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#MIGRANTSFILES 
http://dtnj.it/tmf-en 
CC-BY 4.0 International
DATANINJA.IT / ABOUT US 
Dataninja is a data journalism network founded in 2012 
Our aim is to tell stories from data analysis, the so-called 
We deal with journalism and teaching together with the main 
Italian editorial groups and the more advanced public 
administrations on Open Data topics.
THE CONTEXT: INFORMATIONS ON THE WEB 
From the dawn of civilization until 2003, 
humankind generated five exabytes of data. 
Now we produce five exabytes every two 
days… and the pace is accelerating! 
Eric Schmidt , Google’s executive chairman | http://goo.gl/pgle3G
WHY DATA VISUALIZATION? 
As it had never happened in our lives, today we have access to tons of free information 
and for free. With the right tools we can begin to make sense of these data to see 
patterns and trends that otherwise would be invisible to us. Transforming numbers in 
graphic form allows readers to learn about the stories that those numbers hiding. 
Alberto Cairo, "The functional Art" | Source: http://goo.gl/KHm3hT
THE INVESTIGATION OF L'ESPRESSO 
simultaneously on 9 newspapers in six European 
countries in March 31, 2014
THE NEWS 
FROM 2000 TO 2013 MORE THAN 23 THOUSANDS OF MIGRANTS 
HAVE DIED TRYING TO REACH EUROPE
ROUTES 
EIGHT ROUTES OF ENTRY
ROUTES MORTALITY 
It was possible to estimate a mortality rate of each route: 
calculation shows that the most critical one starts from the 
Maghreb towards Sicily
1. DATA
INVESTIGATION BASIS 
official monitoring for victims (neither by Italy, nor by 
European Union) 
Two EU agencies monitor frontiers (Frontex, Eurosur) 
datasets based on articles and posts from media, 
observatories and blogs built by NGOs (Fortress Europe, 
United for Intercultural Action, PULS dell'università di Helsinki) 
studies and analysis regarding specific territories 
(Sicilia, Canarie) or time intervals (a single year, a season)
FORTRESS EUROPE 
scraped data from the Fortress Europe website.
UNITED FOR INTERCULTURAL ACTION / PULS 
scraped and collected data from United for 
Intercultural Action e PULS websites
SCRAPING / MERGING / DEDUPLICATION 
These are all activities necessary to extract data from their 
original rigid containers (web pages and PDFs), to structure 
them as tables and so to make them machine readable 
Original different structures are adapted to have a single useful 
one (date / location / description / source / ... ) 
We have finally aggregated all data in a single table and cleaned 
it deleting double events thanks to a semi automatic 
deduplication process
NEW DATABASE 
It contains 2700+ events (during which 23000+ migrants died 
from 2000 to 2013) and it is browsable 
http://themigrantsfiles.com
ENTITY EXTRACTION 
Single events (ie. shipwrecks) are put in relations by extracting 
entities (ie. events' typologies, locations, victims' types) 
Link: http://goo.gl/xy0h0Q
2. TEAM
TEAM PLAY 
The investigation was performed by 10 people among journalists, 
data scientists, developers and more, thanks to an on-line shared 
platform.
ROLES AND METHODOLOGY 
A coordinated the whole process and checked 
progress 
searched for data and contextual informations and 
fact checked them, also with a sample testing strategy (fact-checking 
) 
tried to provide an error estimation of the data 
manipulation process (about )
METHODOLOGY ON L'ESPRESSO 
Below the article published on L'Espresso there is also a 
methodological note with contacts | Link: http://goo.gl/9gpvlA
FACT-CHECKING AT THE UNIVERSITY 
Some students in digital journalism at the University of Bologna 
helped us to check single events (thanks to prof. Carlo Gubitosa)
3. RESULTS
MARCH 31, 2014: THE PUBLICATION DAY 
The investigation was published simultaneously on 9 newspapers 
from 6 different European countries, creating a widespread 
distribution in each country
IMPACT 
During 24h, 2000+ tweets in 11 different languages are sent 
Mainly English, French, Italian, German, Spanish and Greek 
| http://goo.gl/cTZyqq
AWARDS: BRUSSELS AND BARCELONA 
The investigation was presented at the DataHarvest+ Conference 
in Brussels and won the Data Journalism Awards in Barcelona 
(June 2014)
VIDEO 
#migrantsfiles: http://vimeo.com/97210043

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#migrantsfiles international

  • 2. DATANINJA.IT / ABOUT US Dataninja is a data journalism network founded in 2012 Our aim is to tell stories from data analysis, the so-called We deal with journalism and teaching together with the main Italian editorial groups and the more advanced public administrations on Open Data topics.
