	139	12	adjectival	adjectival	JJ
cord-020918-056bvngu	139	13	stem	stem	NN
cord-020918-056bvngu	139	14	because	because	IN
cord-020918-056bvngu	139	15	it	-PRON-	PRP
cord-020918-056bvngu	139	16	has	have	VBZ
cord-020918-056bvngu	139	17	20	20	CD
cord-020918-056bvngu	139	18	noun	noun	NN
cord-020918-056bvngu	139	19	classes	class	NNS
cord-020918-056bvngu	139	20	.	.	.
cord-020918-056bvngu	140	1	Table	table	NN
cord-020918-056bvngu	140	2	3	3	CD
cord-020918-056bvngu	140	3	shows	show	VBZ
cord-020918-056bvngu	140	4	some	some	DT
cord-020918-056bvngu	140	5	examples	example	NNS
cord-020918-056bvngu	140	6	of	of	IN
cord-020918-056bvngu	140	7	the	the	DT
cord-020918-056bvngu	140	8	forms	form	NNS
cord-020918-056bvngu	140	9	that	that	WDT
cord-020918-056bvngu	140	10	the	the	DT
cord-020918-056bvngu	140	11	adjective	adjective	JJ
cord-020918-056bvngu	140	12	'	'	``
cord-020918-056bvngu	140	13	beautiful	beautiful	JJ
cord-020918-056bvngu	140	14	'	'	''
cord-020918-056bvngu	140	15	in	in	IN
cord-020918-056bvngu	140	16	Runyankore	Runyankore	NNP
cord-020918-056bvngu	140	17	-rungi	-rungi	NFP
cord-020918-056bvngu	140	18	and	and	CC
cord-020918-056bvngu	140	19	Sepedi	Sepedi	NNP
cord-020918-056bvngu	141	1	-botse	-botse	.
cord-020918-056bvngu	142	1	(	(	-LRB-
cord-020918-056bvngu	142	2	the	the	DT
cord-020918-056bvngu	142	3	adjective	adjective	JJ
cord-020918-056bvngu	142	4	prefix	prefix	NN
cord-020918-056bvngu	142	5	is	be	VBZ
cord-020918-056bvngu	142	6	underlined	underline	VBN
cord-020918-056bvngu	142	7	)	)	-RRB-
cord-020918-056bvngu	142	8	.	.	.
cord-020918-056bvngu	143	1	[	[	-LRB-
cord-020918-056bvngu	143	2	21	21	CD
cord-020918-056bvngu	143	3	]	]	-RRB-
cord-020918-056bvngu	143	4	.	.	.
cord-020918-056bvngu	144	1	As	as	IN
cord-020918-056bvngu	144	2	a	a	DT
cord-020918-056bvngu	144	3	result	result	NN
cord-020918-056bvngu	144	4	,	,	,
cord-020918-056bvngu	144	5	for	for	IN
cord-020918-056bvngu	144	6	the	the	DT
cord-020918-056bvngu	144	7	conjunctive	conjunctive	JJ
cord-020918-056bvngu	144	8	writing	writing	NN
cord-020918-056bvngu	144	9	style	style	NN
cord-020918-056bvngu	144	10	,	,	,
cord-020918-056bvngu	144	11	an	an	DT
cord-020918-056bvngu	144	12	entire	entire	JJ
cord-020918-056bvngu	144	13	sentence	sentence	NN
cord-020918-056bvngu	144	14	can	can	MD
cord-020918-056bvngu	144	15	be	be	VB
cord-020918-056bvngu	144	16	represented	represent	VBN
cord-020918-056bvngu	144	17	as	as	IN
cord-020918-056bvngu	144	18	a	a	DT
cord-020918-056bvngu	144	19	single	single	JJ
cord-020918-056bvngu	144	20	word	word	NN
cord-020918-056bvngu	144	21	.	.	.
cord-020918-056bvngu	145	1	Consider	consider	VB
cord-020918-056bvngu	145	2	the	the	DT
cord-020918-056bvngu	145	3	following	follow	VBG
cord-020918-056bvngu	145	4	Runyankore	Runyankore	NNP
cord-020918-056bvngu	145	5	example	example	NN
cord-020918-056bvngu	145	6	from	from	IN
cord-020918-056bvngu	145	7	[	[	-LRB-
cord-020918-056bvngu	145	8	28	28	CD
cord-020918-056bvngu	145	9	]	]	-RRB-
cord-020918-056bvngu	145	10	:	:	:
cord-020918-056bvngu	146	1	Titukakimureeterahoganu	Titukakimureeterahoganu	NNP
cord-020918-056bvngu	146	2	,	,	,
cord-020918-056bvngu	146	3	meaning	mean	VBG
cord-020918-056bvngu	146	4	'	'	``
cord-020918-056bvngu	146	5	We	-PRON-	PRP
cord-020918-056bvngu	146	6	have	have	VBP
cord-020918-056bvngu	146	7	never	never	RB
cord-020918-056bvngu	146	8	ever	ever	RB
cord-020918-056bvngu	146	9	brought	bring	VBN
cord-020918-056bvngu	146	10	it	-PRON-	PRP
cord-020918-056bvngu	146	11	to	to	IN
cord-020918-056bvngu	146	12	him	-PRON-	PRP
cord-020918-056bvngu	146	13	'	'	''
cord-020918-056bvngu	146	14	,	,	,
cord-020918-056bvngu	146	15	and	and	CC
cord-020918-056bvngu	146	16	comprises	comprise	VBZ
cord-020918-056bvngu	146	17	the	the	DT
cord-020918-056bvngu	146	18	morphemes	morphemes	JJ
cord-020918-056bvngu	146	19	titu	titu	NNP
cord-020918-056bvngu	146	20	-	-	HYPH
cord-020918-056bvngu	146	21	ka	ka	NNP
cord-020918-056bvngu	146	22	-	-	HYPH
cord-020918-056bvngu	146	23	ki	ki	NNP
cord-020918-056bvngu	146	24	-	-	HYPH
cord-020918-056bvngu	146	25	mu	mu	NNP
cord-020918-056bvngu	146	26	-	-	HYPH
cord-020918-056bvngu	146	27	reet	reet	JJ
cord-020918-056bvngu	146	28	-	-	HYPH
cord-020918-056bvngu	146	29	er	er	JJ
cord-020918-056bvngu	146	30	-	-	HYPH
cord-020918-056bvngu	146	31	a	a	FW
cord-020918-056bvngu	146	32	-	-	HYPH
cord-020918-056bvngu	146	33	ho	ho	NN
cord-020918-056bvngu	146	34	-	-	HYPH
cord-020918-056bvngu	146	35	ga	ga	NNP
cord-020918-056bvngu	146	36	-	-	HYPH
cord-020918-056bvngu	146	37	nu	nu	NNP
cord-020918-056bvngu	146	38	.	.	.
cord-020918-056bvngu	147	1	For	for	IN
cord-020918-056bvngu	147	2	this	this	DT
cord-020918-056bvngu	147	3	reason	reason	NN
cord-020918-056bvngu	147	4	,	,	,
cord-020918-056bvngu	147	5	all	all	DT
cord-020918-056bvngu	147	6	tweets	tweet	NNS
cord-020918-056bvngu	147	7	,	,	,
cord-020918-056bvngu	147	8	despite	despite	IN
cord-020918-056bvngu	147	9	their	-PRON-	PRP$
cord-020918-056bvngu	147	10	length	length	NN
cord-020918-056bvngu	147	11	,	,	,
cord-020918-056bvngu	147	12	were	be	VBD
cord-020918-056bvngu	147	13	included	include	VBN
cord-020918-056bvngu	147	14	in	in	IN
cord-020918-056bvngu	147	15	the	the	DT
cord-020918-056bvngu	147	16	topic	topic	NN
cord-020918-056bvngu	147	17	modeling	modeling	NN
cord-020918-056bvngu	147	18	of	of	IN
cord-020918-056bvngu	147	19	the	the	DT
cord-020918-056bvngu	147	20	mixed	mixed	JJ
cord-020918-056bvngu	147	21	Bantu	Bantu	NNP
cord-020918-056bvngu	147	22	language	language	NN
cord-020918-056bvngu	147	23	dataset	dataset	NN
cord-020918-056bvngu	147	24	.	.	.
cord-020918-056bvngu	148	1	We	-PRON-	PRP
cord-020918-056bvngu	148	2	also	also	RB
cord-020918-056bvngu	148	3	included	include	VBD
cord-020918-056bvngu	148	4	all	all	DT
cord-020918-056bvngu	148	5	tokens	token	NNS
cord-020918-056bvngu	148	6	in	in	IN
cord-020918-056bvngu	148	7	the	the	DT
cord-020918-056bvngu	148	8	mixed	mixed	JJ
cord-020918-056bvngu	148	9	Bantu	Bantu	NNP
cord-020918-056bvngu	148	10	language	language	NN
cord-020918-056bvngu	148	11	dataset	dataset	NN
cord-020918-056bvngu	148	12	during	during	IN
cord-020918-056bvngu	148	13	topic	topic	NN
cord-020918-056bvngu	148	14	modeling	modeling	NN
cord-020918-056bvngu	148	15	.	.	.
cord-020918-056bvngu	149	1	Although	although	IN
cord-020918-056bvngu	149	2	,	,	,
cord-020918-056bvngu	149	3	this	this	DT
cord-020918-056bvngu	149	4	is	be	VBZ
cord-020918-056bvngu	149	5	contrary	contrary	JJ
cord-020918-056bvngu	149	6	to	to	IN
cord-020918-056bvngu	149	7	the	the	DT
cord-020918-056bvngu	149	8	recommended	recommend	VBN
cord-020918-056bvngu	149	9	minimum	minimum	NN
cord-020918-056bvngu	149	10	token	token	NN
cord-020918-056bvngu	149	11	count	count	NN
cord-020918-056bvngu	149	12	of	of	IN
cord-020918-056bvngu	149	13	three	three	CD
cord-020918-056bvngu	149	14	,	,	,
cord-020918-056bvngu	149	15	it	-PRON-	PRP
cord-020918-056bvngu	149	16	was	be	VBD
cord-020918-056bvngu	149	17	done	do	VBN
cord-020918-056bvngu	149	18	because	because	IN
cord-020918-056bvngu	149	19	,	,	,
cord-020918-056bvngu	149	20	as	as	IN
cord-020918-056bvngu	149	21	explained	explain	VBN
cord-020918-056bvngu	149	22	in	in	IN
cord-020918-056bvngu	149	23	Sect	Sect	NNP
cord-020918-056bvngu	149	24	.	.	.
