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MIGRATE: MIGRation pATterns in Europe
Martina Aiello1, Maria Antonia Brovelli2, Marco Gianinetto1, Candan
Eylül Kilsedar2, Marco Minghini2, Mayra Zurbarán3
1 Dept. of Architecture, Built Environment and Construction Engineering, Politecnico di Milano, Italy
2 Dept. of Civil and Environmental Engineering, Politecnico di Milano - Como Campus, Italy
3 Dept. of Systems Engineering, Universidad del Norte, Colombia
Worldwide (UNHCR - Global trends 2015):
In 2015 1,015,078 people have crossed the Mediterranean
Sea and 3771 people died in their attempt to reach Europe.
In 2016 the number of arrivals by sea has reduced (333,940);
however, still 3949 dead or missing people have been
registered (source: UNHCR)
The war in Syria produced 4.9
million registered refugees
by the end of 2015, more than
from any other country in the
world (source: UNHCR)
65.3 million forcibly displaced
people, meaning 34,000 people every day
21.3 million refugees, over half of
whom are under the age of 18
10 million stateless people
Recent trends in migration
MIGRATE – MIGRation pATterns in Europe
 A Web mapping application
 developed with a gamification approach
 based on open data
 available at http://geomobile.como.polimi.it/migrate
 Purposes:
 educating and raising awareness about the phenomenon of migration
in Europe
 deriving insights on people’s perception of migration by analyzing the
collected data
 The application is funded under
the third call of MYGEOSS project
by the European Commission –
Joint Research Center (JRC).
MIGRATE – The open data used
 MIGRATE makes full use of on open-licensed data:
 OpenStreetMap (OSM) - http://www.openstreetmap.org
o license: ODbL
MIGRATE – The open data used
 MIGRATE makes full use of on open-licensed data:
 United Nations High Commissioner for Refugees (UNHCR) - The
UN Refugee Agency – http://www.unhcr.org
o licenses: CC BY, CC BY-IGO, CC BY-SA, ODbL, ODC-BY, PDDL, CC0
o aggregated data on 2015 global trends & Mediterranean area
MIGRATE – The open data used
 MIGRATE makes full use of on open-licensed data:
 International Organization for Migration (IOM) - https://www.iom.int
& IOM Missing Migrants project - http://missingmigrants.iom.int
o licenses: CC BY, CC BY-IGO, CC BY-SA, ODbL, ODC-BY, PDDL, CC0
o aggregated data on migration in Europe
MIGRATE – The open data used
 MIGRATE makes full use of on open-licensed data:
 The Migrants’ Files - http://www.themigrantsfiles.com
 license: ODbL
MIGRATE – The open data used
 MIGRATE makes full use of on open-licensed data:
 Eurostat - http://ec.europa.eu/eurostat
o license: a customized open license policy
MIGRATE – The registration
 Playing the game requires a free and anonymous registration:
 no sensitive information required – only nickname, password, gender,
age range, country of origin, education level
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
 2 map-based questions (select a country on the map)
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
 2 map-based questions (select a country on the map)
 1 text-based question (type a number)
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
 2 map-based questions (select a country on the map)
 1 text-based question (type a number)
o 2 out of the 6 questions depend on the user’s country of origin
o each question is extracted randomly from a set of 20 questions
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
 2 map-based questions (select a country on the map)
 1 text-based question (type a number)
o 2 out of the 6 questions depend on the user’s country of origin
o each question is extracted randomly from a set of 20 questions
 A limited amount of time (30 seconds) is given to answer each question.
 After the user answers the outcome (right/wrong), the correct answer and
its explanation and a link to the data source are provided.
MIGRATE – The game
 Each game is composed of 6 questions:
 1 true/false question (select True or False)
 2 multiple choice questions (select one out of four possible answers)
 2 map-based questions (select a country on the map)
 1 text-based question (type a number)
o 2 out of the 6 questions depend on the user’s country of origin
o each question is extracted randomly from a set of 20 questions
 A limited amount of time (30 seconds) is given to answer each question.
 After the user answers the outcome (right/wrong), the correct answer and
its explanation and a link to the data source are provided.
