id	sid	tid	token	lemma	pos
jbi-7600	1	1	biodiversity	biodiversity	NOUN
jbi-7600	1	2	informatics	informatic	NOUN
jbi-7600	1	3	,	,	PUNCT
jbi-7600	1	4	training	training	NOUN
jbi-7600	1	5	modules	module	NOUN
jbi-7600	1	6	,	,	PUNCT
jbi-7600	1	7	13	13	NUM
jbi-7600	1	8	,	,	PUNCT
jbi-7600	1	9	2018	2018	NUM
jbi-7600	1	10	,	,	PUNCT
jbi-7600	1	11	pp	pp	ADJ
jbi-7600	1	12	.	.	PUNCT
jbi-7600	2	1	49	49	NUM
jbi-7600	2	2	-	-	SYM
jbi-7600	2	3	50	50	NUM
jbi-7600	2	4	49	49	NUM
jbi-7600	2	5	sample	sample	NOUN
jbi-7600	2	6	data	datum	NOUN
jbi-7600	2	7	and	and	CCONJ
jbi-7600	2	8	training	training	NOUN
jbi-7600	2	9	modules	module	NOUN
jbi-7600	2	10	for	for	ADP
jbi-7600	2	11	cleaning	clean	VERB
jbi-7600	2	12	biodiversity	biodiversity	NOUN
jbi-7600	2	13	information	information	NOUN
jbi-7600	2	14	marlon	marlon	PROPN
jbi-7600	2	15	e.	e.	PROPN
jbi-7600	2	16	cobos	cobos	PROPN
jbi-7600	2	17	,	,	PUNCT
jbi-7600	2	18	laura	laura	PROPN
jbi-7600	2	19	jiménez	jiménez	PROPN
jbi-7600	2	20	,	,	PUNCT
jbi-7600	2	21	claudia	claudia	PROPN
jbi-7600	2	22	nuñez	nuñez	PROPN
jbi-7600	2	23	-	-	PUNCT
jbi-7600	2	24	penichet	penichet	NOUN
jbi-7600	2	25	,	,	PUNCT
jbi-7600	2	26	daniel	daniel	PROPN
jbi-7600	2	27	romero	romero	PROPN
jbi-7600	2	28	-	-	PUNCT
jbi-7600	2	29	alvarez	alvarez	PROPN
jbi-7600	2	30	,	,	PUNCT
jbi-7600	2	31	marianna	marianna	PROPN
jbi-7600	2	32	simões	simões	PROPN
jbi-7600	2	33	department	department	PROPN
jbi-7600	2	34	of	of	ADP
jbi-7600	2	35	ecology	ecology	NOUN
jbi-7600	2	36	and	and	CCONJ
jbi-7600	2	37	evolutionary	evolutionary	ADJ
jbi-7600	2	38	biology	biology	NOUN
jbi-7600	2	39	and	and	CCONJ
jbi-7600	2	40	biodiversity	biodiversity	NOUN
jbi-7600	2	41	institute	institute	NOUN
jbi-7600	2	42	,	,	PUNCT
jbi-7600	2	43	university	university	PROPN
jbi-7600	2	44	of	of	ADP
jbi-7600	2	45	kansas	kansas	PROPN
jbi-7600	2	46	,	,	PUNCT
jbi-7600	2	47	lawrence	lawrence	PROPN
jbi-7600	2	48	,	,	PUNCT
jbi-7600	2	49	ks	ks	PROPN
jbi-7600	2	50	,	,	PUNCT
jbi-7600	2	51	usa	usa	PROPN
jbi-7600	2	52	abstract.—large	abstract.—large	NUM
jbi-7600	2	53	-	-	PUNCT
jbi-7600	2	54	scale	scale	NOUN
jbi-7600	2	55	biodiversity	biodiversity	NOUN
jbi-7600	2	56	databases	database	NOUN
jbi-7600	2	57	have	have	AUX
jbi-7600	2	58	become	become	VERB
jbi-7600	2	59	crucial	crucial	ADJ
jbi-7600	2	60	information	information	NOUN
jbi-7600	2	61	sources	source	NOUN
jbi-7600	2	62	in	in	ADP
jbi-7600	2	63	many	many	ADJ
jbi-7600	2	64	analyses	analysis	NOUN
jbi-7600	2	65	in	in	ADP
jbi-7600	2	66	biogeography	biogeography	NOUN
jbi-7600	2	67	,	,	PUNCT
jbi-7600	2	68	macroecology	macroecology	NOUN
jbi-7600	2	69	,	,	PUNCT
jbi-7600	2	70	and	and	CCONJ
jbi-7600	2	71	conservation	conservation	NOUN
jbi-7600	2	72	biology	biology	NOUN
jbi-7600	2	73	,	,	PUNCT
jbi-7600	2	74	often	often	ADV
jbi-7600	2	75	involving	involve	VERB
jbi-7600	2	76	development	development	NOUN
jbi-7600	2	77	of	of	ADP
jbi-7600	2	78	empirical	empirical	ADJ
jbi-7600	2	79	models	model	NOUN
jbi-7600	2	80	of	of	ADP
jbi-7600	2	81	species	specie	NOUN
jbi-7600	2	82	’	'	PUNCT
jbi-7600	2	83	ecological	ecological	ADJ
jbi-7600	2	84	niches	niche	NOUN
jbi-7600	2	85	and	and	CCONJ
jbi-7600	2	86	predictions	prediction	NOUN
jbi-7600	2	87	of	of	ADP
jbi-7600	2	88	their	their	PRON
jbi-7600	2	89	geographic	geographic	ADJ
jbi-7600	2	90	distributions	distribution	NOUN
jbi-7600	2	91	.	.	PUNCT
jbi-7600	3	1	these	these	DET
jbi-7600	3	2	analyses	analysis	NOUN
jbi-7600	3	3	,	,	PUNCT
jbi-7600	3	4	however	however	ADV
jbi-7600	3	5	,	,	PUNCT
jbi-7600	3	6	can	can	AUX
jbi-7600	3	7	be	be	AUX
jbi-7600	3	8	impaired	impair	VERB
jbi-7600	3	9	by	by	ADP
jbi-7600	3	10	the	the	DET
jbi-7600	3	11	presence	presence	NOUN
jbi-7600	3	12	of	of	ADP
jbi-7600	3	13	errors	error	NOUN
jbi-7600	3	14	,	,	PUNCT
jbi-7600	3	15	particularly	particularly	ADV
jbi-7600	3	16	as	as	SCONJ
jbi-7600	3	17	regards	regard	VERB
jbi-7600	3	18	taxonomic	taxonomic	ADJ
jbi-7600	3	19	identifications	identification	NOUN
jbi-7600	3	20	and	and	CCONJ
jbi-7600	3	21	accurate	accurate	ADJ
jbi-7600	3	22	geographic	geographic	ADJ
jbi-7600	3	23	coordinates	coordinate	NOUN
jbi-7600	3	24	.	.	PUNCT
jbi-7600	4	1	here	here	ADV
jbi-7600	4	2	,	,	PUNCT
jbi-7600	4	3	we	we	PRON
jbi-7600	4	4	present	present	VERB
jbi-7600	4	5	an	an	DET
jbi-7600	4	6	introductory	introductory	ADJ
jbi-7600	4	7	data	data	NOUN
jbi-7600	4	8	-	-	PUNCT
jbi-7600	4	9	cleaning	clean	VERB
jbi-7600	4	10	exercise	exercise	NOUN
jbi-7600	4	11	based	base	VERB
jbi-7600	4	12	on	on	ADP
jbi-7600	4	13	two	two	NUM
jbi-7600	4	14	contrasting	contrast	VERB
jbi-7600	4	15	datasets	dataset	NOUN
jbi-7600	4	16	;	;	PUNCT
jbi-7600	4	17	we	we	PRON
jbi-7600	4	18	link	link	VERB
jbi-7600	4	19	these	these	DET
jbi-7600	4	20	example	example	NOUN
jbi-7600	4	21	data	datum	NOUN
jbi-7600	4	22	with	with	ADP
jbi-7600	4	23	a	a	DET
jbi-7600	4	24	step	step	NOUN
jbi-7600	4	25	-	-	PUNCT
jbi-7600	4	26	by	by	ADP
jbi-7600	4	27	-	-	PUNCT
jbi-7600	4	28	step	step	NOUN
jbi-7600	4	29	guide	guide	NOUN
jbi-7600	4	30	to	to	ADP