cord-020918-056bvngu	150	1	4.2	4.2	CD
cord-020918-056bvngu	150	2	,	,	,
cord-020918-056bvngu	150	3	a	a	DT
cord-020918-056bvngu	150	4	single	single	JJ
cord-020918-056bvngu	150	5	verb	verb	NN
cord-020918-056bvngu	150	6	stem	stem	NN
cord-020918-056bvngu	150	7	can	can	MD
cord-020918-056bvngu	150	8	be	be	VB
cord-020918-056bvngu	150	9	inflected	inflect	VBN
cord-020918-056bvngu	150	10	into	into	IN
cord-020918-056bvngu	150	11	thousands	thousand	NNS
cord-020918-056bvngu	150	12	of	of	IN
cord-020918-056bvngu	150	13	verb	verb	NN
cord-020918-056bvngu	150	14	forms	form	NNS
cord-020918-056bvngu	150	15	,	,	,
cord-020918-056bvngu	150	16	and	and	CC
cord-020918-056bvngu	150	17	it	-PRON-	PRP
cord-020918-056bvngu	150	18	should	should	MD
cord-020918-056bvngu	150	19	therefore	therefore	RB
cord-020918-056bvngu	150	20	be	be	VB
cord-020918-056bvngu	150	21	expected	expect	VBN
cord-020918-056bvngu	150	22	that	that	IN
cord-020918-056bvngu	150	23	,	,	,
cord-020918-056bvngu	150	24	without	without	IN
cord-020918-056bvngu	150	25	performing	perform	VBG
cord-020918-056bvngu	150	26	verb	verb	NN
cord-020918-056bvngu	150	27	stemming	stem	VBG
cord-020918-056bvngu	150	28	,	,	,
cord-020918-056bvngu	150	29	such	such	JJ
cord-020918-056bvngu	150	30	tokens	token	NNS
cord-020918-056bvngu	150	31	will	will	MD
cord-020918-056bvngu	150	32	be	be	VB
cord-020918-056bvngu	150	33	extremely	extremely	RB
cord-020918-056bvngu	150	34	rare	rare	JJ
cord-020918-056bvngu	150	35	in	in	IN
cord-020918-056bvngu	150	36	the	the	DT
cord-020918-056bvngu	150	37	dataset	dataset	NN
cord-020918-056bvngu	150	38	.	.	.
cord-020918-056bvngu	151	1	From	from	IN
cord-020918-056bvngu	151	2	measuring	measure	VBG
cord-020918-056bvngu	151	3	the	the	DT
cord-020918-056bvngu	151	4	number	number	NN
cord-020918-056bvngu	151	5	of	of	IN
cord-020918-056bvngu	151	6	tokens	token	NNS
cord-020918-056bvngu	151	7	below	below	IN
cord-020918-056bvngu	151	8	the	the	DT
cord-020918-056bvngu	151	9	recommended	recommend	VBN
cord-020918-056bvngu	151	10	threshold	threshold	NN
cord-020918-056bvngu	151	11	count	count	NN
cord-020918-056bvngu	151	12	of	of	IN
cord-020918-056bvngu	151	13	three	three	CD
cord-020918-056bvngu	151	14	in	in	IN
cord-020918-056bvngu	151	15	both	both	DT
cord-020918-056bvngu	151	16	datasets	dataset	NNS
cord-020918-056bvngu	151	17	,	,	,
cord-020918-056bvngu	151	18	we	-PRON-	PRP
cord-020918-056bvngu	151	19	found	find	VBD
cord-020918-056bvngu	151	20	that	that	IN
cord-020918-056bvngu	151	21	72.04	72.04	CD
cord-020918-056bvngu	151	22	%	%	NN
cord-020918-056bvngu	151	23	of	of	IN
cord-020918-056bvngu	151	24	tokens	token	NNS
cord-020918-056bvngu	151	25	in	in	IN
cord-020918-056bvngu	151	26	the	the	DT
cord-020918-056bvngu	151	27	mixed	mixed	JJ
cord-020918-056bvngu	151	28	Bantu	Bantu	NNP
cord-020918-056bvngu	151	29	language	language	NN
cord-020918-056bvngu	151	30	dataset	dataset	NN
cord-020918-056bvngu	151	31	were	be	VBD
cord-020918-056bvngu	151	32	below	below	IN
cord-020918-056bvngu	151	33	this	this	DT
cord-020918-056bvngu	151	34	threshold	threshold	NN
cord-020918-056bvngu	151	35	,	,	,
cord-020918-056bvngu	151	36	compared	compare	VBN
cord-020918-056bvngu	151	37	to	to	IN
cord-020918-056bvngu	151	38	0.00	0.00	CD
cord-020918-056bvngu	151	39	%	%	NN
cord-020918-056bvngu	151	40	in	in	IN
cord-020918-056bvngu	151	41	the	the	DT
cord-020918-056bvngu	151	42	English	english	JJ
cord-020918-056bvngu	151	43	dataset	dataset	NN
cord-020918-056bvngu	151	44	.	.	.
cord-020918-056bvngu	152	1	This	this	DT
cord-020918-056bvngu	152	2	is	be	VBZ
cord-020918-056bvngu	152	3	a	a	DT
cord-020918-056bvngu	152	4	significant	significant	JJ
cord-020918-056bvngu	152	5	result	result	NN
cord-020918-056bvngu	152	6	,	,	,
cord-020918-056bvngu	152	7	again	again	RB
cord-020918-056bvngu	152	8	pointing	point	VBG
cord-020918-056bvngu	152	9	to	to	IN
cord-020918-056bvngu	152	10	the	the	DT
cord-020918-056bvngu	152	11	importance	importance	NN
cord-020918-056bvngu	152	12	of	of	IN
cord-020918-056bvngu	152	13	verb	verb	NN
cord-020918-056bvngu	152	14	stemming	stem	VBG
cord-020918-056bvngu	152	15	during	during	IN
cord-020918-056bvngu	152	16	preprocessing	preprocessing	NN
cord-020918-056bvngu	152	17	.	.	.
cord-020918-056bvngu	153	1	Conversely	conversely	RB
cord-020918-056bvngu	153	2	,	,	,
cord-020918-056bvngu	153	3	the	the	DT
cord-020918-056bvngu	153	4	English	english	JJ
cord-020918-056bvngu	153	5	dataset	dataset	NN
cord-020918-056bvngu	153	6	,	,	,
cord-020918-056bvngu	153	7	which	which	WDT
cord-020918-056bvngu	153	8	was	be	VBD
cord-020918-056bvngu	153	9	not	not	RB
cord-020918-056bvngu	153	10	stemmed	stem	VBN
cord-020918-056bvngu	153	11	either	either	RB
cord-020918-056bvngu	153	12	,	,	,
cord-020918-056bvngu	153	13	does	do	VBZ
cord-020918-056bvngu	153	14	not	not	RB
cord-020918-056bvngu	153	15	show	show	VB
cord-020918-056bvngu	153	16	such	such	PDT
cord-020918-056bvngu	153	17	an	an	DT
cord-020918-056bvngu	153	18	adverse	adverse	JJ
cord-020918-056bvngu	153	19	need	need	NN
cord-020918-056bvngu	153	20	for	for	IN
cord-020918-056bvngu	153	21	it	-PRON-	PRP
cord-020918-056bvngu	153	22	.	.	.
cord-020918-056bvngu	154	1	There	there	EX
cord-020918-056bvngu	154	2	are	be	VBP
cord-020918-056bvngu	154	3	currently	currently	RB
cord-020918-056bvngu	154	4	no	no	DT
cord-020918-056bvngu	154	5	publicly	publicly	RB
cord-020918-056bvngu	154	6	available	available	JJ
cord-020918-056bvngu	154	7	sentiment	sentiment	NN
cord-020918-056bvngu	154	8	analysis	analysis	NN
cord-020918-056bvngu	154	9	implementations	implementation	NNS
cord-020918-056bvngu	154	10	for	for	IN
cord-020918-056bvngu	154	11	any	any	DT
cord-020918-056bvngu	154	12	of	of	IN
cord-020918-056bvngu	154	13	the	the	DT
cord-020918-056bvngu	154	14	Bantu	Bantu	NNP
cord-020918-056bvngu	154	15	languages	language	NNS
cord-020918-056bvngu	154	16	used	use	VBN
cord-020918-056bvngu	154	17	during	during	IN
cord-020918-056bvngu	154	18	this	this	DT
cord-020918-056bvngu	154	19	investigation	investigation	NN
cord-020918-056bvngu	154	20	.	.	.
cord-020918-056bvngu	155	1	However	however	RB
cord-020918-056bvngu	155	2	,	,	,
cord-020918-056bvngu	155	3	we	-PRON-	PRP
cord-020918-056bvngu	155	4	assessed	assess	VBD
cord-020918-056bvngu	155	5	the	the	DT
cord-020918-056bvngu	155	6	currently	currently	RB
cord-020918-056bvngu	155	7	available	available	JJ
cord-020918-056bvngu	155	8	tools	tool	NNS
cord-020918-056bvngu	155	9	to	to	TO
cord-020918-056bvngu	155	10	evaluate	evaluate	VB
cord-020918-056bvngu	155	11	whether	whether	IN
cord-020918-056bvngu	155	12	sentiment	sentiment	NN
cord-020918-056bvngu	155	13	analysis	analysis	NN
cord-020918-056bvngu	155	14	could	could	MD
cord-020918-056bvngu	155	15	be	be	VB
cord-020918-056bvngu	155	16	done	do	VBN
cord-020918-056bvngu	155	17	following	follow	VBG
cord-020918-056bvngu	155	18	the	the	DT
cord-020918-056bvngu	155	19	standard	standard	JJ
cord-020918-056bvngu	155	20	pipeline	pipeline	NN
cord-020918-056bvngu	155	21	.	.	.
cord-020918-056bvngu	156	1	In	in	IN
cord-020918-056bvngu	156	2	Sect	Sect	NNP
cord-020918-056bvngu	156	3	.	.	.
cord-020918-056bvngu	157	1	3	3	CD
cord-020918-056bvngu	157	2	,	,	,
cord-020918-056bvngu	157	3	four	four	CD
cord-020918-056bvngu	157	4	features	feature	NNS
cord-020918-056bvngu	157	5	were	be	VBD
cord-020918-056bvngu	157	6	identified	identify	VBN
cord-020918-056bvngu	157	7	as	as	IN
cord-020918-056bvngu	157	8	important	important	JJ
cord-020918-056bvngu	157	9	for	for	IN
cord-020918-056bvngu	157	10	sentiment	sentiment	NN
cord-020918-056bvngu	157	11	analysis	analysis	NN
cord-020918-056bvngu	157	12	;	;	:
cord-020918-056bvngu	157	13	three	three	CD
cord-020918-056bvngu	157	14	of	of	IN
cord-020918-056bvngu	157	15	these	these	DT
cord-020918-056bvngu	157	16	(	(	-LRB-
cord-020918-056bvngu	157	17	terms	term	NNS
cord-020918-056bvngu	157	18	and	and	CC
cord-020918-056bvngu	157	19	their	-PRON-	PRP$
cord-020918-056bvngu	157	20	frequency	frequency	NN
cord-020918-056bvngu	157	21	,	,	,
cord-020918-056bvngu	157	22	adjectives	adjective	NNS
cord-020918-056bvngu	157	23	,	,	,
cord-020918-056bvngu	157	24	and	and	CC
cord-020918-056bvngu	157	25	opinion	opinion	NN
cord-020918-056bvngu	157	26	words	word	NNS
cord-020918-056bvngu	157	27	and	and	CC
cord-020918-056bvngu	157	28	phrases	phrase	NNS
cord-020918-056bvngu	157	29	)	)	-RRB-
cord-020918-056bvngu	157	30	are	be	VBP
cord-020918-056bvngu	157	31	also	also	RB
cord-020918-056bvngu	157	32	applicable	applicable	JJ
cord-020918-056bvngu	157	33	to	to	IN
cord-020918-056bvngu	157	34	a	a	DT
cord-020918-056bvngu	157	35	Bantu	Bantu	NNP
cord-020918-056bvngu	157	36	language	language	NN
cord-020918-056bvngu	157	37	dataset	dataset	NN
cord-020918-056bvngu	157	38	.	.	.