 Computation of user’s score:
 single-game score: each type of question has a different weight and
the time taken to answer is also weighted
 aggregated score (after multiple games): average score is computed
and extra points are given as long as the user keeps on playing
 Source code is available at https://github.com/kilsedar/migrate
 EU Public License (EUPL)
 instructions for deployment available
MIGRATE – The technical architecture
 MIGRATE is fully based on Free and Open Source Software (FOSS).
MIGRATE – The game
 Demo video: https://www.youtube.com/watch?v=gaVMoG8m6jo
MIGRATE – Next steps
 Technical improvements of MIGRATE:
 security fixes
 form to download the data collected, available under an open license
 refinement of the scoring system
 First official campaign of MIGRATE:
 one month duration: from December 6, 2016 to January 6, 2017
o official announcement during MYGEOSS final event in Brussels
 awards for the 10-15 top players (Amazon vouchers)
 advertisement required – please spread the word!
 User’s answers will be analyzed and studied
 at least an academic paper will be produced
MIGRATE – The team
Eng. Martina Aiello
data analysis
Prof. Maria Antonia
Brovelli
idea, scientific consultancy,
supervision of data and
questions
Prof. Marco Gianinetto
scientific consultancy
Eng. Candan Eylül
Kilsedar
technical manager,
development of the application
Dr. Marco Minghini
project manager, data
analysis, questions & answers
Eng. Mayra Alejandra
Zurbarán Nucci
technical manager,
development of the application
Thank you for the attention!
This application has been developed within the MYGEOSS project, which has received funding from the
European Union's Horizon 2020 research and innovation programme. The JRC, or as the case may be the
European Commission, shall not be held liable for any direct or indirect, incidental, consequential or other
damages, including but not limited to the loss of data, loss of profits, or any other financial loss arising from
the use of this application, or inability to use it, even if the JRC is notified of the possibility of such damages.
 For any information on MIGRATE please contact Dr. Marco Minghini
 marco.minghini@polimi.it
 @MarcoMinghini
MIGRATE – Contacts

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MIGRATE: MIGRation pATterns in Europe

  • 1. MIGRATE: MIGRation pATterns in Europe Martina Aiello1, Maria Antonia Brovelli2, Marco Gianinetto1, Candan Eylül Kilsedar2, Marco Minghini2, Mayra Zurbarán3 1 Dept. of Architecture, Built Environment and Construction Engineering, Politecnico di Milano, Italy 2 Dept. of Civil and Environmental Engineering, Politecnico di Milano - Como Campus, Italy 3 Dept. of Systems Engineering, Universidad del Norte, Colombia
  • 2. Worldwide (UNHCR - Global trends 2015): In 2015 1,015,078 people have crossed the Mediterranean Sea and 3771 people died in their attempt to reach Europe. In 2016 the number of arrivals by sea has reduced (333,940); however, still 3949 dead or missing people have been registered (source: UNHCR) The war in Syria produced 4.9 million registered refugees by the end of 2015, more than from any other country in the world (source: UNHCR) 65.3 million forcibly displaced people, meaning 34,000 people every day 21.3 million refugees, over half of whom are under the age of 18 10 million stateless people Recent trends in migration
  • 3. MIGRATE – MIGRation pATterns in Europe  A Web mapping application  developed with a gamification approach  based on open data  available at http://geomobile.como.polimi.it/migrate  Purposes:  educating and raising awareness about the phenomenon of migration in Europe  deriving insights on people’s perception of migration by analyzing the collected data  The application is funded under the third call of MYGEOSS project by the European Commission – Joint Research Center (JRC).