jbi-7600	4	31	overcoming	overcome	VERB
jbi-7600	4	32	these	these	DET
jbi-7600	4	33	problems	problem	NOUN
jbi-7600	4	34	and	and	CCONJ
jbi-7600	4	35	improving	improve	VERB
jbi-7600	4	36	data	datum	NOUN
jbi-7600	4	37	quality	quality	NOUN
jbi-7600	4	38	for	for	ADP
jbi-7600	4	39	analyses	analysis	NOUN
jbi-7600	4	40	based	base	VERB
jbi-7600	4	41	on	on	ADP
jbi-7600	4	42	these	these	DET
jbi-7600	4	43	data	datum	NOUN
jbi-7600	4	44	.	.	PUNCT
jbi-7600	5	1	key	key	ADJ
jbi-7600	5	2	words	word	NOUN
jbi-7600	5	3	:	:	PUNCT
jbi-7600	5	4	accuracy	accuracy	NOUN
jbi-7600	5	5	,	,	PUNCT
jbi-7600	5	6	data	datum	NOUN
jbi-7600	5	7	cleaning	cleaning	NOUN
jbi-7600	5	8	,	,	PUNCT
jbi-7600	5	9	error	error	NOUN
jbi-7600	5	10	,	,	PUNCT
jbi-7600	5	11	redundancy	redundancy	NOUN
jbi-7600	5	12	,	,	PUNCT
jbi-7600	5	13	precision	precision	NOUN
jbi-7600	5	14	,	,	PUNCT
jbi-7600	5	15	primary	primary	ADJ
jbi-7600	5	16	biodiversity	biodiversity	NOUN
jbi-7600	5	17	data	data	VERB
jbi-7600	5	18	the	the	DET
jbi-7600	5	19	availability	availability	NOUN
jbi-7600	5	20	and	and	CCONJ
jbi-7600	5	21	management	management	NOUN
jbi-7600	5	22	of	of	ADP
jbi-7600	5	23	large	large	ADJ
jbi-7600	5	24	online	online	ADJ
jbi-7600	5	25	biodiversity	biodiversity	NOUN
jbi-7600	5	26	databases	database	NOUN
jbi-7600	5	27	has	have	AUX
jbi-7600	5	28	become	become	VERB
jbi-7600	5	29	an	an	DET
jbi-7600	5	30	exciting	exciting	ADJ
jbi-7600	5	31	,	,	PUNCT
jbi-7600	5	32	although	although	SCONJ
jbi-7600	5	33	challenging	challenge	VERB
jbi-7600	5	34	,	,	PUNCT
jbi-7600	5	35	step	step	NOUN
jbi-7600	5	36	in	in	ADP
jbi-7600	5	37	the	the	DET
jbi-7600	5	38	development	development	NOUN
jbi-7600	5	39	of	of	ADP
jbi-7600	5	40	an	an	DET
jbi-7600	5	41	authoritative	authoritative	ADJ
jbi-7600	5	42	and	and	CCONJ
jbi-7600	5	43	comprehensive	comprehensive	ADJ
jbi-7600	5	44	basis	basis	NOUN
jbi-7600	5	45	for	for	ADP
jbi-7600	5	46	biodiversity	biodiversity	NOUN
jbi-7600	5	47	knowledge	knowledge	NOUN
jbi-7600	5	48	.	.	PUNCT
jbi-7600	6	1	thanks	thank	NOUN
jbi-7600	6	2	to	to	ADP
jbi-7600	6	3	improvements	improvement	NOUN
jbi-7600	6	4	in	in	ADP
jbi-7600	6	5	technology	technology	NOUN
jbi-7600	6	6	and	and	CCONJ
jbi-7600	6	7	data	datum	NOUN
jbi-7600	6	8	collection	collection	NOUN
jbi-7600	6	9	,	,	PUNCT
jbi-7600	6	10	steps	step	NOUN
jbi-7600	6	11	that	that	PRON
jbi-7600	6	12	previously	previously	ADV
jbi-7600	6	13	took	take	VERB
jbi-7600	6	14	years	year	NOUN
jbi-7600	6	15	can	can	AUX
jbi-7600	6	16	now	now	ADV
jbi-7600	6	17	be	be	AUX
jbi-7600	6	18	accomplished	accomplish	VERB
jbi-7600	6	19	in	in	ADP
jbi-7600	6	20	seconds	second	NOUN
jbi-7600	6	21	(	(	PUNCT
jbi-7600	6	22	robin	robin	PROPN
jbi-7600	6	23	2012	2012	NUM
jbi-7600	6	24	;	;	PUNCT
jbi-7600	6	25	musa	musa	PROPN
jbi-7600	6	26	et	et	PROPN
jbi-7600	6	27	al	al	PROPN
jbi-7600	6	28	.	.	PROPN
jbi-7600	6	29	2013	2013	NUM
jbi-7600	6	30	)	)	PUNCT
jbi-7600	6	31	.	.	PUNCT
jbi-7600	7	1	the	the	DET
jbi-7600	7	2	temptation	temptation	NOUN
jbi-7600	7	3	to	to	PART
jbi-7600	7	4	use	use	VERB
jbi-7600	7	5	this	this	DET
jbi-7600	7	6	information	information	NOUN
jbi-7600	7	7	and	and	CCONJ
jbi-7600	7	8	interpret	interpret	VERB
jbi-7600	7	9	analyses	analysis	NOUN
jbi-7600	7	10	quickly	quickly	ADV
jbi-7600	7	11	,	,	PUNCT
jbi-7600	7	12	however	however	ADV
jbi-7600	7	13	,	,	PUNCT
jbi-7600	7	14	often	often	ADV
jbi-7600	7	15	undermines	undermine	VERB
jbi-7600	7	16	the	the	DET
jbi-7600	7	17	fundamental	fundamental	ADJ
jbi-7600	7	18	necessity	necessity	NOUN
jbi-7600	7	19	of	of	ADP
jbi-7600	7	20	checking	check	VERB
jbi-7600	7	21	data	datum	NOUN
jbi-7600	7	22	and	and	CCONJ
jbi-7600	7	23	addressing	address	VERB
jbi-7600	7	24	data	datum	NOUN
jbi-7600	7	25	quality	quality	NOUN
jbi-7600	7	26	carefully	carefully	ADV
jbi-7600	7	27	.	.	PUNCT
jbi-7600	8	1	this	this	DET
jbi-7600	8	2	tension	tension	NOUN
jbi-7600	8	3	is	be	AUX
jbi-7600	8	4	a	a	DET
jbi-7600	8	5	perpetual	perpetual	ADJ
jbi-7600	8	6	caveat	caveat	NOUN
jbi-7600	8	7	to	to	ADP
jbi-7600	8	8	use	use	NOUN
jbi-7600	8	9	of	of	ADP
jbi-7600	8	10	modern	modern	ADJ
jbi-7600	8	11	,	,	PUNCT
jbi-7600	8	12	open	open	ADJ
jbi-7600	8	13	datasets	dataset	NOUN
jbi-7600	8	14	,	,	PUNCT
jbi-7600	8	15	and	and	CCONJ
jbi-7600	8	16	has	have	AUX
jbi-7600	8	17	been	be	AUX
jbi-7600	8	18	particularly	particularly	ADV
jbi-7600	8	19	problematic	problematic	ADJ
jbi-7600	8	20	as	as	ADP
jbi-7600	8	21	regards	regard	NOUN
jbi-7600	8	22	use	use	NOUN
jbi-7600	8	23	of	of	ADP
jbi-7600	8	24	georeferenced	georeferenced	ADJ
jbi-7600	8	25	,	,	PUNCT
jbi-7600	8	26	primary	primary	ADJ
jbi-7600	8	27	biodiversity	biodiversity	NOUN
jbi-7600	8	28	data	datum	NOUN
jbi-7600	8	29	.	.	PUNCT
jbi-7600	9	1	still	still	ADV
jbi-7600	9	2	,	,	PUNCT
jbi-7600	9	3	these	these	DET
jbi-7600	9	4	data	datum	NOUN
jbi-7600	9	5	are	be	AUX
jbi-7600	9	6	the	the	DET
jbi-7600	9	7	building	building	NOUN
jbi-7600	9	8	blocks	block	NOUN
jbi-7600	9	9	for	for	ADP
jbi-7600	9	10	many	many	ADJ
jbi-7600	9	11	interesting	interesting	ADJ