cord-020918-056bvngu	158	1	However	however	RB
cord-020918-056bvngu	158	2	,	,	,
cord-020918-056bvngu	158	3	if	if	IN
cord-020918-056bvngu	158	4	verb	verb	NN
cord-020918-056bvngu	158	5	stemming	stemming	NN
cord-020918-056bvngu	158	6	is	be	VBZ
cord-020918-056bvngu	158	7	performed	perform	VBN
cord-020918-056bvngu	158	8	during	during	IN
cord-020918-056bvngu	158	9	text	text	NN
cord-020918-056bvngu	158	10	preprocessing	preprocessing	NN
cord-020918-056bvngu	158	11	(	(	-LRB-
cord-020918-056bvngu	158	12	as	as	IN
cord-020918-056bvngu	158	13	we	-PRON-	PRP
cord-020918-056bvngu	158	14	recommend	recommend	VBP
cord-020918-056bvngu	158	15	in	in	IN
cord-020918-056bvngu	158	16	Sect	Sect	NNP
cord-020918-056bvngu	158	17	.	.	.
cord-020918-056bvngu	159	1	4.2	4.2	LS
cord-020918-056bvngu	159	2	)	)	-RRB-
cord-020918-056bvngu	159	3	,	,	,
cord-020918-056bvngu	159	4	negation	negation	NN
cord-020918-056bvngu	159	5	will	will	MD
cord-020918-056bvngu	159	6	present	present	VB
cord-020918-056bvngu	159	7	a	a	DT
cord-020918-056bvngu	159	8	differentiating	differentiate	VBG
cord-020918-056bvngu	159	9	factor	factor	NN
cord-020918-056bvngu	159	10	for	for	IN
cord-020918-056bvngu	159	11	Bantu	Bantu	NNP
cord-020918-056bvngu	159	12	languages	language	NNS
cord-020918-056bvngu	159	13	.	.	.
cord-020918-056bvngu	160	1	This	this	DT
cord-020918-056bvngu	160	2	is	be	VBZ
cord-020918-056bvngu	160	3	because	because	IN
cord-020918-056bvngu	160	4	,	,	,
cord-020918-056bvngu	160	5	for	for	IN
cord-020918-056bvngu	160	6	conjunctively	conjunctively	RB
cord-020918-056bvngu	160	7	written	write	VBN
cord-020918-056bvngu	160	8	languages	language	NNS
cord-020918-056bvngu	160	9	,	,	,
cord-020918-056bvngu	160	10	the	the	DT
cord-020918-056bvngu	160	11	negation	negation	NN
cord-020918-056bvngu	160	12	morpheme(s	morpheme(s	NNP
cord-020918-056bvngu	160	13	)	)	-RRB-
cord-020918-056bvngu	160	14	is	be	VBZ
cord-020918-056bvngu	160	15	agglutinated	agglutinate	VBN
cord-020918-056bvngu	160	16	to	to	IN
cord-020918-056bvngu	160	17	the	the	DT
cord-020918-056bvngu	160	18	verb	verb	NN
cord-020918-056bvngu	160	19	stem	stem	NN
cord-020918-056bvngu	160	20	,	,	,
cord-020918-056bvngu	160	21	while	while	IN
cord-020918-056bvngu	160	22	for	for	IN
cord-020918-056bvngu	160	23	disjunctively	disjunctively	NNP
cord-020918-056bvngu	160	24	written	write	VBN
cord-020918-056bvngu	160	25	languages	language	NNS
cord-020918-056bvngu	160	26	,	,	,
cord-020918-056bvngu	160	27	the	the	DT
cord-020918-056bvngu	160	28	negation	negation	NN
cord-020918-056bvngu	160	29	morpheme	morpheme	NN
cord-020918-056bvngu	160	30	is	be	VBZ
cord-020918-056bvngu	160	31	not	not	RB
cord-020918-056bvngu	160	32	necessarily	necessarily	RB
cord-020918-056bvngu	160	33	only	only	RB
cord-020918-056bvngu	160	34	used	use	VBN
cord-020918-056bvngu	160	35	in	in	IN
cord-020918-056bvngu	160	36	the	the	DT
cord-020918-056bvngu	160	37	context	context	NN
cord-020918-056bvngu	160	38	of	of	IN
cord-020918-056bvngu	160	39	negation	negation	NN
cord-020918-056bvngu	160	40	.	.	.
cord-020918-056bvngu	161	1	Consider	consider	VB
cord-020918-056bvngu	161	2	the	the	DT
cord-020918-056bvngu	161	3	excerpts	excerpt	NNS
cord-020918-056bvngu	161	4	from	from	IN
cord-020918-056bvngu	161	5	the	the	DT
cord-020918-056bvngu	161	6	dataset	dataset	NN
cord-020918-056bvngu	161	7	shown	show	VBN
cord-020918-056bvngu	161	8	in	in	IN
cord-020918-056bvngu	161	9	Table	Table	NNP
cord-020918-056bvngu	161	10	4	4	CD
cord-020918-056bvngu	161	11	5	5	CD
cord-020918-056bvngu	161	12	writing	writing	NN
cord-020918-056bvngu	161	13	styles	style	NNS
cord-020918-056bvngu	161	14	(	(	-LRB-
cord-020918-056bvngu	161	15	the	the	DT
cord-020918-056bvngu	161	16	negation	negation	NN
cord-020918-056bvngu	161	17	morphemes	morpheme	NNS
cord-020918-056bvngu	161	18	are	be	VBP
cord-020918-056bvngu	161	19	underlined	underline	VBN
cord-020918-056bvngu	161	20	and	and	CC
cord-020918-056bvngu	161	21	the	the	DT
cord-020918-056bvngu	161	22	verb	verb	NN
cord-020918-056bvngu	161	23	roots	root	NNS
cord-020918-056bvngu	161	24	are	be	VBP
cord-020918-056bvngu	161	25	in	in	IN
cord-020918-056bvngu	161	26	bold	bold	JJ
cord-020918-056bvngu	161	27	font	font	NN
cord-020918-056bvngu	161	28	)	)	-RRB-
cord-020918-056bvngu	161	29	.	.	.
cord-020918-056bvngu	162	1	In	in	IN
cord-020918-056bvngu	162	2	the	the	DT
cord-020918-056bvngu	162	3	standard	standard	JJ
cord-020918-056bvngu	162	4	pipeline	pipeline	NN
cord-020918-056bvngu	162	5	,	,	,
cord-020918-056bvngu	162	6	sentiment	sentiment	NN
cord-020918-056bvngu	162	7	analysis	analysis	NN
cord-020918-056bvngu	162	8	is	be	VBZ
cord-020918-056bvngu	162	9	performed	perform	VBN
cord-020918-056bvngu	162	10	after	after	IN
cord-020918-056bvngu	162	11	text	text	NN
cord-020918-056bvngu	162	12	preprocessing	preprocessing	NN
cord-020918-056bvngu	162	13	,	,	,
cord-020918-056bvngu	162	14	visualization	visualization	NN
cord-020918-056bvngu	162	15	,	,	,
cord-020918-056bvngu	162	16	clustering	clustering	NN
cord-020918-056bvngu	162	17	,	,	,
cord-020918-056bvngu	162	18	and	and	CC
cord-020918-056bvngu	162	19	topic	topic	NN
cord-020918-056bvngu	162	20	modeling	modeling	NN
cord-020918-056bvngu	162	21	,	,	,
cord-020918-056bvngu	162	22	in	in	IN
cord-020918-056bvngu	162	23	order	order	NN
cord-020918-056bvngu	162	24	to	to	TO
cord-020918-056bvngu	162	25	assess	assess	VB
cord-020918-056bvngu	162	26	the	the	DT
cord-020918-056bvngu	162	27	sentiment	sentiment	NN
cord-020918-056bvngu	162	28	associated	associate	VBN
cord-020918-056bvngu	162	29	within	within	IN
cord-020918-056bvngu	162	30	a	a	DT
cord-020918-056bvngu	162	31	specific	specific	JJ
cord-020918-056bvngu	162	32	cluster	cluster	NN
cord-020918-056bvngu	162	33	or	or	CC
cord-020918-056bvngu	162	34	topic	topic	NN
cord-020918-056bvngu	162	35	.	.	.