  • 4. MIGRATE – The open data used  MIGRATE makes full use of on open-licensed data:  OpenStreetMap (OSM) - http://www.openstreetmap.org o license: ODbL
  • 5. MIGRATE – The open data used  MIGRATE makes full use of on open-licensed data:  United Nations High Commissioner for Refugees (UNHCR) - The UN Refugee Agency – http://www.unhcr.org o licenses: CC BY, CC BY-IGO, CC BY-SA, ODbL, ODC-BY, PDDL, CC0 o aggregated data on 2015 global trends & Mediterranean area
  • 6. MIGRATE – The open data used  MIGRATE makes full use of on open-licensed data:  International Organization for Migration (IOM) - https://www.iom.int & IOM Missing Migrants project - http://missingmigrants.iom.int o licenses: CC BY, CC BY-IGO, CC BY-SA, ODbL, ODC-BY, PDDL, CC0 o aggregated data on migration in Europe
  • 7. MIGRATE – The open data used  MIGRATE makes full use of on open-licensed data:  The Migrants’ Files - http://www.themigrantsfiles.com  license: ODbL
  • 8. MIGRATE – The open data used  MIGRATE makes full use of on open-licensed data:  Eurostat - http://ec.europa.eu/eurostat o license: a customized open license policy
  • 9. MIGRATE – The registration  Playing the game requires a free and anonymous registration:  no sensitive information required – only nickname, password, gender, age range, country of origin, education level
  • 10. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)
  • 11. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)
  • 12. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)  2 map-based questions (select a country on the map)
  • 13. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)  2 map-based questions (select a country on the map)  1 text-based question (type a number)
  • 14. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)  2 map-based questions (select a country on the map)  1 text-based question (type a number) o 2 out of the 6 questions depend on the user’s country of origin o each question is extracted randomly from a set of 20 questions
  • 15. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)  2 map-based questions (select a country on the map)  1 text-based question (type a number) o 2 out of the 6 questions depend on the user’s country of origin o each question is extracted randomly from a set of 20 questions  A limited amount of time (30 seconds) is given to answer each question.  After the user answers the outcome (right/wrong), the correct answer and its explanation and a link to the data source are provided.
  • 16. MIGRATE – The game  Each game is composed of 6 questions:  1 true/false question (select True or False)  2 multiple choice questions (select one out of four possible answers)  2 map-based questions (select a country on the map)  1 text-based question (type a number) o 2 out of the 6 questions depend on the user’s country of origin o each question is extracted randomly from a set of 20 questions  A limited amount of time (30 seconds) is given to answer each question.  After the user answers the outcome (right/wrong), the correct answer and its explanation and a link to the data source are provided.  Computation of user’s score:  single-game score: each type of question has a different weight and the time taken to answer is also weighted  aggregated score (after multiple games): average score is computed and extra points are given as long as the user keeps on playing
  • 17.  Source code is available at https://github.com/kilsedar/migrate  EU Public License (EUPL)  instructions for deployment available MIGRATE – The technical architecture  MIGRATE is fully based on Free and Open Source Software (FOSS).
  • 18. MIGRATE – The game  Demo video: https://www.youtube.com/watch?v=gaVMoG8m6jo
  • 19. MIGRATE – Next steps  Technical improvements of MIGRATE:  security fixes  form to download the data collected, available under an open license  refinement of the scoring system  First official campaign of MIGRATE:  one month duration: from December 6, 2016 to January 6, 2017 o official announcement during MYGEOSS final event in Brussels  awards for the 10-15 top players (Amazon vouchers)  advertisement required – please spread the word!  User’s answers will be analyzed and studied  at least an academic paper will be produced
  • 20. MIGRATE – The team Eng. Martina Aiello data analysis Prof. Maria Antonia Brovelli idea, scientific consultancy, supervision of data and questions Prof. Marco Gianinetto scientific consultancy Eng. Candan Eylül Kilsedar technical manager, development of the application Dr. Marco Minghini project manager, data analysis, questions & answers Eng. Mayra Alejandra Zurbarán Nucci technical manager, development of the application
  • 21. Thank you for the attention! This application has been developed within the MYGEOSS project, which has received funding from the European Union's Horizon 2020 research and innovation programme. The JRC, or as the case may be the European Commission, shall not be held liable for any direct or indirect, incidental, consequential or other damages, including but not limited to the loss of data, loss of profits, or any other financial loss arising from the use of this application, or inability to use it, even if the JRC is notified of the possibility of such damages.  For any information on MIGRATE please contact Dr. Marco Minghini  marco.minghini@polimi.it  @MarcoMinghini MIGRATE – Contacts