jbi-7600	9	12	analyses	analysis	NOUN
jbi-7600	9	13	,	,	PUNCT
jbi-7600	9	14	perhaps	perhaps	ADV
jbi-7600	9	15	most	most	ADV
jbi-7600	9	16	prominently	prominently	ADV
jbi-7600	9	17	,	,	PUNCT
jbi-7600	9	18	species	species	NOUN
jbi-7600	9	19	distribution	distribution	NOUN
jbi-7600	9	20	and	and	CCONJ
jbi-7600	9	21	ecological	ecological	ADJ
jbi-7600	9	22	niche	niche	NOUN
jbi-7600	9	23	models	model	NOUN
jbi-7600	9	24	(	(	PUNCT
jbi-7600	9	25	peterson	peterson	PROPN
jbi-7600	9	26	et	et	PROPN
jbi-7600	9	27	al	al	PROPN
jbi-7600	9	28	.	.	PROPN
jbi-7600	9	29	2011	2011	NUM
jbi-7600	9	30	;	;	PUNCT
jbi-7600	9	31	anderson	anderson	PROPN
jbi-7600	9	32	2015	2015	NUM
jbi-7600	9	33	)	)	PUNCT
jbi-7600	9	34	.	.	PUNCT
jbi-7600	10	1	primary	primary	ADJ
jbi-7600	10	2	biodiversity	biodiversity	NOUN
jbi-7600	10	3	data	datum	NOUN
jbi-7600	10	4	have	have	AUX
jbi-7600	10	5	become	become	VERB
jbi-7600	10	6	much	much	ADV
jbi-7600	10	7	more	more	ADV
jbi-7600	10	8	accessible	accessible	ADJ
jbi-7600	10	9	in	in	ADP
jbi-7600	10	10	recent	recent	ADJ
jbi-7600	10	11	decades	decade	NOUN
jbi-7600	10	12	,	,	PUNCT
jbi-7600	10	13	with	with	ADP
jbi-7600	10	14	a	a	DET
jbi-7600	10	15	major	major	ADJ
jbi-7600	10	16	transition	transition	NOUN
jbi-7600	10	17	from	from	ADP
jbi-7600	10	18	recalcitrance	recalcitrance	PROPN
jbi-7600	10	19	(	(	PUNCT
jbi-7600	10	20	graves	grave	NOUN
jbi-7600	10	21	2000	2000	NUM
jbi-7600	10	22	)	)	PUNCT
jbi-7600	10	23	to	to	ADP
jbi-7600	10	24	enthusiasm	enthusiasm	NOUN
jbi-7600	10	25	.	.	PUNCT
jbi-7600	11	1	many	many	ADJ
jbi-7600	11	2	institutions	institution	NOUN
jbi-7600	11	3	(	(	PUNCT
jbi-7600	11	4	e.g.	e.g.	ADV
jbi-7600	11	5	,	,	PUNCT
jbi-7600	11	6	museums	museum	NOUN
jbi-7600	11	7	,	,	PUNCT
jbi-7600	11	8	herbaria	herbaria	ADJ
jbi-7600	11	9	,	,	PUNCT
jbi-7600	11	10	observational	observational	ADJ
jbi-7600	11	11	data	datum	NOUN
jbi-7600	11	12	initiatives	initiative	NOUN
jbi-7600	11	13	)	)	PUNCT
jbi-7600	11	14	have	have	AUX
jbi-7600	11	15	digitized	digitize	VERB
jbi-7600	11	16	data	datum	NOUN
jbi-7600	11	17	associated	associate	VERB
jbi-7600	11	18	with	with	ADP
jbi-7600	11	19	their	their	PRON
jbi-7600	11	20	work	work	NOUN
jbi-7600	11	21	,	,	PUNCT
jbi-7600	11	22	and	and	CCONJ
jbi-7600	11	23	increasing	increase	VERB
jbi-7600	11	24	numbers	number	NOUN
jbi-7600	11	25	now	now	ADV
jbi-7600	11	26	make	make	VERB
jbi-7600	11	27	these	these	DET
jbi-7600	11	28	data	datum	NOUN
jbi-7600	11	29	available	available	ADJ
jbi-7600	11	30	via	via	ADP
jbi-7600	11	31	the	the	DET
jbi-7600	11	32	internet	internet	NOUN
jbi-7600	11	33	(	(	PUNCT
jbi-7600	11	34	soberón	soberón	NOUN
jbi-7600	11	35	and	and	CCONJ
jbi-7600	11	36	peterson	peterson	PROPN
jbi-7600	11	37	2004	2004	NUM
jbi-7600	11	38	)	)	PUNCT
jbi-7600	11	39	.	.	PUNCT
jbi-7600	12	1	the	the	DET
jbi-7600	12	2	global	global	ADJ
jbi-7600	12	3	biodiversity	biodiversity	NOUN
jbi-7600	12	4	information	information	NOUN
jbi-7600	12	5	facility	facility	NOUN
jbi-7600	12	6	(	(	PUNCT
jbi-7600	12	7	gbif	gbif	NOUN
jbi-7600	12	8	)	)	PUNCT
jbi-7600	12	9	,	,	PUNCT
jbi-7600	12	10	the	the	DET
jbi-7600	12	11	botanical	botanical	ADJ
jbi-7600	12	12	information	information	NOUN
jbi-7600	12	13	and	and	CCONJ
jbi-7600	12	14	ecology	ecology	NOUN
jbi-7600	12	15	network	network	NOUN
jbi-7600	12	16	(	(	PUNCT
jbi-7600	12	17	bien	bien	PROPN
jbi-7600	12	18	)	)	PUNCT
jbi-7600	12	19	,	,	PUNCT
jbi-7600	12	20	and	and	CCONJ
jbi-7600	12	21	the	the	DET
jbi-7600	12	22	distributed	distribute	VERB
jbi-7600	12	23	information	information	NOUN
jbi-7600	12	24	system	system	NOUN
jbi-7600	12	25	for	for	ADP
jbi-7600	12	26	biological	biological	ADJ
jbi-7600	12	27	collections	collection	NOUN
jbi-7600	12	28	(	(	PUNCT
jbi-7600	12	29	specieslink	specieslink	PROPN
jbi-7600	12	30	)	)	PUNCT
jbi-7600	12	31	,	,	PUNCT
jbi-7600	12	32	are	be	AUX
jbi-7600	12	33	a	a	DET
jbi-7600	12	34	few	few	ADJ
jbi-7600	12	35	examples	example	NOUN
jbi-7600	12	36	of	of	ADP
jbi-7600	12	37	repositories	repository	NOUN
jbi-7600	12	38	that	that	PRON
jbi-7600	12	39	provide	provide	VERB
jbi-7600	12	40	online	online	ADJ
jbi-7600	12	41	open	open	ADJ
jbi-7600	12	42	access	access	NOUN
jbi-7600	12	43	biodiversity	biodiversity	NOUN
jbi-7600	12	44	information	information	NOUN
jbi-7600	12	45	,	,	PUNCT
jbi-7600	12	46	now	now	ADV
jbi-7600	12	47	providing	provide	VERB
jbi-7600	12	48	access	access	NOUN
jbi-7600	12	49	to	to	ADP
jbi-7600	12	50	over	over	ADP
jbi-7600	12	51	a	a	DET
jbi-7600	12	52	billion	billion	NUM
jbi-7600	12	53	individual	individual	ADJ
jbi-7600	12	54	records	record	NOUN
jbi-7600	12	55	.	.	PUNCT
jbi-7600	13	1	the	the	DET
jbi-7600	13	2	benefit	benefit	NOUN
jbi-7600	13	3	of	of	ADP
jbi-7600	13	4	these	these	DET
jbi-7600	13	5	initiatives	initiative	NOUN
jbi-7600	13	6	is	be	AUX
jbi-7600	13	7	clear	clear	ADJ
jbi-7600	13	8	;	;	PUNCT
jbi-7600	13	9	for	for	ADP
jbi-7600	13	10	instance	instance	NOUN
jbi-7600	13	11	,	,	PUNCT
jbi-7600	13	12	in	in	ADP
jbi-7600	13	13	2016	2016	NUM
jbi-7600	13	14	,	,	PUNCT