cord-020918-056bvngu	163	1	However	however	RB
cord-020918-056bvngu	163	2	,	,	,
cord-020918-056bvngu	163	3	for	for	IN
cord-020918-056bvngu	163	4	Bantu	Bantu	NNP
cord-020918-056bvngu	163	5	languages	language	NNS
cord-020918-056bvngu	163	6	,	,	,
cord-020918-056bvngu	163	7	once	once	RB
cord-020918-056bvngu	163	8	verb	verb	NN
cord-020918-056bvngu	163	9	stemming	stemming	NN
cord-020918-056bvngu	163	10	is	be	VBZ
cord-020918-056bvngu	163	11	performed	perform	VBN
cord-020918-056bvngu	163	12	during	during	IN
cord-020918-056bvngu	163	13	text	text	NN
cord-020918-056bvngu	163	14	preprocessing	preprocessing	NN
cord-020918-056bvngu	163	15	,	,	,
cord-020918-056bvngu	163	16	then	then	RB
cord-020918-056bvngu	163	17	the	the	DT
cord-020918-056bvngu	163	18	verbs	verbs	NN
cord-020918-056bvngu	163	19	in	in	IN
cord-020918-056bvngu	163	20	Table	Table	NNP
cord-020918-056bvngu	163	21	4	4	CD
cord-020918-056bvngu	163	22	are	be	VBP
cord-020918-056bvngu	163	23	reduced	reduce	VBN
cord-020918-056bvngu	163	24	to	to	IN
cord-020918-056bvngu	163	25	their	-PRON-	PRP$
cord-020918-056bvngu	163	26	roots	root	NNS
cord-020918-056bvngu	163	27	(	(	-LRB-
cord-020918-056bvngu	163	28	shown	show	VBN
cord-020918-056bvngu	163	29	in	in	IN
cord-020918-056bvngu	163	30	bold	bold	JJ
cord-020918-056bvngu	163	31	font	font	NN
cord-020918-056bvngu	163	32	)	)	-RRB-
cord-020918-056bvngu	163	33	;	;	:
cord-020918-056bvngu	163	34	thus	thus	RB
cord-020918-056bvngu	163	35	losing	lose	VBG
cord-020918-056bvngu	163	36	the	the	DT
cord-020918-056bvngu	163	37	negation	negation	NN
cord-020918-056bvngu	163	38	morphemes	morpheme	VBN
cord-020918-056bvngu	163	39	ti	ti	NNP
cord-020918-056bvngu	163	40	,	,	,
cord-020918-056bvngu	163	41	ta	ta	NNP
cord-020918-056bvngu	163	42	,	,	,
cord-020918-056bvngu	163	43	ga	ga	NNP
cord-020918-056bvngu	163	44	,	,	,
cord-020918-056bvngu	163	45	and	and	CC
cord-020918-056bvngu	163	46	e.	e.	NNP
cord-020918-056bvngu	163	47	Further	further	JJ
cord-020918-056bvngu	163	48	complexities	complexity	NNS
cord-020918-056bvngu	163	49	during	during	IN
cord-020918-056bvngu	163	50	sentiment	sentiment	NN
cord-020918-056bvngu	163	51	analysis	analysis	NN
cord-020918-056bvngu	163	52	arise	arise	VBP
cord-020918-056bvngu	163	53	from:(1	from:(1	RB
cord-020918-056bvngu	163	54	)	)	-RRB-
cord-020918-056bvngu	164	1	multiple	multiple	JJ
cord-020918-056bvngu	164	2	rules	rule	NNS
cord-020918-056bvngu	164	3	regarding	regard	VBG
cord-020918-056bvngu	164	4	negation	negation	NN
cord-020918-056bvngu	164	5	,	,	,
cord-020918-056bvngu	164	6	and	and	CC
cord-020918-056bvngu	164	7	(	(	-LRB-
cord-020918-056bvngu	164	8	2	2	LS
cord-020918-056bvngu	164	9	)	)	-RRB-
cord-020918-056bvngu	164	10	the	the	DT
cord-020918-056bvngu	164	11	negation	negation	NN
cord-020918-056bvngu	164	12	morpheme	morpheme	NN
cord-020918-056bvngu	164	13	being	be	VBG
cord-020918-056bvngu	164	14	applicable	applicable	JJ
cord-020918-056bvngu	164	15	to	to	IN
cord-020918-056bvngu	164	16	other	other	JJ
cord-020918-056bvngu	164	17	parts	part	NNS
cord-020918-056bvngu	164	18	of	of	IN
cord-020918-056bvngu	164	19	speech	speech	NN
cord-020918-056bvngu	164	20	other	other	JJ
cord-020918-056bvngu	164	21	than	than	IN
cord-020918-056bvngu	164	22	negation	negation	NN
cord-020918-056bvngu	164	23	.	.	.
cord-020918-056bvngu	165	1	For	for	IN
cord-020918-056bvngu	165	2	the	the	DT
cord-020918-056bvngu	165	3	former	former	JJ
cord-020918-056bvngu	165	4	case	case	NN
cord-020918-056bvngu	165	5	,	,	,
cord-020918-056bvngu	165	6	consider	consider	VB
cord-020918-056bvngu	165	7	the	the	DT
cord-020918-056bvngu	165	8	example	example	NN
cord-020918-056bvngu	165	9	of	of	IN
cord-020918-056bvngu	165	10	Runyankore	Runyankore	NNP
cord-020918-056bvngu	165	11	,	,	,
cord-020918-056bvngu	165	12	where	where	WRB
cord-020918-056bvngu	165	13	ti	ti	NNP
cord-020918-056bvngu	165	14	is	be	VBZ
cord-020918-056bvngu	165	15	the	the	DT
cord-020918-056bvngu	165	16	primary	primary	JJ
cord-020918-056bvngu	165	17	negative	negative	NN
cord-020918-056bvngu	165	18	and	and	CC
cord-020918-056bvngu	165	19	ta	ta	NNP
cord-020918-056bvngu	165	20	the	the	DT
cord-020918-056bvngu	165	21	secondary	secondary	JJ
cord-020918-056bvngu	165	22	negative	negative	NN
cord-020918-056bvngu	165	23	;	;	:
cord-020918-056bvngu	165	24	Sepedi	Sepedi	NNP
cord-020918-056bvngu	165	25	,	,	,
cord-020918-056bvngu	165	26	in	in	IN
cord-020918-056bvngu	165	27	addition	addition	NN
cord-020918-056bvngu	165	28	to	to	IN
cord-020918-056bvngu	165	29	the	the	DT
cord-020918-056bvngu	165	30	negation	negation	NN
cord-020918-056bvngu	165	31	morpheme	morpheme	NN
cord-020918-056bvngu	165	32	ga	ga	NNP
cord-020918-056bvngu	165	33	,	,	,
cord-020918-056bvngu	165	34	encodes	encode	VBZ
cord-020918-056bvngu	165	35	negation	negation	NN
cord-020918-056bvngu	165	36	in	in	IN
cord-020918-056bvngu	165	37	the	the	DT
cord-020918-056bvngu	165	38	change	change	NN
cord-020918-056bvngu	165	39	of	of	IN
cord-020918-056bvngu	165	40	the	the	DT
cord-020918-056bvngu	165	41	final	final	JJ
cord-020918-056bvngu	165	42	vowel	vowel	NN
cord-020918-056bvngu	165	43	from	from	IN
cord-020918-056bvngu	165	44	a	a	DT
cord-020918-056bvngu	165	45	to	to	IN
cord-020918-056bvngu	165	46	e.	e.	NNP
cord-020918-056bvngu	165	47	Losing	lose	VBG
cord-020918-056bvngu	165	48	such	such	JJ
cord-020918-056bvngu	165	49	morphemes	morpheme	NNS
cord-020918-056bvngu	165	50	would	would	MD
cord-020918-056bvngu	165	51	in	in	IN
cord-020918-056bvngu	165	52	turn	turn	NN
cord-020918-056bvngu	165	53	skew	skew	VB
cord-020918-056bvngu	165	54	the	the	DT
cord-020918-056bvngu	165	55	results	result	NNS
cord-020918-056bvngu	165	56	on	on	IN
cord-020918-056bvngu	165	57	sentiment	sentiment	NN
cord-020918-056bvngu	165	58	analysis	analysis	NN
cord-020918-056bvngu	165	59	further	further	RB
cord-020918-056bvngu	165	60	down	down	IN
cord-020918-056bvngu	165	61	the	the	DT
cord-020918-056bvngu	165	62	pipeline	pipeline	NN
cord-020918-056bvngu	165	63	.	.	.
cord-020918-056bvngu	166	1	From	from	IN
cord-020918-056bvngu	166	2	the	the	DT
cord-020918-056bvngu	166	3	findings	finding	NNS
cord-020918-056bvngu	166	4	presented	present	VBN
cord-020918-056bvngu	166	5	in	in	IN
cord-020918-056bvngu	166	6	Sect	Sect	NNP
cord-020918-056bvngu	166	7	.	.	.
cord-020918-056bvngu	167	1	4	4	LS
cord-020918-056bvngu	167	2	,	,	,
cord-020918-056bvngu	167	3	we	-PRON-	PRP
cord-020918-056bvngu	167	4	have	have	VBP
cord-020918-056bvngu	167	5	shown	show	VBN
cord-020918-056bvngu	167	6	that	that	IN
cord-020918-056bvngu	167	7	Bantu	Bantu	NNP
cord-020918-056bvngu	167	8	languages	language	NNS
cord-020918-056bvngu	167	9	require	require	VBP
cord-020918-056bvngu	167	10	a	a	DT
cord-020918-056bvngu	167	11	different	different	JJ
cord-020918-056bvngu	167	12	architecture	architecture	NN
cord-020918-056bvngu	167	13	from	from	IN
cord-020918-056bvngu	167	14	the	the	DT
cord-020918-056bvngu	167	15	'	'	``
cord-020918-056bvngu	167	16	standard	standard	NN
cord-020918-056bvngu	167	17	'	'	''
cord-020918-056bvngu	167	18	.	.	.
cord-020918-056bvngu	168	1	We	-PRON-	PRP
cord-020918-056bvngu	168	2	therefore	therefore	RB
cord-020918-056bvngu	168	3	propose	propose	VBP
cord-020918-056bvngu	168	4	an	an	DT
cord-020918-056bvngu	168	5	alternative	alternative	JJ
cord-020918-056bvngu	168	6	architecture	architecture	NN
cord-020918-056bvngu	168	7	shown	show	VBN
cord-020918-056bvngu	168	8	in	in	IN
cord-020918-056bvngu	168	9	Fig	Fig	NNP
cord-020918-056bvngu	168	10	.	.	.
cord-020918-056bvngu	169	1	2	2	LS
cord-020918-056bvngu	169	2	.	.	.
cord-020918-056bvngu	170	1	The	the	DT
cord-020918-056bvngu	170	2	following	follow	VBG
cord-020918-056bvngu	170	3	are	be	VBP
cord-020918-056bvngu	170	4	the	the	DT
cord-020918-056bvngu	170	5	areas	area	NNS
cord-020918-056bvngu	170	6	where	where	WRB
cord-020918-056bvngu	170	7	differences	difference	NNS
cord-020918-056bvngu	170	8	arise	arise	VBP
cord-020918-056bvngu	170	9	(	(	-LRB-
cord-020918-056bvngu	170	10	note	note	VB
cord-020918-056bvngu	170	11	that	that	IN
cord-020918-056bvngu	170	12	the	the	DT
cord-020918-056bvngu	170	13	other	other	JJ
cord-020918-056bvngu	170	14	processes	process	NNS
cord-020918-056bvngu	170	15	maintain	maintain	VBP
cord-020918-056bvngu	170	16	their	-PRON-	PRP$
cord-020918-056bvngu	170	17	original	original	JJ
cord-020918-056bvngu	170	18	placement	placement	NN
cord-020918-056bvngu	170	19	in	in	IN
cord-020918-056bvngu	170	20	Fig	Fig	NNP
cord-020918-056bvngu	170	21	.	.	.