  • 3. THE CONTEXT: INFORMATIONS ON THE WEB From the dawn of civilization until 2003, humankind generated five exabytes of data. Now we produce five exabytes every two days… and the pace is accelerating! Eric Schmidt , Google’s executive chairman | http://goo.gl/pgle3G
  • 4. WHY DATA VISUALIZATION? As it had never happened in our lives, today we have access to tons of free information and for free. With the right tools we can begin to make sense of these data to see patterns and trends that otherwise would be invisible to us. Transforming numbers in graphic form allows readers to learn about the stories that those numbers hiding. Alberto Cairo, "The functional Art" | Source: http://goo.gl/KHm3hT
  • 5. THE INVESTIGATION OF L'ESPRESSO simultaneously on 9 newspapers in six European countries in March 31, 2014
  • 6. THE NEWS FROM 2000 TO 2013 MORE THAN 23 THOUSANDS OF MIGRANTS HAVE DIED TRYING TO REACH EUROPE
  • 8. ROUTES MORTALITY It was possible to estimate a mortality rate of each route: calculation shows that the most critical one starts from the Maghreb towards Sicily
  • 10. INVESTIGATION BASIS official monitoring for victims (neither by Italy, nor by European Union) Two EU agencies monitor frontiers (Frontex, Eurosur) datasets based on articles and posts from media, observatories and blogs built by NGOs (Fortress Europe, United for Intercultural Action, PULS dell'università di Helsinki) studies and analysis regarding specific territories (Sicilia, Canarie) or time intervals (a single year, a season)
  • 11. FORTRESS EUROPE scraped data from the Fortress Europe website.
  • 12. UNITED FOR INTERCULTURAL ACTION / PULS scraped and collected data from United for Intercultural Action e PULS websites
  • 13. SCRAPING / MERGING / DEDUPLICATION These are all activities necessary to extract data from their original rigid containers (web pages and PDFs), to structure them as tables and so to make them machine readable Original different structures are adapted to have a single useful one (date / location / description / source / ... ) We have finally aggregated all data in a single table and cleaned it deleting double events thanks to a semi automatic deduplication process
  • 14. NEW DATABASE It contains 2700+ events (during which 23000+ migrants died from 2000 to 2013) and it is browsable http://themigrantsfiles.com
  • 15. ENTITY EXTRACTION Single events (ie. shipwrecks) are put in relations by extracting entities (ie. events' typologies, locations, victims' types) Link: http://goo.gl/xy0h0Q
  • 17. TEAM PLAY The investigation was performed by 10 people among journalists, data scientists, developers and more, thanks to an on-line shared platform.
  • 18. ROLES AND METHODOLOGY A coordinated the whole process and checked progress searched for data and contextual informations and fact checked them, also with a sample testing strategy (fact-checking ) tried to provide an error estimation of the data manipulation process (about )
  • 19. METHODOLOGY ON L'ESPRESSO Below the article published on L'Espresso there is also a methodological note with contacts | Link: http://goo.gl/9gpvlA
  • 20. FACT-CHECKING AT THE UNIVERSITY Some students in digital journalism at the University of Bologna helped us to check single events (thanks to prof. Carlo Gubitosa)
  • 22. MARCH 31, 2014: THE PUBLICATION DAY The investigation was published simultaneously on 9 newspapers from 6 different European countries, creating a widespread distribution in each country
  • 23. IMPACT During 24h, 2000+ tweets in 11 different languages are sent Mainly English, French, Italian, German, Spanish and Greek | http://goo.gl/cTZyqq
  • 24. AWARDS: BRUSSELS AND BARCELONA The investigation was presented at the DataHarvest+ Conference in Brussels and won the Data Journalism Awards in Barcelona (June 2014)