jbi-7600	13	15	438	438	NUM
jbi-7600	13	16	articles	article	NOUN
jbi-7600	13	17	were	be	AUX
jbi-7600	13	18	published	publish	VERB
jbi-7600	13	19	using	use	VERB
jbi-7600	13	20	data	datum	NOUN
jbi-7600	13	21	from	from	ADP
jbi-7600	13	22	gbif	gbif	NOUN
jbi-7600	13	23	alone	alone	ADV
jbi-7600	13	24	in	in	ADP
jbi-7600	13	25	multiple	multiple	ADJ
jbi-7600	13	26	fields	field	NOUN
jbi-7600	13	27	including	include	VERB
jbi-7600	13	28	data	datum	NOUN
jbi-7600	13	29	management	management	NOUN
jbi-7600	13	30	,	,	PUNCT
jbi-7600	13	31	evolution	evolution	NOUN
jbi-7600	13	32	,	,	PUNCT
jbi-7600	13	33	biogeography	biogeography	NOUN
jbi-7600	13	34	,	,	PUNCT
jbi-7600	13	35	biodiversity	biodiversity	NOUN
jbi-7600	13	36	,	,	PUNCT
jbi-7600	13	37	and	and	CCONJ
jbi-7600	13	38	public	public	ADJ
jbi-7600	13	39	health	health	NOUN
jbi-7600	13	40	(	(	PUNCT
jbi-7600	13	41	gbif	gbif	NOUN
jbi-7600	13	42	2018	2018	NUM
jbi-7600	13	43	)	)	PUNCT
jbi-7600	13	44	.	.	PUNCT
jbi-7600	14	1	however	however	ADV
jbi-7600	14	2	,	,	PUNCT
jbi-7600	14	3	data	datum	NOUN
jbi-7600	14	4	quantity	quantity	NOUN
jbi-7600	14	5	is	be	AUX
jbi-7600	14	6	compromised	compromise	VERB
jbi-7600	14	7	by	by	ADP
jbi-7600	14	8	frequent	frequent	ADJ
jbi-7600	14	9	low	low	ADJ
jbi-7600	14	10	data	datum	NOUN
jbi-7600	14	11	quality	quality	NOUN
jbi-7600	14	12	;	;	PUNCT
jbi-7600	14	13	occurrence	occurrence	NOUN
jbi-7600	14	14	data	datum	NOUN
jbi-7600	14	15	from	from	ADP
jbi-7600	14	16	these	these	DET
jbi-7600	14	17	sources	source	NOUN
jbi-7600	14	18	suffer	suffer	VERB
jbi-7600	14	19	from	from	ADP
jbi-7600	14	20	diverse	diverse	ADJ
jbi-7600	14	21	errors	error	NOUN
jbi-7600	14	22	that	that	PRON
jbi-7600	14	23	should	should	AUX
jbi-7600	14	24	be	be	AUX
jbi-7600	14	25	identified	identify	VERB
jbi-7600	14	26	,	,	PUNCT
jbi-7600	14	27	assessed	assess	VERB
jbi-7600	14	28	,	,	PUNCT
jbi-7600	14	29	and	and	CCONJ
jbi-7600	14	30	minimized	minimize	VERB
jbi-7600	14	31	before	before	ADP
jbi-7600	14	32	performing	perform	VERB
jbi-7600	14	33	any	any	DET
jbi-7600	14	34	analysis	analysis	NOUN
jbi-7600	14	35	.	.	PUNCT
jbi-7600	15	1	low	low	ADJ
jbi-7600	15	2	accuracy	accuracy	NOUN
jbi-7600	15	3	,	,	PUNCT
jbi-7600	15	4	low	low	ADJ
jbi-7600	15	5	precision	precision	NOUN
jbi-7600	15	6	,	,	PUNCT
jbi-7600	15	7	occurrences	occurrence	NOUN
jbi-7600	15	8	from	from	ADP
jbi-7600	15	9	outside	outside	ADJ
jbi-7600	15	10	species	specie	NOUN
jbi-7600	15	11	’	'	PUNCT
jbi-7600	15	12	ranges	range	NOUN
jbi-7600	15	13	,	,	PUNCT
jbi-7600	15	14	abundant	abundant	ADJ
jbi-7600	15	15	duplicate	duplicate	ADJ
jbi-7600	15	16	records	record	NOUN
jbi-7600	15	17	,	,	PUNCT
jbi-7600	15	18	and	and	CCONJ
jbi-7600	15	19	taxonomic	taxonomic	ADJ
jbi-7600	15	20	misidentifications	misidentification	NOUN
jbi-7600	15	21	,	,	PUNCT
jbi-7600	15	22	are	be	AUX
jbi-7600	15	23	just	just	ADV
jbi-7600	15	24	a	a	DET
jbi-7600	15	25	few	few	ADJ
jbi-7600	15	26	of	of	ADP
jbi-7600	15	27	the	the	DET
jbi-7600	15	28	common	common	ADJ
jbi-7600	15	29	errors	error	NOUN
jbi-7600	15	30	found	find	VERB
jbi-7600	15	31	in	in	ADP
jbi-7600	15	32	these	these	DET
jbi-7600	15	33	data	datum	NOUN
jbi-7600	15	34	(	(	PUNCT
jbi-7600	15	35	rahm	rahm	VERB
jbi-7600	15	36	and	and	CCONJ
jbi-7600	15	37	do	do	VERB
jbi-7600	15	38	2000	2000	NUM
jbi-7600	15	39	)	)	PUNCT
jbi-7600	15	40	.	.	PUNCT
jbi-7600	16	1	to	to	PART
jbi-7600	16	2	present	present	VERB
jbi-7600	16	3	a	a	DET
jbi-7600	16	4	means	means	NOUN
jbi-7600	16	5	of	of	ADP
jbi-7600	16	6	building	building	NOUN
jbi-7600	16	7	and	and	CCONJ
jbi-7600	16	8	assessing	assess	VERB
jbi-7600	16	9	capacity	capacity	NOUN
jbi-7600	16	10	to	to	PART
jbi-7600	16	11	handle	handle	VERB
jbi-7600	16	12	such	such	ADJ
jbi-7600	16	13	problems	problem	NOUN
jbi-7600	16	14	,	,	PUNCT
jbi-7600	16	15	we	we	PRON
jbi-7600	16	16	provide	provide	VERB
jbi-7600	16	17	a	a	DET
jbi-7600	16	18	handson	handson	NOUN
jbi-7600	16	19	exercise	exercise	NOUN
jbi-7600	16	20	for	for	ADP
jbi-7600	16	21	data	datum	NOUN
jbi-7600	16	22	cleaning	clean	VERB
jbi-7600	16	23	,	,	PUNCT
jbi-7600	16	24	with	with	ADP
jbi-7600	16	25	two	two	NUM
jbi-7600	16	26	worked	work	VERB
jbi-7600	16	27	examples	example	NOUN
jbi-7600	16	28	,	,	PUNCT
jbi-7600	16	29	coupled	couple	VERB
jbi-7600	16	30	with	with	ADP
jbi-7600	16	31	recommendations	recommendation	NOUN
jbi-7600	16	32	and	and	CCONJ
jbi-7600	16	33	suggestions	suggestion	NOUN
jbi-7600	16	34	on	on	ADP
jbi-7600	16	35	how	how	SCONJ
jbi-7600	16	36	to	to	PART
jbi-7600	16	37	identify	identify	VERB
jbi-7600	16	38	and	and	CCONJ
jbi-7600	16	39	overcome	overcome	VERB
jbi-7600	16	40	the	the	DET
jbi-7600	16	41	most	most	ADV
jbi-7600	16	42	common	common	ADJ
jbi-7600	16	43	errors	error	NOUN
jbi-7600	16	44	.	.	PUNCT
jbi-7600	17	1	the	the	DET
jbi-7600	17	2	goal	goal	NOUN
jbi-7600	17	3	,	,	PUNCT
jbi-7600	17	4	of	of	ADP
jbi-7600	17	5	course	course	NOUN
jbi-7600	17	6	,	,	PUNCT
jbi-7600	17	7	is	be	AUX
jbi-7600	17	8	to	to	PART
jbi-7600	17	9	obtain	obtain	VERB