cord-020918-056bvngu	171	1	1	1	LS
cord-020918-056bvngu	171	2	):	):	NN
cord-020918-056bvngu	171	3	(	(	-LRB-
cord-020918-056bvngu	171	4	1	1	CD
cord-020918-056bvngu	171	5	)	)	-RRB-
cord-020918-056bvngu	172	1	During	during	IN
cord-020918-056bvngu	172	2	text	text	NN
cord-020918-056bvngu	172	3	preprocessing	preprocessing	NN
cord-020918-056bvngu	172	4	,	,	,
cord-020918-056bvngu	172	5	identifying	identify	VBG
cord-020918-056bvngu	172	6	the	the	DT
cord-020918-056bvngu	172	7	writing	writing	NN
cord-020918-056bvngu	172	8	style	style	NN
cord-020918-056bvngu	172	9	of	of	IN
cord-020918-056bvngu	172	10	a	a	DT
cord-020918-056bvngu	172	11	language	language	NN
cord-020918-056bvngu	172	12	is	be	VBZ
cord-020918-056bvngu	172	13	done	do	VBN
cord-020918-056bvngu	172	14	first	first	RB
cord-020918-056bvngu	172	15	,	,	,
cord-020918-056bvngu	172	16	to	to	TO
cord-020918-056bvngu	172	17	determine	determine	VB
cord-020918-056bvngu	172	18	whether	whether	IN
cord-020918-056bvngu	172	19	to	to	TO
cord-020918-056bvngu	172	20	perform	perform	VB
cord-020918-056bvngu	172	21	part	part	NN
cord-020918-056bvngu	172	22	-	-	HYPH
cord-020918-056bvngu	172	23	of	of	IN
cord-020918-056bvngu	172	24	-	-	HYPH
cord-020918-056bvngu	172	25	speech	speech	NN
cord-020918-056bvngu	172	26	tagging	tagging	NN
cord-020918-056bvngu	172	27	for	for	IN
cord-020918-056bvngu	172	28	Disjunctively	Disjunctively	NNP
cord-020918-056bvngu	172	29	written	write	VBN
cord-020918-056bvngu	172	30	languages	language	NNS
cord-020918-056bvngu	172	31	or	or	CC
cord-020918-056bvngu	172	32	morphological	morphological	JJ
cord-020918-056bvngu	172	33	analysis	analysis	NN
cord-020918-056bvngu	172	34	for	for	IN
cord-020918-056bvngu	172	35	conjunctively	conjunctively	RB
cord-020918-056bvngu	172	36	written	write	VBN
cord-020918-056bvngu	172	37	languages	language	NNS
cord-020918-056bvngu	172	38	.	.	.
cord-020918-056bvngu	173	1	(	(	-LRB-
cord-020918-056bvngu	173	2	2	2	LS
cord-020918-056bvngu	173	3	)	)	-RRB-
cord-020918-056bvngu	174	1	Next	next	RB
cord-020918-056bvngu	174	2	,	,	,
cord-020918-056bvngu	174	3	part	part	NN
cord-020918-056bvngu	174	4	-	-	HYPH
cord-020918-056bvngu	174	5	of	of	IN
cord-020918-056bvngu	174	6	-	-	HYPH
cord-020918-056bvngu	174	7	speech	speech	NN
cord-020918-056bvngu	174	8	tagging	tagging	NN
cord-020918-056bvngu	174	9	and	and	CC
cord-020918-056bvngu	174	10	morphological	morphological	JJ
cord-020918-056bvngu	174	11	analysis	analysis	NN
cord-020918-056bvngu	174	12	are	be	VBP
cord-020918-056bvngu	174	13	performed	perform	VBN
cord-020918-056bvngu	174	14	to	to	TO
cord-020918-056bvngu	174	15	prevent	prevent	VB
cord-020918-056bvngu	174	16	nouns	noun	NNS
cord-020918-056bvngu	174	17	from	from	IN
cord-020918-056bvngu	174	18	being	be	VBG
cord-020918-056bvngu	174	19	stemmed	stem	VBN
cord-020918-056bvngu	174	20	,	,	,
cord-020918-056bvngu	174	21	thus	thus	RB
cord-020918-056bvngu	174	22	avoiding	avoid	VBG
cord-020918-056bvngu	174	23	the	the	DT
cord-020918-056bvngu	174	24	loss	loss	NN
cord-020918-056bvngu	174	25	of	of	IN
cord-020918-056bvngu	174	26	their	-PRON-	PRP$
cord-020918-056bvngu	174	27	semantics	semantic	NNS
cord-020918-056bvngu	174	28	encoded	encode	VBN
cord-020918-056bvngu	174	29	in	in	IN
cord-020918-056bvngu	174	30	the	the	DT
cord-020918-056bvngu	174	31	noun	noun	NN
cord-020918-056bvngu	174	32	prefix	prefix	NN
cord-020918-056bvngu	174	33	,	,	,
cord-020918-056bvngu	174	34	and	and	CC
cord-020918-056bvngu	174	35	ensure	ensure	VB
cord-020918-056bvngu	174	36	that	that	IN
cord-020918-056bvngu	174	37	verbs	verb	NNS
cord-020918-056bvngu	174	38	and	and	CC
cord-020918-056bvngu	174	39	adjectives	adjective	NNS
cord-020918-056bvngu	174	40	are	be	VBP
cord-020918-056bvngu	174	41	stemmed	stem	VBN
cord-020918-056bvngu	174	42	in	in	IN
cord-020918-056bvngu	174	43	order	order	NN
cord-020918-056bvngu	174	44	to	to	TO
cord-020918-056bvngu	174	45	avoid	avoid	VB
cord-020918-056bvngu	174	46	noise	noise	NN
cord-020918-056bvngu	174	47	in	in	IN
cord-020918-056bvngu	174	48	the	the	DT
cord-020918-056bvngu	174	49	data	datum	NNS
cord-020918-056bvngu	174	50	and	and	CC
cord-020918-056bvngu	174	51	high	high	JJ
cord-020918-056bvngu	174	52	levels	level	NNS
cord-020918-056bvngu	174	53	of	of	IN
cord-020918-056bvngu	174	54	sparsity	sparsity	NN
cord-020918-056bvngu	174	55	in	in	IN
cord-020918-056bvngu	174	56	the	the	DT
cord-020918-056bvngu	174	57	resultant	resultant	JJ
cord-020918-056bvngu	174	58	matrix	matrix	NN
cord-020918-056bvngu	174	59	.	.	.
cord-020918-056bvngu	175	1	(	(	-LRB-
cord-020918-056bvngu	175	2	3	3	LS
cord-020918-056bvngu	175	3	)	)	-RRB-
cord-020918-056bvngu	175	4	Sentiment	sentiment	NN
cord-020918-056bvngu	175	5	analysis	analysis	NN
cord-020918-056bvngu	175	6	is	be	VBZ
cord-020918-056bvngu	175	7	performed	perform	VBN
cord-020918-056bvngu	175	8	during	during	IN
cord-020918-056bvngu	175	9	text	text	NN
cord-020918-056bvngu	175	10	preprocessing	preprocessing	NN
cord-020918-056bvngu	175	11	,	,	,
cord-020918-056bvngu	175	12	before	before	IN
cord-020918-056bvngu	175	13	any	any	DT
cord-020918-056bvngu	175	14	negation	negation	NN
cord-020918-056bvngu	175	15	morphemes	morpheme	NNS
cord-020918-056bvngu	175	16	are	be	VBP
cord-020918-056bvngu	175	17	lost	lose	VBN
cord-020918-056bvngu	175	18	during	during	IN
cord-020918-056bvngu	175	19	verb	verb	NN
cord-020918-056bvngu	175	20	stemming	stemming	NN
cord-020918-056bvngu	175	21	.	.	.
cord-020918-056bvngu	176	1	Further	further	RB
cord-020918-056bvngu	176	2	,	,	,
cord-020918-056bvngu	176	3	it	-PRON-	PRP
cord-020918-056bvngu	176	4	is	be	VBZ
cord-020918-056bvngu	176	5	performed	perform	VBN
cord-020918-056bvngu	176	6	after	after	IN
cord-020918-056bvngu	176	7	part	part	NN
cord-020918-056bvngu	176	8	-	-	HYPH
cord-020918-056bvngu	176	9	of	of	IN
cord-020918-056bvngu	176	10	-	-	HYPH
cord-020918-056bvngu	176	11	speech	speech	NN
cord-020918-056bvngu	176	12	tagging	tagging	NN
cord-020918-056bvngu	176	13	and	and	CC
cord-020918-056bvngu	176	14	morphological	morphological	JJ
cord-020918-056bvngu	176	15	analysis	analysis	NN
cord-020918-056bvngu	176	16	,	,	,
cord-020918-056bvngu	176	17	in	in	IN
cord-020918-056bvngu	176	18	order	order	NN
cord-020918-056bvngu	176	19	to	to	TO
cord-020918-056bvngu	176	20	avoid	avoid	VB
cord-020918-056bvngu	176	21	the	the	DT
cord-020918-056bvngu	176	22	ambiguity	ambiguity	NN
cord-020918-056bvngu	176	23	of	of	IN
cord-020918-056bvngu	176	24	the	the	DT
cord-020918-056bvngu	176	25	negation	negation	NN
cord-020918-056bvngu	176	26	morpheme	morpheme	NN
cord-020918-056bvngu	176	27	identified	identify	VBN
cord-020918-056bvngu	176	28	for	for	IN
cord-020918-056bvngu	176	29	some	some	DT
cord-020918-056bvngu	176	30	disjunctively	disjunctively	NNP
cord-020918-056bvngu	176	31	written	write	VBN
cord-020918-056bvngu	176	32	languages	language	NNS
cord-020918-056bvngu	176	33	,	,	,
cord-020918-056bvngu	176	34	while	while	IN
cord-020918-056bvngu	176	35	also	also	RB
cord-020918-056bvngu	176	36	making	make	VBG
cord-020918-056bvngu	176	37	the	the	DT
cord-020918-056bvngu	176	38	negation	negation	NN
cord-020918-056bvngu	176	39	morpheme	morpheme	NN
cord-020918-056bvngu	176	40	explicit	explicit	JJ
cord-020918-056bvngu	176	41	for	for	IN
cord-020918-056bvngu	176	42	conjunctively	conjunctively	RB
cord-020918-056bvngu	176	43	written	write	VBN
cord-020918-056bvngu	176	44	languages	language	NNS
cord-020918-056bvngu	176	45	.	.	.
cord-020918-056bvngu	177	1	(	(	-LRB-
cord-020918-056bvngu	177	2	4	4	LS
cord-020918-056bvngu	177	3	)	)	-RRB-
cord-020918-056bvngu	177	4	Finally	finally	RB
cord-020918-056bvngu	177	5	,	,	,
cord-020918-056bvngu	177	6	during	during	IN
cord-020918-056bvngu	177	7	topic	topic	NN
cord-020918-056bvngu	177	8	modeling	modeling	NN
cord-020918-056bvngu	177	9	,	,	,
cord-020918-056bvngu	177	10	without	without	IN
cord-020918-056bvngu	177	11	stemming	stem	VBG
cord-020918-056bvngu	177	12	verbs	verb	NNS
cord-020918-056bvngu	177	13	and	and	CC
cord-020918-056bvngu	177	14	adjectives	adjective	NNS
cord-020918-056bvngu	177	15	,	,	,
cord-020918-056bvngu	177	16	the	the	DT
cord-020918-056bvngu	177	17	threshold	threshold	NN
cord-020918-056bvngu	177	18	counts	count	NNS
cord-020918-056bvngu	177	19	should	should	MD
cord-020918-056bvngu	177	20	not	not	RB
cord-020918-056bvngu	177	21	be	be	VB
cord-020918-056bvngu	177	22	applied	apply	VBN
cord-020918-056bvngu	177	23	because	because	IN
cord-020918-056bvngu	177	24	a	a	DT
cord-020918-056bvngu	177	25	significant	significant	JJ
cord-020918-056bvngu	177	26	amount	amount	NN
cord-020918-056bvngu	177	27	of	of	IN
cord-020918-056bvngu	177	28	the	the	DT
cord-020918-056bvngu	177	29	dataset	dataset	NN
cord-020918-056bvngu	177	30	will	will	MD
cord-020918-056bvngu	177	31	be	be	VB
cord-020918-056bvngu	177	32	excluded	exclude	VBN
cord-020918-056bvngu	177	33	.	.	.
