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Data	visualization	in	data
journalism	workflow
Alessio	Cimarelli
	|	datamediahub.it dataninja.it
@jenkin27
"Data	visualization:	the	(beautiful)	new	frontier"
International	Journalism	Festival	in	Perugia	2014
#ijf14	-	May	Day,	2014
Who_	Datamediahub
The	information	about	the	media	like	you've	never	seen
www.datamediahub.it
DataMediaHub	is	a	hub	of	professionals
interested	in	the	Italian	media	and
journalism	created	to	aggregate	data	on
this	subject	and	present	it	graphically	and
in	an	interactive	in	order	to	give	a	visual
impact	and	to	help	the	understanding	of
the	phenomena	recounted.
Who_	Dataninja
Data	journalism	&	data	visualization	made	in	Italy
www.dataninja.it
Dataninja	is	a	collective.	Founded	in	2012
by	Andrea	Nelson	Mauro	(journalist)	and
Alessio	Cimarelli	(data	scientist),	it's	a
network	of	data	journalists	with	the	goal
of	telling	stories	from	data	analysis	and
visualization.
What_	Data	journalism
Data	or	not,	it	is	always	the	dear	old	journalism,	baby	
There	was	5	exabytes	of	information
created	between	the	dawn	of	civilization
through	2003,	but	that	much	information
is	now	created	every	2	days,	and	the	pace
is	increasing
Google	CEO	Eric	Schmidt,	2010	
If	journalism	want	to	continue	to	tell	the	world	and	now	a
large	part	of	the	world	is	made	up	of	digital	data,	journalists
simply	can't	avoid	having	to	deal	with	data.
Data	journalism	workflow
Four	is	the	magic	number
1.	 Search
2.	 Check	and	cleaning
3.	 Analysis
4.	 Story-telling
Data	visualization	can	be	an	useful	tool	in	all	of	these	steps.
The	nose	eye	for	news
Step	1:	search
	(the	Italian	statistics	institute)
	(data	visualization	engine	created	by	the
government	of	Minas	Gerais,	Brazil)
ISTAT
Interactive	contents	and	visualizations
I.Stat
DataViva
Exports	of	Minas	Gerais	in	2012
Industrial	Activity	in	Central	by	Municipality	in	2012
The	nose	eye	for	news
Step	2:	check	and	cleaning
How	to	find	errors	in	type,	sign,	order	of	magnitude,	...?
A	simple	line	chart	for	trends
A	simple	scatter	plot	for	ordered	values
A	distribution	(bar	chart)	of	a	set	of	numbers
How	to	find	outliers	or	missing?
Not	absolute	values,	but	distances	from	the	mean
Setting	a	threshold
Even	a	distribution
The	nose	eye	for	news
Step	3:	analysis
Basic	charts	(scatter,	lines,	bars,	...)	to	see	and	not	to	read
Embedded	viz	tools	in	spreadsheet	software
	off-line	and	 	on-line
Viz	tools	in	statistical	or	dedicated	software
Fast	prototyping	tools
Libre	Office Google	Drive
QtiPlot
QGIS
RAW
The	nose	eye	for	news
Step	4:	story-telling
When	design	matters
Basic	charts
Multiple	chart	compositions
Maps
Datawrapper
Infogr.am
CartoDB
Google	Fusion	Tables
Where_	Mapping	data
Four	examples	of	geographic	data	viz
From	datamediahub.it
	
	
From	dataninja.it
	(L'Espresso)	-	 ,
	and	the	 	on	datajournalism.it
	(Il	Secolo	XIX)
La	Diffusione	dei	Quotidiani:	Mappa	Interattiva
Società	dell’Informazione:	il	Ritmo	di	Crescita	delle	Regioni
in	10	anni	|	Mappa	interattiva
Migranti,	la	guerra	del	Mediterraneo Data
blog early	map
Genova,	la	mappa	dell'azzardo
Follow	the	bit	crumbs...
Alessio	Cimarelli
jenkin@dataninja.it
@jenkin27
Stay	in	touch!
Newsletter	-->	
Q&A	-->	
	|	 	|	
Slides	-->	
And	tomorrow...
"Hackathon:	maratona	tra	codice,	notizie	e	dati"
At	9:30	in	the	Hotel	La	Rosetta	|	
http://newsletter.dataninja.it/
http://dataninja.it/qa/
@DataMediaHub [fb]/Datamediahub #dataninja
http://slid.es/dataninja/
#hackijf14

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Data visualization in data journalism workflow