jbi-7600	17	10	a	a	DET
jbi-7600	17	11	cleaned	clean	VERB
jbi-7600	17	12	database	database	NOUN
jbi-7600	17	13	that	that	PRON
jbi-7600	17	14	will	will	AUX
jbi-7600	17	15	be	be	AUX
jbi-7600	17	16	robust	robust	ADJ
jbi-7600	17	17	and	and	CCONJ
jbi-7600	17	18	reliable	reliable	ADJ
jbi-7600	17	19	in	in	ADP
jbi-7600	17	20	different	different	ADJ
jbi-7600	17	21	downstream	downstream	ADJ
jbi-7600	17	22	analyses	analysis	NOUN
jbi-7600	17	23	(	(	PUNCT
jbi-7600	17	24	peterson	peterson	PROPN
jbi-7600	17	25	et	et	PROPN
jbi-7600	17	26	al	al	PROPN
jbi-7600	17	27	.	.	PROPN
jbi-7600	17	28	2011	2011	NUM
jbi-7600	17	29	)	)	PUNCT
jbi-7600	17	30	.	.	PUNCT
jbi-7600	18	1	we	we	PRON
jbi-7600	18	2	have	have	AUX
jbi-7600	18	3	assembled	assemble	VERB
jbi-7600	18	4	two	two	NUM
jbi-7600	18	5	example	example	NOUN
jbi-7600	18	6	datasets	dataset	NOUN
jbi-7600	18	7	,	,	PUNCT
jbi-7600	18	8	one	one	NUM
jbi-7600	18	9	small	small	ADJ
jbi-7600	18	10	(	(	PUNCT
jbi-7600	18	11	960	960	NUM
jbi-7600	18	12	records	record	NOUN
jbi-7600	18	13	)	)	PUNCT
jbi-7600	18	14	and	and	CCONJ
jbi-7600	18	15	one	one	NUM
jbi-7600	18	16	large	large	ADJ
jbi-7600	18	17	(	(	PUNCT
jbi-7600	18	18	36,574	36,574	NUM
jbi-7600	18	19	records	record	NOUN
jbi-7600	18	20	)	)	PUNCT
jbi-7600	18	21	,	,	PUNCT
jbi-7600	18	22	using	use	VERB
jbi-7600	18	23	records	record	NOUN
jbi-7600	18	24	from	from	ADP
jbi-7600	18	25	gbif	gbif	NOUN
jbi-7600	18	26	—	—	PUNCT
jbi-7600	18	27	in	in	ADP
jbi-7600	18	28	each	each	DET
jbi-7600	18	29	case	case	NOUN
jbi-7600	18	30	,	,	PUNCT
jbi-7600	18	31	we	we	PRON
jbi-7600	18	32	have	have	AUX
jbi-7600	18	33	cleaned	clean	VERB
jbi-7600	18	34	the	the	DET
jbi-7600	18	35	data	datum	NOUN
jbi-7600	18	36	extensively	extensively	ADV
jbi-7600	18	37	,	,	PUNCT
jbi-7600	18	38	and	and	CCONJ
jbi-7600	18	39	then	then	ADV
jbi-7600	18	40	re	re	VERB
jbi-7600	18	41	-	-	VERB
jbi-7600	18	42	populated	populate	VERB
jbi-7600	18	43	the	the	DET
jbi-7600	18	44	dataset	dataset	NOUN
jbi-7600	18	45	with	with	ADP
jbi-7600	18	46	typical	typical	ADJ
jbi-7600	18	47	classes	class	NOUN
jbi-7600	18	48	of	of	ADP
jbi-7600	18	49	errors	error	NOUN
jbi-7600	18	50	—	—	PUNCT
jbi-7600	18	51	we	we	PRON
jbi-7600	18	52	then	then	ADV
jbi-7600	18	53	provide	provide	VERB
jbi-7600	18	54	a	a	DET
jbi-7600	18	55	step	step	NOUN
jbi-7600	18	56	-	-	PUNCT
jbi-7600	18	57	bystep	bystep	NOUN
jbi-7600	18	58	guide	guide	NOUN
jbi-7600	18	59	to	to	ADP
jbi-7600	18	60	the	the	DET
jbi-7600	18	61	process	process	NOUN
jbi-7600	18	62	of	of	ADP
jbi-7600	18	63	cleaning	clean	VERB
jbi-7600	18	64	and	and	CCONJ
jbi-7600	18	65	improving	improve	VERB
jbi-7600	18	66	them	they	PRON
jbi-7600	18	67	.	.	PUNCT
jbi-7600	19	1	the	the	DET
jbi-7600	19	2	databases	database	NOUN
jbi-7600	19	3	and	and	CCONJ
jbi-7600	19	4	the	the	DET
jbi-7600	19	5	data	data	NOUN
jbi-7600	19	6	-	-	PUNCT
jbi-7600	19	7	cleaning	clean	VERB
jbi-7600	19	8	manual	manual	NOUN
jbi-7600	19	9	are	be	AUX
jbi-7600	19	10	available	available	ADJ
jbi-7600	19	11	at	at	ADP
jbi-7600	19	12	:	:	PUNCT
jbi-7600	19	13	http://hdl.handle.net/1808/26512	http://hdl.handle.net/1808/26512	PROPN
jbi-7600	19	14	.	.	PUNCT
jbi-7600	20	1	these	these	DET
jbi-7600	20	2	data	datum	NOUN
jbi-7600	20	3	files	file	NOUN
jbi-7600	20	4	and	and	CCONJ
jbi-7600	20	5	the	the	DET
jbi-7600	20	6	associated	associated	ADJ
jbi-7600	20	7	manual	manual	NOUN
jbi-7600	20	8	are	be	AUX
jbi-7600	20	9	not	not	PART
jbi-7600	20	10	intended	intend	VERB
jbi-7600	20	11	as	as	ADP
jbi-7600	20	12	a	a	DET
jbi-7600	20	13	detailed	detailed	ADJ
jbi-7600	20	14	treatment	treatment	NOUN
jbi-7600	20	15	of	of	ADP
jbi-7600	20	16	biodiversity	biodiversity	NOUN
jbi-7600	20	17	data	datum	NOUN
jbi-7600	20	18	quality	quality	NOUN
jbi-7600	20	19	,	,	PUNCT
jbi-7600	20	20	or	or	CCONJ
jbi-7600	20	21	to	to	PART
jbi-7600	20	22	offer	offer	VERB
jbi-7600	20	23	automated	automate	VERB
jbi-7600	20	24	methods	method	NOUN
jbi-7600	20	25	with	with	ADP
jbi-7600	20	26	which	which	PRON
jbi-7600	20	27	to	to	PART
jbi-7600	20	28	solve	solve	VERB
jbi-7600	20	29	these	these	DET
jbi-7600	20	30	problems	problem	NOUN
jbi-7600	20	31	(	(	PUNCT
jbi-7600	20	32	chapman	chapman	NOUN
jbi-7600	20	33	2005	2005	NUM
jbi-7600	20	34	;	;	PUNCT
jbi-7600	20	35	hijmans	hijman	NOUN
jbi-7600	20	36	and	and	CCONJ
jbi-7600	20	37	http://hdl.handle.net/1808/26512	http://hdl.handle.net/1808/26512	PROPN
jbi-7600	20	38	marlon	marlon	PROPN
jbi-7600	20	39	e.	e.	PROPN
jbi-7600	20	40	cobos	cobos	PROPN
jbi-7600	20	41	et	et	PROPN
jbi-7600	20	42	al	al	PROPN
jbi-7600	20	43	.	.	PROPN
jbi-7600	20	44	–	–	PUNCT
jbi-7600	20	45	training	training	NOUN
jbi-7600	20	46	modules	module	NOUN
jbi-7600	20	47	50	50	NUM
jbi-7600	20	48	elith	elith	ADP
jbi-7600	20	49	2013	2013	NUM
jbi-7600	20	50	;	;	PUNCT
jbi-7600	20	51	maldonado	maldonado	PROPN
jbi-7600	20	52	et	et	PROPN
jbi-7600	20	53	al	al	PROPN
jbi-7600	20	54	.	.	PROPN
jbi-7600	20	55	2015	2015	NUM
jbi-7600	20	56	)	)	PUNCT
jbi-7600	20	57	.	.	PUNCT
jbi-7600	21	1	rather	rather	ADV