cord-020918-056bvngu	178	1	In	in	IN
cord-020918-056bvngu	178	2	this	this	DT
cord-020918-056bvngu	178	3	paper	paper	NN
cord-020918-056bvngu	178	4	,	,	,
cord-020918-056bvngu	178	5	the	the	DT
cord-020918-056bvngu	178	6	standard	standard	JJ
cord-020918-056bvngu	178	7	insights	insight	NNS
cord-020918-056bvngu	178	8	extraction	extraction	NN
cord-020918-056bvngu	178	9	pipeline	pipeline	NN
cord-020918-056bvngu	178	10	was	be	VBD
cord-020918-056bvngu	178	11	evaluated	evaluate	VBN
cord-020918-056bvngu	178	12	for	for	IN
cord-020918-056bvngu	178	13	how	how	WRB
cord-020918-056bvngu	178	14	well	well	RB
cord-020918-056bvngu	178	15	it	-PRON-	PRP
cord-020918-056bvngu	178	16	applies	apply	VBZ
cord-020918-056bvngu	178	17	to	to	IN
cord-020918-056bvngu	178	18	a	a	DT
cord-020918-056bvngu	178	19	grammatically	grammatically	RB
cord-020918-056bvngu	178	20	complex	complex	JJ
cord-020918-056bvngu	178	21	and	and	CC
cord-020918-056bvngu	178	22	under	under	RB
cord-020918-056bvngu	178	23	-	-	HYPH
cord-020918-056bvngu	178	24	resourced	resource	VBN
cord-020918-056bvngu	178	25	family	family	NN
cord-020918-056bvngu	178	26	of	of	IN
cord-020918-056bvngu	178	27	languages	language	NNS
cord-020918-056bvngu	178	28	,	,	,
cord-020918-056bvngu	178	29	Bantu	Bantu	NNP
cord-020918-056bvngu	178	30	languages	language	NNS
cord-020918-056bvngu	178	31	.	.	.
cord-020918-056bvngu	179	1	Seven	seven	CD
cord-020918-056bvngu	179	2	processes	process	NNS
cord-020918-056bvngu	179	3	were	be	VBD
cord-020918-056bvngu	179	4	identified	identify	VBN
cord-020918-056bvngu	179	5	as	as	IN
cord-020918-056bvngu	179	6	belonging	belong	VBG
cord-020918-056bvngu	179	7	to	to	IN
cord-020918-056bvngu	179	8	the	the	DT
cord-020918-056bvngu	179	9	standard	standard	JJ
cord-020918-056bvngu	179	10	pipeline	pipeline	NN
cord-020918-056bvngu	179	11	(	(	-LRB-
cord-020918-056bvngu	179	12	text	text	NN
cord-020918-056bvngu	179	13	preprocessing	preprocessing	NN
cord-020918-056bvngu	179	14	,	,	,
cord-020918-056bvngu	179	15	dimensionality	dimensionality	NN
cord-020918-056bvngu	179	16	reduction	reduction	NN
cord-020918-056bvngu	179	17	,	,	,
cord-020918-056bvngu	179	18	visualization	visualization	NN
cord-020918-056bvngu	179	19	,	,	,
cord-020918-056bvngu	179	20	clustering	clustering	NN
cord-020918-056bvngu	179	21	,	,	,
cord-020918-056bvngu	179	22	topic	topic	NN
cord-020918-056bvngu	179	23	modeling	modeling	NN
cord-020918-056bvngu	179	24	,	,	,
cord-020918-056bvngu	179	25	sentiment	sentiment	NN
cord-020918-056bvngu	179	26	analysis	analysis	NN
cord-020918-056bvngu	179	27	,	,	,
cord-020918-056bvngu	179	28	and	and	CC
cord-020918-056bvngu	179	29	network	network	NN
cord-020918-056bvngu	179	30	graphing	graphing	NN
cord-020918-056bvngu	179	31	)	)	-RRB-
cord-020918-056bvngu	179	32	and	and	CC
cord-020918-056bvngu	179	33	tested	test	VBN
cord-020918-056bvngu	179	34	for	for	IN
cord-020918-056bvngu	179	35	their	-PRON-	PRP$
cord-020918-056bvngu	179	36	effectiveness	effectiveness	NN
cord-020918-056bvngu	179	37	on	on	IN
cord-020918-056bvngu	179	38	two	two	CD
cord-020918-056bvngu	179	39	datasets	dataset	NNS
cord-020918-056bvngu	179	40	of	of	IN
cord-020918-056bvngu	179	41	20,000	20,000	CD
cord-020918-056bvngu	179	42	tweets	tweet	NNS
cord-020918-056bvngu	179	43	each	each	DT
cord-020918-056bvngu	179	44	,	,	,
cord-020918-056bvngu	179	45	one	one	CD
cord-020918-056bvngu	179	46	composed	compose	VBN
cord-020918-056bvngu	179	47	of	of	IN
cord-020918-056bvngu	179	48	English	English	NNP
cord-020918-056bvngu	179	49	and	and	CC
cord-020918-056bvngu	179	50	the	the	DT
cord-020918-056bvngu	179	51	other	other	JJ
cord-020918-056bvngu	179	52	a	a	DT
cord-020918-056bvngu	179	53	mixture	mixture	NN
cord-020918-056bvngu	179	54	of	of	IN
cord-020918-056bvngu	179	55	English	English	NNP
cord-020918-056bvngu	179	56	and	and	CC
cord-020918-056bvngu	179	57	six	six	CD
cord-020918-056bvngu	179	58	Bantu	Bantu	NNP
cord-020918-056bvngu	179	59	languages	language	NNS
cord-020918-056bvngu	179	60	.	.	.
cord-020918-056bvngu	180	1	Results	result	NNS
cord-020918-056bvngu	180	2	showed	show	VBD
cord-020918-056bvngu	180	3	that	that	IN
cord-020918-056bvngu	180	4	:	:	:
cord-020918-056bvngu	180	5	conjunctively	conjunctively	RB
cord-020918-056bvngu	180	6	written	write	VBN
cord-020918-056bvngu	180	7	languages	language	NNS
cord-020918-056bvngu	180	8	should	should	MD
cord-020918-056bvngu	180	9	be	be	VB
cord-020918-056bvngu	180	10	distinguished	distinguish	VBN
cord-020918-056bvngu	180	11	from	from	IN
cord-020918-056bvngu	180	12	disjunctively	disjunctively	NNP
cord-020918-056bvngu	180	13	written	write	VBN
cord-020918-056bvngu	180	14	languages	language	NNS
cord-020918-056bvngu	180	15	,	,	,
cord-020918-056bvngu	180	16	because	because	IN
cord-020918-056bvngu	180	17	they	-PRON-	PRP
cord-020918-056bvngu	180	18	require	require	VBP
cord-020918-056bvngu	180	19	different	different	JJ
cord-020918-056bvngu	180	20	preprocessing	preprocessing	NN
cord-020918-056bvngu	180	21	steps	step	NNS
cord-020918-056bvngu	180	22	;	;	:
cord-020918-056bvngu	180	23	verbs	verb	NNS
cord-020918-056bvngu	180	24	and	and	CC
cord-020918-056bvngu	180	25	adjectives	adjective	NNS
cord-020918-056bvngu	180	26	,	,	,
cord-020918-056bvngu	180	27	but	but	CC
cord-020918-056bvngu	180	28	not	not	RB
cord-020918-056bvngu	180	29	nouns	noun	NNS
cord-020918-056bvngu	180	30	,	,	,
cord-020918-056bvngu	180	31	should	should	MD
cord-020918-056bvngu	180	32	be	be	VB
cord-020918-056bvngu	180	33	stemmed	stem	VBN
cord-020918-056bvngu	180	34	;	;	:
cord-020918-056bvngu	180	35	threshold	threshold	NN
cord-020918-056bvngu	180	36	counts	count	NNS
cord-020918-056bvngu	180	37	should	should	MD
cord-020918-056bvngu	180	38	be	be	VB
cord-020918-056bvngu	180	39	revised	revise	VBN
cord-020918-056bvngu	180	40	during	during	IN
cord-020918-056bvngu	180	41	topic	topic	NN
cord-020918-056bvngu	180	42	modeling	modeling	NN
cord-020918-056bvngu	180	43	;	;	:
cord-020918-056bvngu	180	44	and	and	CC
cord-020918-056bvngu	180	45	sentiment	sentiment	NN
cord-020918-056bvngu	180	46	analysis	analysis	NN
cord-020918-056bvngu	180	47	should	should	MD
cord-020918-056bvngu	180	48	be	be	VB
cord-020918-056bvngu	180	49	done	do	VBN
cord-020918-056bvngu	180	50	before	before	IN
cord-020918-056bvngu	180	51	verb	verb	NN
cord-020918-056bvngu	180	52	stemming	stemming	NN
cord-020918-056bvngu	180	53	,	,	,
cord-020918-056bvngu	180	54	in	in	IN
cord-020918-056bvngu	180	55	order	order	NN
cord-020918-056bvngu	180	56	to	to	TO
cord-020918-056bvngu	180	57	prevent	prevent	VB
cord-020918-056bvngu	180	58	the	the	DT
cord-020918-056bvngu	180	59	loss	loss	NN
cord-020918-056bvngu	180	60	of	of	IN
cord-020918-056bvngu	180	61	the	the	DT
cord-020918-056bvngu	180	62	negation	negation	NN
cord-020918-056bvngu	180	63	morpheme	morpheme	NN
cord-020918-056bvngu	180	64	.	.	.
cord-020918-056bvngu	181	1	Future	future	JJ
cord-020918-056bvngu	181	2	work	work	NN
cord-020918-056bvngu	181	3	will	will	MD
cord-020918-056bvngu	181	4	include	include	VB
cord-020918-056bvngu	181	5	implementing	implement	VBG
cord-020918-056bvngu	181	6	these	these	DT
cord-020918-056bvngu	181	7	recommendations	recommendation	NNS
cord-020918-056bvngu	181	8	and	and	CC
cord-020918-056bvngu	181	9	assessing	assess	VBG
cord-020918-056bvngu	181	10	their	-PRON-	PRP$
cord-020918-056bvngu	181	11	effectiveness	effectiveness	NN
cord-020918-056bvngu	181	12	.	.	.