jbi-7600	21	2	,	,	PUNCT
jbi-7600	21	3	we	we	PRON
jbi-7600	21	4	focus	focus	VERB
jbi-7600	21	5	on	on	ADP
jbi-7600	21	6	individualized	individualized	ADJ
jbi-7600	21	7	,	,	PUNCT
jbi-7600	21	8	hands	hand	NOUN
jbi-7600	21	9	-	-	PUNCT
jbi-7600	21	10	on	on	ADP
jbi-7600	21	11	,	,	PUNCT
jbi-7600	21	12	user	user	NOUN
jbi-7600	21	13	assessment	assessment	NOUN
jbi-7600	21	14	of	of	ADP
jbi-7600	21	15	occurrence	occurrence	NOUN
jbi-7600	21	16	datasets	dataset	NOUN
jbi-7600	21	17	,	,	PUNCT
jbi-7600	21	18	and	and	CCONJ
jbi-7600	21	19	providing	provide	VERB
jbi-7600	21	20	detailed	detailed	ADJ
jbi-7600	21	21	training	training	NOUN
jbi-7600	21	22	materials	material	NOUN
jbi-7600	21	23	with	with	ADP
jbi-7600	21	24	which	which	PRON
jbi-7600	21	25	to	to	PART
jbi-7600	21	26	build	build	VERB
jbi-7600	21	27	capacity	capacity	NOUN
jbi-7600	21	28	to	to	PART
jbi-7600	21	29	make	make	VERB
jbi-7600	21	30	such	such	ADJ
jbi-7600	21	31	assessments	assessment	NOUN
jbi-7600	21	32	possible	possible	ADJ
jbi-7600	21	33	.	.	PUNCT
jbi-7600	22	1	this	this	DET
jbi-7600	22	2	publication	publication	NOUN
jbi-7600	22	3	can	can	AUX
jbi-7600	22	4	be	be	AUX
jbi-7600	22	5	used	use	VERB
jbi-7600	22	6	as	as	ADP
jbi-7600	22	7	a	a	DET
jbi-7600	22	8	tool	tool	NOUN
jbi-7600	22	9	for	for	ADP
jbi-7600	22	10	educational	educational	ADJ
jbi-7600	22	11	purposes	purpose	NOUN
jbi-7600	22	12	,	,	PUNCT
jbi-7600	22	13	as	as	ADP
jbi-7600	22	14	an	an	DET
jbi-7600	22	15	exercise	exercise	NOUN
jbi-7600	22	16	for	for	ADP
jbi-7600	22	17	a	a	DET
jbi-7600	22	18	broader	broad	ADJ
jbi-7600	22	19	audience	audience	NOUN
jbi-7600	22	20	that	that	PRON
jbi-7600	22	21	is	be	AUX
jbi-7600	22	22	starting	start	VERB
jbi-7600	22	23	to	to	PART
jbi-7600	22	24	explore	explore	VERB
jbi-7600	22	25	the	the	DET
jbi-7600	22	26	field	field	NOUN
jbi-7600	22	27	,	,	PUNCT
jbi-7600	22	28	and/or	and/or	CCONJ
jbi-7600	22	29	as	as	ADP
jbi-7600	22	30	a	a	DET
jbi-7600	22	31	reminder	reminder	NOUN
jbi-7600	22	32	of	of	ADP
jbi-7600	22	33	this	this	DET
jbi-7600	22	34	often	often	ADV
jbi-7600	22	35	-	-	PUNCT
jbi-7600	22	36	overlooked	overlook	VERB
jbi-7600	22	37	step	step	NOUN
jbi-7600	22	38	(	(	PUNCT
jbi-7600	22	39	anderson	anderson	PROPN
jbi-7600	22	40	2015	2015	NUM
jbi-7600	22	41	)	)	PUNCT
jbi-7600	22	42	.	.	PUNCT
jbi-7600	23	1	we	we	PRON
jbi-7600	23	2	are	be	AUX
jbi-7600	23	3	aware	aware	ADJ
jbi-7600	23	4	of	of	ADP
jbi-7600	23	5	the	the	DET
jbi-7600	23	6	time	time	NOUN
jbi-7600	23	7	-	-	PUNCT
jbi-7600	23	8	consuming	consume	VERB
jbi-7600	23	9	nature	nature	NOUN
jbi-7600	23	10	of	of	ADP
jbi-7600	23	11	manual	manual	ADJ
jbi-7600	23	12	data	datum	NOUN
jbi-7600	23	13	cleaning	clean	VERB
jbi-7600	23	14	,	,	PUNCT
jbi-7600	23	15	but	but	CCONJ
jbi-7600	23	16	,	,	PUNCT
jbi-7600	23	17	to	to	PART
jbi-7600	23	18	avoid	avoid	VERB
jbi-7600	23	19	a	a	DET
jbi-7600	23	20	‘	'	PUNCT
jbi-7600	23	21	garbage	garbage	NOUN
jbi-7600	23	22	in	in	ADV
jbi-7600	23	23	,	,	PUNCT
jbi-7600	23	24	garbage	garbage	NOUN
jbi-7600	23	25	out	out	ADJ
jbi-7600	23	26	’	'	PUNCT
jbi-7600	23	27	situation	situation	NOUN
jbi-7600	23	28	,	,	PUNCT
jbi-7600	23	29	high	high	ADJ
jbi-7600	23	30	-	-	PUNCT
jbi-7600	23	31	quality	quality	NOUN
jbi-7600	23	32	data	datum	NOUN
jbi-7600	23	33	should	should	AUX
jbi-7600	23	34	always	always	ADV
jbi-7600	23	35	be	be	AUX
jbi-7600	23	36	the	the	DET
jbi-7600	23	37	goal	goal	NOUN
jbi-7600	23	38	,	,	PUNCT
jbi-7600	23	39	to	to	PART
jbi-7600	23	40	allow	allow	VERB
jbi-7600	23	41	researchers	researcher	NOUN
jbi-7600	23	42	to	to	PART
jbi-7600	23	43	develop	develop	VERB
jbi-7600	23	44	informative	informative	ADJ
jbi-7600	23	45	experiments	experiment	NOUN
jbi-7600	23	46	and	and	CCONJ
jbi-7600	23	47	operational	operational	ADJ
jbi-7600	23	48	models	model	NOUN
jbi-7600	23	49	.	.	PUNCT
jbi-7600	24	1	references	reference	NOUN
jbi-7600	24	2	anderson	anderson	PROPN
jbi-7600	24	3	,	,	PUNCT
jbi-7600	24	4	r.	r.	PROPN
jbi-7600	24	5	p.	p.	PROPN
jbi-7600	24	6	2015	2015	NUM
jbi-7600	24	7	.	.	PUNCT
jbi-7600	25	1	el	el	PROPN
jbi-7600	25	2	modelado	modelado	PROPN
jbi-7600	25	3	de	de	PROPN
jbi-7600	25	4	nichos	nichos	PROPN
jbi-7600	25	5	y	y	PROPN
jbi-7600	25	6	distribuciones	distribucione	NOUN
jbi-7600	25	7	:	:	PUNCT
jbi-7600	25	8	no	no	DET
jbi-7600	25	9	es	es	X
jbi-7600	25	10	simplemente	simplemente	PROPN
jbi-7600	25	11	clic	clic	PROPN
jbi-7600	25	12	,	,	PUNCT
jbi-7600	25	13	clic	clic	PROPN
jbi-7600	25	14	,	,	PUNCT
jbi-7600	25	15	clic	clic	PROPN
jbi-7600	25	16	.	.	PUNCT
jbi-7600	26	1	biogeografía	biogeografía	PROPN
jbi-7600	26	2	8:4–27	8:4–27	PROPN
jbi-7600	26	3	.	.	PUNCT
jbi-7600	27	1	chapman	chapman	PROPN
jbi-7600	27	2	,	,	PUNCT
jbi-7600	27	3	a.	a.	PROPN
jbi-7600	27	4	d.	d.	PROPN
jbi-7600	27	5	2005	2005	NUM
jbi-7600	27	6	.	.	PUNCT
jbi-7600	28	1	principles	principle	NOUN
jbi-7600	28	2	and	and	CCONJ
jbi-7600	28	3	methods	method	NOUN
jbi-7600	28	4	of	of	ADP
jbi-7600	28	5	data	datum	NOUN
jbi-7600	28	6	cleaning	clean	VERB
jbi-7600	28	7	.	.	PUNCT
jbi-7600	29	1	gbif	gbif	NOUN
jbi-7600	29	2	,	,	PUNCT
jbi-7600	29	3	copenhagen	copenhagen	PROPN
jbi-7600	29	4	.	.	PUNCT
jbi-7600	30	1	graves	grave	NOUN
jbi-7600	30	2	,	,	PUNCT
jbi-7600	30	3	g.	g.	PROPN
jbi-7600	30	4	r.	r.	PROPN
jbi-7600	30	5	2000	2000	NUM
jbi-7600	30	6	.	.	PUNCT
jbi-7600	31	1	costs	cost	NOUN
jbi-7600	31	2	and	and	CCONJ
jbi-7600	31	3	benefits	benefit	NOUN
jbi-7600	31	4	of	of	ADP
jbi-7600	31	5	web	web	NOUN
jbi-7600	31	6	access	access	NOUN
jbi-7600	31	7	to	to	ADP
jbi-7600	31	8	museum	museum	NOUN
jbi-7600	31	9	data	data	PROPN
jbi-7600	31	10	.	.	PUNCT
jbi-7600	32	1	trends	trend	NOUN
jbi-7600	32	2	ecol	ecol	PROPN
jbi-7600	32	3	.	.	PUNCT
jbi-7600	33	1	evol	evol	NOUN
jbi-7600	33	2	.	.	PUNCT
jbi-7600	34	1	15	15	NUM
jbi-7600	34	2	,	,	PUNCT
jbi-7600	34	3	374	374	NUM
jbi-7600	34	4	.	.	PUNCT
jbi-7600	35	1	hijmans	hijman	NOUN
jbi-7600	35	2	,	,	PUNCT
jbi-7600	35	3	r.	r.	PROPN
jbi-7600	35	4	j.	j.	PROPN
jbi-7600	35	5	,	,	PUNCT
jbi-7600	35	6	and	and	CCONJ
jbi-7600	35	7	j.	j.	PROPN
jbi-7600	35	8	elith	elith	PROPN
jbi-7600	35	9	.	.	PUNCT
jbi-7600	35	10	2017	2017	NUM
jbi-7600	35	11	.	.	PUNCT
jbi-7600	36	1	species	specie	NOUN
jbi-7600	36	2	distribution	distribution	NOUN
jbi-7600	36	3	modeling	modeling	NOUN
jbi-7600	36	4	with	with	ADP
jbi-7600	36	5	r.	r.	PROPN
jbi-7600	36	6	available	available	ADJ
jbi-7600	36	7	at	at	ADP
jbi-7600	36	8	cran.r	cran.r	PROPN
jbi-7600	36	9	-	-	PUNCT
jbi-7600	36	10	project	project	NOUN
jbi-7600	36	11	.	.	PUNCT
jbi-7600	37	1	org	org	ADJ
jbi-7600	37	2	/	/	SYM
jbi-7600	37	3	web	web	NOUN
jbi-7600	37	4	/	/	SYM
jbi-7600	37	5	packages	package	NOUN
jbi-7600	37	6	/	/	SYM
jbi-7600	37	7	dismo	dismo	NOUN
jbi-7600	37	8	/	/	SYM
jbi-7600	37	9	vignettes	vignette	NOUN
jbi-7600	37	10	/	/	SYM
jbi-7600	37	11	sdm.pdf	sdm.pdf	NOUN
jbi-7600	37	12	.	.	PUNCT
jbi-7600	37	13	accessed	access	VERB
jbi-7600	37	14	8	8	NUM
jbi-7600	37	15	march	march	NOUN
jbi-7600	37	16	2018	2018	NUM
jbi-7600	37	17	.	.	PUNCT
jbi-7600	38	1	maldonado	maldonado	PROPN
jbi-7600	38	2	,	,	PUNCT
jbi-7600	38	3	c.	c.	PROPN
jbi-7600	38	4	,	,	PUNCT
jbi-7600	38	5	c.	c.	PROPN
jbi-7600	38	6	i.	i.	PROPN
jbi-7600	38	7	molina	molina	PROPN
jbi-7600	38	8	,	,	PUNCT
jbi-7600	38	9	a.	a.	NOUN
jbi-7600	38	10	zizka	zizka	PROPN
jbi-7600	38	11	,	,	PUNCT
jbi-7600	38	12	c.	c.	PROPN
jbi-7600	38	13	persson	persson	PROPN
jbi-7600	38	14	,	,	PUNCT
jbi-7600	38	15	c.	c.	PROPN
jbi-7600	38	16	m.	m.	PROPN
jbi-7600	38	17	taylor	taylor	PROPN
jbi-7600	38	18	,	,	PUNCT
jbi-7600	38	19	j.	j.	PROPN
jbi-7600	38	20	albán	albán	PROPN
jbi-7600	38	21	,	,	PUNCT
jbi-7600	38	22	e.	e.	PROPN
jbi-7600	38	23	chilquillo	chilquillo	PROPN
jbi-7600	38	24	,	,	PUNCT
jbi-7600	38	25	n.	n.	PROPN
jbi-7600	38	26	rønsted	rønste	VERB
jbi-7600	38	27	,	,	PUNCT
jbi-7600	38	28	and	and	CCONJ
jbi-7600	38	29	a.	a.	PROPN
jbi-7600	38	30	antonelli	antonelli	PROPN
jbi-7600	38	31	.	.	PROPN
jbi-7600	39	1	2015	2015	NUM
jbi-7600	39	2	.	.	PUNCT
jbi-7600	40	1	estimating	estimate	VERB
jbi-7600	40	2	species	specie	NOUN
jbi-7600	40	3	diversity	diversity	NOUN
jbi-7600	40	4	and	and	CCONJ
jbi-7600	40	5	distribution	distribution	NOUN
jbi-7600	40	6	in	in	ADP
jbi-7600	40	7	the	the	DET
jbi-7600	40	8	era	era	NOUN
jbi-7600	40	9	of	of	ADP
jbi-7600	40	10	big	big	ADJ
jbi-7600	40	11	data	datum	NOUN
jbi-7600	40	12	:	:	PUNCT
jbi-7600	40	13	to	to	ADP
jbi-7600	40	14	what	what	DET
jbi-7600	40	15	extent	extent	NOUN
jbi-7600	40	16	can	can	AUX
jbi-7600	40	17	we	we	PRON
jbi-7600	40	18	trust	trust	VERB
jbi-7600	40	19	public	public	ADJ
jbi-7600	40	20	databases	database	NOUN
jbi-7600	40	21	?	?	PUNCT
jbi-7600	41	1	glob	glob	NOUN
jbi-7600	41	2	.	.	PUNCT
jbi-7600	42	1	ecol	ecol	PROPN
jbi-7600	42	2	.	.	PUNCT
jbi-7600	43	1	biogeogr	biogeogr	NOUN
jbi-7600	43	2	.	.	PUNCT
jbi-7600	44	1	24:973–984	24:973–984	PROPN
jbi-7600	44	2	.	.	PUNCT
jbi-7600	44	3	musa	musa	PROPN
jbi-7600	44	4	,	,	PUNCT
jbi-7600	44	5	g.	g.	PROPN
jbi-7600	44	6	j.	j.	PROPN
jbi-7600	44	7	,	,	PUNCT
jbi-7600	44	8	p.-h	p.-h	PROPN
jbi-7600	44	9	.	.	PUNCT
jbi-7600	45	1	chiang	chiang	PROPN
jbi-7600	45	2	,	,	PUNCT
jbi-7600	45	3	t.	t.	NOUN
jbi-7600	45	4	sylk	sylk	PROPN
jbi-7600	45	5	,	,	PUNCT
jbi-7600	45	6	r.	r.	PROPN
jbi-7600	45	7	bavley	bavley	PROPN
jbi-7600	45	8	,	,	PUNCT
jbi-7600	45	9	w.	w.	PROPN
jbi-7600	45	10	keating	keating	PROPN
jbi-7600	45	11	,	,	PUNCT
jbi-7600	45	12	b.	b.	PROPN
jbi-7600	45	13	lakew	lakew	PROPN
jbi-7600	45	14	,	,	PUNCT
jbi-7600	45	15	h.-c	h.-c	PROPN
jbi-7600	45	16	.	.	PUNCT
jbi-7600	46	1	tsou	tsou	NOUN
jbi-7600	46	2	,	,	PUNCT
jbi-7600	46	3	and	and	CCONJ
jbi-7600	46	4	c.	c.	PROPN
jbi-7600	46	5	w.	w.	PROPN
jbi-7600	46	6	hoven	hoven	PROPN
jbi-7600	46	7	.	.	PUNCT
jbi-7600	47	1	2013	2013	NUM
jbi-7600	47	2	.	.	PUNCT
jbi-7600	48	1	use	use	NOUN
jbi-7600	48	2	of	of	ADP
jbi-7600	48	3	gis	gis	PROPN
jbi-7600	48	4	mapping	mapping	NOUN
jbi-7600	48	5	as	as	ADP
jbi-7600	48	6	a	a	DET
jbi-7600	48	7	public	public	ADJ
jbi-7600	48	8	health	health	NOUN
jbi-7600	48	9	tool	tool	NOUN
jbi-7600	48	10	—	—	PUNCT
jbi-7600	48	11	from	from	ADP