cord-020918-056bvngu	182	1	But	but	CC
cord-020918-056bvngu	182	2	honestly	honestly	RB
cord-020918-056bvngu	182	3	,	,	,
cord-020918-056bvngu	182	4	who	who	WP
cord-020918-056bvngu	182	5	does	do	VBZ
cord-020918-056bvngu	182	6	not	not	RB
cord-020918-056bvngu	182	7	see	see	VB
cord-020918-056bvngu	182	8	this	this	DT
cord-020918-056bvngu	182	9	'	'	''
cord-020918-056bvngu	182	10	Ka	Ka	NNP
cord-020918-056bvngu	182	11	sepedi	sepedi	NNP
cord-020918-056bvngu	182	12	ga	ga	NNP
cord-020918-056bvngu	182	13	re	re	NNP
cord-020918-056bvngu	182	14	berekise	berekise	NNP
cord-020918-056bvngu	182	15	c	c	NNP
cord-020918-056bvngu	182	16	q	q	NNP
cord-020918-056bvngu	182	17	z	z	NNP
cord-020918-056bvngu	182	18	le	le	NNP
cord-020918-056bvngu	182	19	x	x	NNP
cord-020918-056bvngu	182	20	,	,	,
cord-020918-056bvngu	182	21	'	'	''
cord-020918-056bvngu	182	22	In	in	IN
cord-020918-056bvngu	182	23	sepedi	sepedi	NNP
cord-020918-056bvngu	182	24	,	,	,
cord-020918-056bvngu	182	25	we	-PRON-	PRP
cord-020918-056bvngu	182	26	do	do	VBP
cord-020918-056bvngu	182	27	n't	not	RB
cord-020918-056bvngu	182	28	use	use	VB
cord-020918-056bvngu	182	29	the	the	DT
cord-020918-056bvngu	182	30	letters	letter	NNS
cord-020918-056bvngu	182	31	c	c	NN
cord-020918-056bvngu	182	32	,	,	,
cord-020918-056bvngu	182	33	q	q	NNP
cord-020918-056bvngu	182	34	,	,	,
cord-020918-056bvngu	182	35	z	z	NNP
cord-020918-056bvngu	182	36	,	,	,
cord-020918-056bvngu	182	37	and	and	CC
cord-020918-056bvngu	182	38	x	x	NNP
cord-020918-056bvngu	182	39	'	'	''
cord-020918-056bvngu	182	40	Ga	Ga	NNP
cord-020918-056bvngu	182	41	re	re	NNP
cord-020918-056bvngu	182	42	buwe	buwe	NNP
cord-020918-056bvngu	182	43	sesotho	sesotho	NNP
cord-020918-056bvngu	182	44	mo	mo	NNP
cord-020918-056bvngu	182	45	limpopo	limpopo	NNP
cord-020918-056bvngu	182	46	Social	Social	NNP
cord-020918-056bvngu	182	47	Media	Media	NNP
cord-020918-056bvngu	182	48	Marketing	Marketing	NNP
cord-020918-056bvngu	182	49	:	:	:
cord-020918-056bvngu	182	50	The	the	DT
cord-020918-056bvngu	182	51	Case	Case	NNP
cord-020918-056bvngu	182	52	of	of	IN
cord-020918-056bvngu	182	53	Africa	Africa	NNP
cord-020918-056bvngu	182	54	Revisiting	revisit	VBG
cord-020918-056bvngu	182	55	k	k	NN
cord-020918-056bvngu	182	56	-	-	HYPH
cord-020918-056bvngu	182	57	means	mean	NNS
cord-020918-056bvngu	182	58	and	and	CC
cord-020918-056bvngu	182	59	topic	topic	NN
cord-020918-056bvngu	182	60	modeling	modeling	NN
cord-020918-056bvngu	182	61	:	:	:
cord-020918-056bvngu	182	62	a	a	DT
cord-020918-056bvngu	182	63	comparison	comparison	NN
cord-020918-056bvngu	182	64	study	study	NN
cord-020918-056bvngu	182	65	to	to	TO
cord-020918-056bvngu	182	66	cluster	cluster	VB
cord-020918-056bvngu	182	67	arabic	arabic	JJ
cord-020918-056bvngu	182	68	documents	document	NNS
cord-020918-056bvngu	182	69	Text	Text	NNP
cord-020918-056bvngu	182	70	clustering	cluster	VBG
cord-020918-056bvngu	182	71	with	with	IN
cord-020918-056bvngu	182	72	local	local	JJ
cord-020918-056bvngu	182	73	semantic	semantic	JJ
cord-020918-056bvngu	182	74	kernel	kernel	NN
cord-020918-056bvngu	182	75	Social	Social	NNP
cord-020918-056bvngu	182	76	network	network	NN
cord-020918-056bvngu	182	77	analysis	analysis	NN
cord-020918-056bvngu	182	78	using	use	VBG
cord-020918-056bvngu	182	79	topic	topic	NN
cord-020918-056bvngu	182	80	models	model	NNS
cord-020918-056bvngu	182	81	Topical	topical	JJ
cord-020918-056bvngu	182	82	clustering	clustering	NN
cord-020918-056bvngu	182	83	of	of	IN
cord-020918-056bvngu	182	84	tweets	tweet	NNS
cord-020918-056bvngu	182	85	Cluster	cluster	NN
cord-020918-056bvngu	182	86	preserving	preserve	VBG
cord-020918-056bvngu	182	87	dimension	dimension	NN
cord-020918-056bvngu	182	88	reduction	reduction	NN
cord-020918-056bvngu	182	89	methods	method	NNS
cord-020918-056bvngu	182	90	for	for	IN
cord-020918-056bvngu	182	91	document	document	NN
cord-020918-056bvngu	182	92	classification	classification	NN
cord-020918-056bvngu	182	93	Non	non	JJ
cord-020918-056bvngu	182	94	-	-	JJ
cord-020918-056bvngu	182	95	negative	negative	JJ
cord-020918-056bvngu	182	96	matrix	matrix	NN
cord-020918-056bvngu	182	97	factorization	factorization	NN
cord-020918-056bvngu	182	98	with	with	IN
cord-020918-056bvngu	182	99	sparsity	sparsity	NN
cord-020918-056bvngu	182	100	constraints	constraint	NNS
cord-020918-056bvngu	182	101	Internet	internet	NN
cord-020918-056bvngu	182	102	World	world	NN
cord-020918-056bvngu	182	103	Stats	Stats	NNPS
cord-020918-056bvngu	182	104	:	:	:
cord-020918-056bvngu	182	105	Africa	Africa	NNP
cord-020918-056bvngu	182	106	Internet	internet	NN
cord-020918-056bvngu	182	107	user	user	NN
cord-020918-056bvngu	182	108	stats	stat	NNS
cord-020918-056bvngu	182	109	in	in	IN
cord-020918-056bvngu	182	110	2019	2019	CD
cord-020918-056bvngu	182	111	population	population	NN
cord-020918-056bvngu	182	112	by	by	IN
cord-020918-056bvngu	182	113	country	country	NN
cord-020918-056bvngu	183	1	A	a	DT
cord-020918-056bvngu	183	2	Users	user	NNS
cord-020918-056bvngu	183	3	Guide	Guide	NNP
cord-020918-056bvngu	183	4	to	to	IN
cord-020918-056bvngu	183	5	Principal	Principal	NNP
cord-020918-056bvngu	183	6	Components	Components	NNP
cord-020918-056bvngu	183	7	Analysis	Analysis	NNP
cord-020918-056bvngu	183	8	Principal	Principal	NNP
cord-020918-056bvngu	183	9	component	component	NN
cord-020918-056bvngu	183	10	analysis	analysis	NN
cord-020918-056bvngu	183	11	:	:	:
cord-020918-056bvngu	183	12	a	a	DT
cord-020918-056bvngu	183	13	review	review	NN
cord-020918-056bvngu	183	14	and	and	CC
cord-020918-056bvngu	183	15	recent	recent	JJ
cord-020918-056bvngu	183	16	developments	development	NNS
cord-020918-056bvngu	184	1	Bantu	bantu	JJ
cord-020918-056bvngu	184	2	nominal	nominal	JJ
cord-020918-056bvngu	184	3	morphology	morphology	NN
cord-020918-056bvngu	184	4	Promoting	promote	VBG
cord-020918-056bvngu	184	5	content	content	NN
cord-020918-056bvngu	184	6	in	in	IN
cord-020918-056bvngu	184	7	Africa	Africa	NNP
cord-020918-056bvngu	184	8	Sparse	Sparse	NNP
cord-020918-056bvngu	184	9	nonnegative	nonnegative	JJ
cord-020918-056bvngu	184	10	matrix	matrix	NN
cord-020918-056bvngu	184	11	factorization	factorization	NN
cord-020918-056bvngu	184	12	for	for	IN
cord-020918-056bvngu	184	13	clustering	cluster	VBG
cord-020918-056bvngu	184	14	Nonnegative	Nonnegative	NNP
cord-020918-056bvngu	184	15	matrix	matrix	NN
cord-020918-056bvngu	184	16	factorization	factorization	NN
cord-020918-056bvngu	184	17	for	for	IN
cord-020918-056bvngu	184	18	interactive	interactive	JJ
cord-020918-056bvngu	184	19	topic	topic	NN
cord-020918-056bvngu	184	20	modeling	modeling	NN
cord-020918-056bvngu	184	21	and	and	CC
cord-020918-056bvngu	184	22	document	document	NN
cord-020918-056bvngu	184	23	clustering	clustering	NN
cord-020918-056bvngu	184	24	Extracting	extract	VBG
cord-020918-056bvngu	184	25	and	and	CC
cord-020918-056bvngu	184	26	evaluating	evaluate	VBG
cord-020918-056bvngu	184	27	conversational	conversational	JJ
cord-020918-056bvngu	184	28	patterns	pattern	NNS
cord-020918-056bvngu	184	29	in	in	IN
cord-020918-056bvngu	184	30	social	social	JJ
cord-020918-056bvngu	184	31	media	medium	NNS
cord-020918-056bvngu	184	32	:	:	:
cord-020918-056bvngu	184	33	a	a	DT
cord-020918-056bvngu	184	34	socio	socio	JJ
cord-020918-056bvngu	184	35	-	-	HYPH
cord-020918-056bvngu	184	36	semantic	semantic	JJ
cord-020918-056bvngu	184	37	analysis	analysis	NN
cord-020918-056bvngu	184	38	of	of	IN
cord-020918-056bvngu	184	39	customers	customer	NNS
cord-020918-056bvngu	184	40	'	'	POS
cord-020918-056bvngu	184	41	reactions	reaction	NNS
cord-020918-056bvngu	184	42	to	to	IN
cord-020918-056bvngu	184	43	the	the	DT
cord-020918-056bvngu	184	44	launch	launch	NN
cord-020918-056bvngu	184	45	of	of	IN
cord-020918-056bvngu	184	46	new	new	JJ
cord-020918-056bvngu	184	47	products	product	NNS
cord-020918-056bvngu	184	48	using	use	VBG
cord-020918-056bvngu	184	49	Twitter	Twitter	NNP
cord-020918-056bvngu	184	50	streams	stream	NNS
cord-020918-056bvngu	185	1	A	a	DT
cord-020918-056bvngu	185	2	survey	survey	NN
cord-020918-056bvngu	185	3	of	of	IN