jbi-7600	48	12	cholera	cholera	NOUN
jbi-7600	48	13	to	to	ADP
jbi-7600	48	14	cancer	cancer	NOUN
jbi-7600	48	15	.	.	PUNCT
jbi-7600	49	1	heal	heal	NOUN
jbi-7600	49	2	.	.	PUNCT
jbi-7600	50	1	serv	serv	PROPN
jbi-7600	50	2	.	.	PUNCT
jbi-7600	51	1	insights	insight	NOUN
jbi-7600	51	2	.	.	PUNCT
jbi-7600	52	1	6:111–116	6:111–116	NOUN
jbi-7600	52	2	.	.	PUNCT
jbi-7600	53	1	peterson	peterson	PROPN
jbi-7600	53	2	,	,	PUNCT
jbi-7600	53	3	a.	a.	PROPN
jbi-7600	53	4	t.	t.	PROPN
jbi-7600	53	5	,	,	PUNCT
jbi-7600	53	6	j.	j.	PROPN
jbi-7600	53	7	soberón	soberón	PROPN
jbi-7600	53	8	,	,	PUNCT
jbi-7600	53	9	r.	r.	PROPN
jbi-7600	53	10	g.	g.	PROPN
jbi-7600	53	11	pearson	pearson	PROPN
jbi-7600	53	12	,	,	PUNCT
jbi-7600	53	13	r.	r.	PROPN
jbi-7600	53	14	p.	p.	PROPN
jbi-7600	53	15	anderson	anderson	PROPN
jbi-7600	53	16	,	,	PUNCT
jbi-7600	53	17	e.	e.	PROPN
jbi-7600	53	18	martínez	martínez	PROPN
jbi-7600	53	19	-	-	PUNCT
jbi-7600	53	20	meyer	meyer	PROPN
jbi-7600	53	21	,	,	PUNCT
jbi-7600	53	22	m.	m.	NOUN
jbi-7600	53	23	nakamura	nakamura	PROPN
jbi-7600	53	24	,	,	PUNCT
jbi-7600	53	25	and	and	CCONJ
jbi-7600	53	26	m.	m.	PROPN
jbi-7600	53	27	b.	b.	PROPN
jbi-7600	53	28	araújo	araújo	PROPN
jbi-7600	53	29	.	.	PUNCT
jbi-7600	54	1	2011	2011	NUM
jbi-7600	54	2	.	.	PUNCT
jbi-7600	55	1	ecological	ecological	ADJ
jbi-7600	55	2	niches	niche	NOUN
jbi-7600	55	3	and	and	CCONJ
jbi-7600	55	4	geographic	geographic	ADJ
jbi-7600	55	5	distributions	distribution	NOUN
jbi-7600	55	6	.	.	PUNCT
jbi-7600	56	1	princeton	princeton	PROPN
jbi-7600	56	2	university	university	PROPN
jbi-7600	56	3	press	press	PROPN
jbi-7600	56	4	,	,	PUNCT
jbi-7600	56	5	princeton	princeton	PROPN
jbi-7600	56	6	.	.	PUNCT
jbi-7600	57	1	rahm	rahm	PROPN
jbi-7600	57	2	,	,	PUNCT
jbi-7600	57	3	e.	e.	PROPN
jbi-7600	57	4	,	,	PUNCT
jbi-7600	57	5	and	and	CCONJ
jbi-7600	57	6	h.	h.	PROPN
jbi-7600	57	7	h.	h.	PROPN
jbi-7600	57	8	do	do	VERB
jbi-7600	57	9	.	.	PUNCT
jbi-7600	58	1	2000	2000	NUM
jbi-7600	58	2	.	.	PUNCT
jbi-7600	59	1	data	datum	NOUN
jbi-7600	59	2	cleaning	cleaning	NOUN
jbi-7600	59	3	:	:	PUNCT
jbi-7600	59	4	problems	problem	NOUN
jbi-7600	59	5	and	and	CCONJ
jbi-7600	59	6	current	current	ADJ
jbi-7600	59	7	approaches	approach	NOUN
jbi-7600	59	8	.	.	PUNCT
jbi-7600	60	1	ieee	ieee	PROPN
jbi-7600	60	2	data	data	PROPN
jbi-7600	60	3	eng	eng	PROPN
jbi-7600	60	4	.	.	PUNCT
jbi-7600	60	5	bull	bull	PROPN
jbi-7600	60	6	.	.	PUNCT
jbi-7600	60	7	,	,	PUNCT
jbi-7600	60	8	23(4	23(4	NOUN
jbi-7600	60	9	):	):	PUNCT
jbi-7600	60	10	3–13	3–13	PROPN
jbi-7600	60	11	.	.	PUNCT
jbi-7600	61	1	robin	robin	PROPN
jbi-7600	61	2	w.	w.	PROPN
jbi-7600	61	3	2012	2012	NUM
jbi-7600	61	4	.	.	PUNCT
jbi-7600	62	1	robin	robin	PROPN
jbi-7600	62	2	’s	’s	PART
jbi-7600	62	3	blog	blog	NOUN
jbi-7600	62	4	.	.	PUNCT
jbi-7600	63	1	john	john	PROPN
jbi-7600	63	2	snow	snow	PROPN
jbi-7600	63	3	’s	’s	PART
jbi-7600	63	4	famous	famous	ADJ
jbi-7600	63	5	cholera	cholera	NOUN
jbi-7600	63	6	analysis	analysis	NOUN
jbi-7600	63	7	data	datum	NOUN
jbi-7600	63	8	in	in	ADP
jbi-7600	63	9	modern	modern	ADJ
jbi-7600	63	10	gis	gis	PROPN
jbi-7600	63	11	formats	format	NOUN
jbi-7600	63	12	.	.	PUNCT
jbi-7600	64	1	available	available	ADJ
jbi-7600	64	2	at	at	ADP
jbi-7600	64	3	http://www.blog.rtwilson.com/johnsnows-famous-cholera-analysis-data-in-moderngis-formats	http://www.blog.rtwilson.com/johnsnows-famous-cholera-analysis-data-in-moderngis-format	NOUN
jbi-7600	64	4	.	.	PUNCT
jbi-7600	65	1	accessed	access	VERB
jbi-7600	65	2	march	march	PROPN
jbi-7600	65	3	8	8	NUM
jbi-7600	65	4	2018	2018	NUM
jbi-7600	65	5	.	.	PUNCT
jbi-7600	66	1	soberón	soberón	NOUN
jbi-7600	66	2	,	,	PUNCT
jbi-7600	66	3	j.	j.	PROPN
jbi-7600	66	4	,	,	PUNCT
jbi-7600	66	5	and	and	CCONJ
jbi-7600	66	6	a.	a.	NOUN
jbi-7600	66	7	t.	t.	PROPN
jbi-7600	66	8	peterson	peterson	PROPN
jbi-7600	66	9	.	.	PUNCT
jbi-7600	66	10	2004	2004	NUM
jbi-7600	66	11	.	.	PUNCT
jbi-7600	67	1	biodiversity	biodiversity	NOUN
jbi-7600	67	2	informatics	informatic	NOUN
jbi-7600	67	3	:	:	PUNCT
jbi-7600	67	4	managing	manage	VERB
jbi-7600	67	5	and	and	CCONJ
jbi-7600	67	6	applying	apply	VERB
jbi-7600	67	7	primary	primary	ADJ
jbi-7600	67	8	biodiversity	biodiversity	NOUN
jbi-7600	67	9	data	datum	NOUN
jbi-7600	67	10	.	.	PUNCT
jbi-7600	68	1	philos	philos	PROPN
jbi-7600	68	2	.	.	PUNCT
jbi-7600	69	1	trans	trans	PROPN
jbi-7600	69	2	.	.	PUNCT
jbi-7600	69	3	r.	r.	PROPN
jbi-7600	69	4	soc	soc	PROPN
jbi-7600	69	5	.	.	PUNCT
jbi-7600	70	1	lond	lond	PROPN
jbi-7600	70	2	.	.	PUNCT
jbi-7600	71	1	359:689–698	359:689–698	NUM
jbi-7600	71	2	.	.	PUNCT
jbi-7600	72	1	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-formats	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-format	VERB
jbi-7600	72	2	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-formats	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-format	NOUN
jbi-7600	72	3	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-formats	http://www.blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-format	NOUN