cord-020918-056bvngu	185	4	opinion	opinion	NN
cord-020918-056bvngu	185	5	mining	mining	NN
cord-020918-056bvngu	185	6	and	and	CC
cord-020918-056bvngu	185	7	sentiment	sentiment	NN
cord-020918-056bvngu	185	8	analysis	analysis	NN
cord-020918-056bvngu	186	1	A	a	DT
cord-020918-056bvngu	186	2	comparative	comparative	JJ
cord-020918-056bvngu	186	3	study	study	NN
cord-020918-056bvngu	186	4	of	of	IN
cord-020918-056bvngu	186	5	bantu	bantu	NNP
cord-020918-056bvngu	186	6	noun	noun	NN
cord-020918-056bvngu	186	7	classes	class	VBZ
cord-020918-056bvngu	186	8	Dimensionality	Dimensionality	NNP
cord-020918-056bvngu	186	9	reduction	reduction	NN
cord-020918-056bvngu	186	10	for	for	IN
cord-020918-056bvngu	186	11	text	text	NN
cord-020918-056bvngu	186	12	using	use	VBG
cord-020918-056bvngu	186	13	domain	domain	NN
cord-020918-056bvngu	186	14	knowledge	knowledge	NN
cord-020918-056bvngu	186	15	Information	information	NN
cord-020918-056bvngu	186	16	circulation	circulation	NN
cord-020918-056bvngu	186	17	in	in	IN
cord-020918-056bvngu	186	18	times	time	NNS
cord-020918-056bvngu	186	19	of	of	IN
cord-020918-056bvngu	186	20	Ebola	Ebola	NNP
cord-020918-056bvngu	186	21	:	:	:
cord-020918-056bvngu	187	1	Twitter	Twitter	NNP
cord-020918-056bvngu	187	2	and	and	CC
cord-020918-056bvngu	187	3	the	the	DT
cord-020918-056bvngu	187	4	sexual	sexual	JJ
cord-020918-056bvngu	187	5	transmission	transmission	NN
cord-020918-056bvngu	187	6	of	of	IN
cord-020918-056bvngu	187	7	Ebolaby	Ebolaby	NNP
cord-020918-056bvngu	187	8	survivors	survivor	NNS
cord-020918-056bvngu	187	9	Aspect	aspect	NN
cord-020918-056bvngu	187	10	and	and	CC
cord-020918-056bvngu	187	11	tense	tense	JJ
cord-020918-056bvngu	187	12	in	in	IN
cord-020918-056bvngu	187	13	bantu	bantu	NNP
cord-020918-056bvngu	187	14	languages	language	NNS
cord-020918-056bvngu	188	1	Introduction	introduction	NN
cord-020918-056bvngu	188	2	Sparse	sparse	JJ
cord-020918-056bvngu	188	3	non	non	JJ
cord-020918-056bvngu	188	4	-	-	JJ
cord-020918-056bvngu	188	5	negative	negative	JJ
cord-020918-056bvngu	188	6	matrix	matrix	NN
cord-020918-056bvngu	188	7	factorization	factorization	NN
cord-020918-056bvngu	188	8	using	use	VBG
cord-020918-056bvngu	188	9	l0-constraints	l0-constraint	VBZ
cord-020918-056bvngu	188	10	Derivation	Derivation	NNP
cord-020918-056bvngu	188	11	A	a	DT
cord-020918-056bvngu	188	12	comparison	comparison	NN
cord-020918-056bvngu	188	13	of	of	IN
cord-020918-056bvngu	188	14	approaches	approach	NNS
cord-020918-056bvngu	188	15	to	to	IN
cord-020918-056bvngu	188	16	word	word	NN
cord-020918-056bvngu	188	17	class	class	NN
cord-020918-056bvngu	188	18	tagging	tagging	NN
cord-020918-056bvngu	188	19	:	:	:
cord-020918-056bvngu	189	1	conjunctively	conjunctively	NNP
cord-020918-056bvngu	189	2	versus	versus	IN
cord-020918-056bvngu	189	3	disjunctively	disjunctively	RB
cord-020918-056bvngu	189	4	written	write	VBN
cord-020918-056bvngu	189	5	Bantu	Bantu	NNP
cord-020918-056bvngu	189	6	languages	language	NNS
cord-020918-056bvngu	190	1	What	what	WP
cord-020918-056bvngu	190	2	patients	patient	NNS
cord-020918-056bvngu	190	3	can	can	MD
cord-020918-056bvngu	190	4	tell	tell	VB
cord-020918-056bvngu	190	5	us	-PRON-	PRP
cord-020918-056bvngu	190	6	:	:	:
cord-020918-056bvngu	190	7	topic	topic	NN
cord-020918-056bvngu	190	8	analysis	analysis	NN
cord-020918-056bvngu	190	9	for	for	IN
cord-020918-056bvngu	190	10	social	social	JJ
cord-020918-056bvngu	190	11	media	medium	NNS
cord-020918-056bvngu	190	12	on	on	IN
cord-020918-056bvngu	190	13	breast	breast	NN
cord-020918-056bvngu	190	14	cancer	cancer	NN
cord-020918-056bvngu	190	15	Approaches	approach	NNS
cord-020918-056bvngu	190	16	for	for	IN
cord-020918-056bvngu	190	17	sentiment	sentiment	NN
cord-020918-056bvngu	190	18	analysis	analysis	NN
cord-020918-056bvngu	190	19	on	on	IN
cord-020918-056bvngu	190	20	Twitter	Twitter	NNP
cord-020918-056bvngu	190	21	:	:	:
cord-020918-056bvngu	190	22	a	a	DT
cord-020918-056bvngu	190	23	state	state	NN
cord-020918-056bvngu	190	24	-	-	HYPH
cord-020918-056bvngu	190	25	ofart	ofart	NN
cord-020918-056bvngu	190	26	study	study	NN
cord-020918-056bvngu	190	27	Tense	Tense	NNP
cord-020918-056bvngu	190	28	and	and	CC
cord-020918-056bvngu	190	29	Aspect	Aspect	NNP
cord-020918-056bvngu	190	30	in	in	IN
cord-020918-056bvngu	190	31	Runyankore	Runyankore	NNP
cord-020918-056bvngu	190	32	-	-	HYPH
cord-020918-056bvngu	190	33	Rukiga	Rukiga	NNP
cord-020918-056bvngu	190	34	:	:	:
cord-020918-056bvngu	190	35	Linguistic	Linguistic	NNP
cord-020918-056bvngu	190	36	Resources	Resources	NNPS
cord-020918-056bvngu	190	37	and	and	CC
cord-020918-056bvngu	190	38	Analysis	Analysis	NNP
cord-020918-056bvngu	190	39	.	.	.
cord-020918-056bvngu	191	1	Master	Master	NNP
cord-020918-056bvngu	191	2	's	's	POS
cord-020918-056bvngu	191	3	thesis	thesis	NN
cord-020918-056bvngu	192	1	A	a	DT
cord-020918-056bvngu	192	2	review	review	NN
cord-020918-056bvngu	192	3	of	of	IN
cord-020918-056bvngu	192	4	non	non	JJ
cord-020918-056bvngu	192	5	-	-	JJ
cord-020918-056bvngu	192	6	negative	negative	JJ
cord-020918-056bvngu	192	7	matrix	matrix	NN
cord-020918-056bvngu	192	8	factorization	factorization	NN
cord-020918-056bvngu	192	9	methods	method	NNS
cord-020918-056bvngu	192	10	for	for	IN
cord-020918-056bvngu	192	11	clustering	cluster	VBG
cord-020918-056bvngu	192	12	High	high	JJ
cord-020918-056bvngu	192	13	-	-	HYPH
cord-020918-056bvngu	192	14	dimensional	dimensional	JJ
cord-020918-056bvngu	192	15	data	datum	NNS
cord-020918-056bvngu	192	16	using	use	VBG
cord-020918-056bvngu	192	17	t	t	NNP
cord-020918-056bvngu	192	18	-	-	HYPH
cord-020918-056bvngu	192	19	SNE	SNE	NNP
cord-020918-056bvngu	192	20	Dimensionality	Dimensionality	NNP
cord-020918-056bvngu	192	21	reduction	reduction	NN
cord-020918-056bvngu	192	22	:	:	:
cord-020918-056bvngu	192	23	a	a	DT
cord-020918-056bvngu	192	24	comparative	comparative	JJ
cord-020918-056bvngu	192	25	review	review	NN
cord-020918-056bvngu	192	26	.	.	.
cord-020918-056bvngu	193	1	Tiburg	Tiburg	NNP
cord-020918-056bvngu	193	2	Centre	Centre	NNP
cord-020918-056bvngu	193	3	for	for	IN
cord-020918-056bvngu	193	4	Creative	Creative	NNP
cord-020918-056bvngu	193	5	Computing	Computing	NNP
cord-020918-056bvngu	193	6	Computer	Computer	NNP
cord-020918-056bvngu	193	7	assisted	assist	VBD
cord-020918-056bvngu	193	8	text	text	NN
cord-020918-056bvngu	193	9	analysis	analysis	NN
cord-020918-056bvngu	193	10	for	for	IN
cord-020918-056bvngu	193	11	social	social	NNP
cord-020918-056bvngu	193	12	science	science	NNP
cord-020918-056bvngu	193	13	:	:	:
cord-020918-056bvngu	193	14	topic	topic	NN
cord-020918-056bvngu	193	15	models	model	NNS
cord-020918-056bvngu	193	16	and	and	CC
cord-020918-056bvngu	193	17	beyond	beyond	IN
cord-020918-056bvngu	193	18	.	.	.
cord-020918-056bvngu	194	1	Computation	computation	NN
cord-020918-056bvngu	194	2	,	,	,
cord-020918-056bvngu	194	3	and	and	CC
cord-020918-056bvngu	194	4	Language	Language	NNP
cord-020918-056bvngu	194	5	A	a	DT
cord-020918-056bvngu	194	6	survey	survey	NN
cord-020918-056bvngu	194	7	on	on	IN
cord-020918-056bvngu	194	8	visual	visual	JJ
cord-020918-056bvngu	194	9	analytics	analytic	NNS
cord-020918-056bvngu	194	10	of	of	IN
cord-020918-056bvngu	194	11	social	social	JJ
cord-020918-056bvngu	194	12	media	medium	NNS
cord-020918-056bvngu	194	13	data	datum	NNS
cord-020918-056bvngu	195	1	A	a	DT
cord-020918-056bvngu	195	2	comparative	comparative	JJ
cord-020918-056bvngu	195	3	study	study	NN
cord-020918-056bvngu	195	4	of	of	IN
cord-020918-056bvngu	195	5	topic	topic	NN
cord-020918-056bvngu	195	6	models	model	NNS
cord-020918-056bvngu	195	7	for	for	IN
cord-020918-056bvngu	195	8	topic	topic	NN
cord-020918-056bvngu	195	9	clustering	clustering	NN
cord-020918-056bvngu	195	10	of	of	IN
cord-020918-056bvngu	195	11	Chinese	chinese	JJ
cord-020918-056bvngu	195	12	web	web	NN
cord-020918-056bvngu	195	13	news	news	NN
cord-020918-056bvngu	195	14	Survey	Survey	NNP
cord-020918-056bvngu	195	15	of	of	IN
cord-020918-056bvngu	195	16	clustering	cluster	VBG
cord-020918-056bvngu	195	17	algorithms	algorithm	NNS