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Open geo-spatial data 
Lorenzino Vaccari 
lorenzino.vaccari@jrc.ec.europa.eu 
28th November 2014 
www.jrc.ec.europa.eu 
Serving society 
Stimulating innovation 
Supporting legislation
Summary 
Open Data 
Geo Data 
GIS 
SDI 
Geo (Open) Data
http://www.webmapp.it/maps/http://www.webmapp.it/maps/ddoolloommiittii//mmaapp..hhttmmll
HHOOTT:: HHuummaanniittaarriiaann OOppeennSSttrreeeettMMaapp TTeeaamm 
http://http://hhoott..ooppeennssttrreeeettmmaapp..oorrgg
“OpenStreetMap is 
a free map of the 
world, created by 
someone like you 
OpenStreetMap project creates 
and provides geographical data, 
such as road maps, freely available 
to anyone. Behind the 
establishment and growth of the 
project have been restrictions on 
use or availability of map 
information across much of the 
world and the advent of 
inexpensive portable satellite 
navigation devices. 
http://www.http://www.ooppeennssttrreeeettmmaapp..oorrgg//
“Is data that can be freely used, reused and 
redistributed by anyone – subject only, at 
most, to the requirement to attribute and 
use 
reuse 
sharealike. 
“open” = redistribution 
commercial reuse 
derivative works 
BUT, may require: 
attribution 
share alike
“Open data can 
help unlock $3 
trillion to $5 
trillion in 
economic value 
annually across 
seven sectors…” 
http://www.mckinsey.com/insights/business_technology/open_data_unlocking_innovation_and_performance_with_http://www.mckinsey.com/insights/business_technology/open_data_unlocking_innovation_and_performance_with_lliiqquuiidd__iinnffoorrmmaattiioonn
5 Stars principles (Tim Bernes Lee)
5 Stars principles (Tim Davies) 
Be demand driven 
Put data in context 
Support 
conversation 
around data 
Build capacity, skills 
and networks 
Collaborate on 
data as a com-mon 
resource 
•Data structured, tools and support based on community needs and 
demands 
•Ways of listening to people’s requests for data, and responding with 
open data? 
• Provide metadata (e.g. frequency of updates, data formats and data 
quality)? 
• Include qualitative information such as data creation, or data manuals? 
• Link from data catalogue pages to analysis of the data? 
• Can people comment on datasets, or create structured conversation around data? 
• Do you join the conversations? 
• Easy ways to contact the individual ‘data owner’? 
• Offline opportunities to have conversations that involve your data? 
• Tools for people to work with your datasets? 
• How To guidance on using open data analysis tools? 
• Do you go out into the community to run skill-building sessions? 
• Do you sponsor or engage with capacity building? 
• Have feedback loops so people can help you improve your datasets? 
• Collaborate with the community to create new data resources? 
• Provide support to people to build and sustain useful tools and services? 
• Work with other organisations to connect up your data sources.
GGeeooggrraapphhiicc DDaattaa 
hhttttpp::////lliibbrrooddiiggiittaall..oouuppee..eess// 
Represent either geographical 
features or phenomenoms: 
georeferenced & 
multidimensional, at least two 
coordinates must be specified 
to define a location
Geographical coordinates 
hhttttpp::////eenn..wwiikkiippeeddiiaa..oorrgg//wwiikkii//GGeeooggrraapphhiicc__ccoooorrddiinnaattee__ssyysstteemm
Spatial relationships 
hhttttpp::////eenn..wwiikkiippeeddiiaa..oorrgg//wwiikkii//SSppaattiiaall__rreellaattiioonn
HHooww ttoo mmaannaaggee GGeeoo--DDaattaa:: GGIISS 
HOW TO MANAGE GEOGRAHICAL DATA 
GIS: a geographic 
information system 
(GIS) is any 
manual or 
computer based 
system designed to 
store and 
manipulate 
spatially 
referenced data.
Computer based GIS 
A geographic information system (GIS) 
integrates hardware, software, data 
and services to capturing managing, 
analyzing and displaying 
geographically referenced information
Specific Interdisciplinary Knowledge 
GGeeooggrarapphhyy 
Computer 
Science 
AArcrchhitietecctuturere Computer 
Science 
GGIISS 
MMaaththeemmaatitcicss CCivivili lE Enngginineeeerr 
Measurement 
Measurement 
and Surveying 
Statistics and Surveying Statistics 
Close range 
and remote 
sensing 
Close range 
and remote 
sensing
Voluminous, Unique analysis methods and 
data integration 
http://http://wwwwww..ttuuffllooww..ccoomm//
Data Representation 
GIS Data represents real world 
objects (e.g. roads, land use, 
elevation, trees, waterways, 
etc) 
There are 2 broad methods used 
to store data in GIS 
– Vector data Model 
– Raster Data Model
Vector Data Representation 
A coordinate based data model that represents 
geographic features as points, lines, and polygons 
1. Points (location of wells, 
schools, points of 
interests, etc 
2. Lines (road centerlines, 
rivers, trails, streets, 
etc 
3. Polygons (parcels, 
boundaries of cities, 
lakes, land use, etc)
Raster Data Representation 
A spatial data model that defines space as an array of 
equally sized cells arranged in rows and columns. Each 
cell contains an attribute value and location coordinates
Most Common Spatial Data Formats 
Vector 
– Shape (ESRI) 
– GML (Geographic Markup Language) 
– RDF (Resource Description 
Format) 
– KML (Keyhole Markup 
Language) 
Raster 
– Geo TIFF (Geo Tagged Image Format) 
– ASCII GRID (ESRI) 
– TIN (ESRI) 
– NETCDF
WWhhaatt iiss aa SSppaattiiaall DDaattaa IInnffrraassttrruuccttuurree ((SSDDII))?? 
“The SDI provides a basis for spatial data discovery, 
evaluation, and application for users and providers 
within all levels of government, the commercial sector, 
the non-profit sector, academia and by citizens in 
general” 
-- The SDI Cookbook 
http://www.gsdi.org 
Douglas Nebert 
U.S. Federal Geographic 
Data Committee Secretariat
SDI: Network & spatial data services 
architecture
Europe needed a SDI 
Natural Disasters and as well as 
other environmental phenomena 
do not stop at national borders! 
20% of the EU citizens 
(115 million) live within 
50 Km from a border 
70% of all fresh water bodies 
in Europe are part of a trans-boundary 
river basin !!
Building a European SDI is complex 
Europe is a patchwork of several 
countries with different traditions, 
cultures and socio-economic 
models 
This is reflected in the different 
ways in which geo-spatial data 
is managed
INSPIRE Directive 
• General rules to establish an 
Infrastructure for Spatial 
Information in Europe for 
• Community environmental policies 
• Policies or activities which impact on the 
environment 
• INSPIRE is built on the SDIs 
established and operated by the 
Member States 
• Spatial data held by/on behalf of public 
authorities 
• Does not require collection of new 
data 
• INSPIRE is a Framework Directive 
– Detailed technical provisions in 
Implementing 
Rules
Implementing Rules vs. Technical 
Guidelines
Cross-sector data interoperability 
EL:Elevation 
TN: T r a ns por t n e t wo r k s 
BU:Buildings 
SO:Soil 
PF:Production and 
industrial facilities 
AF:Agricultural and 
aquaculture 
facilities 
ER:Energy 
Resources 
HB:Habitats and biotopes 
SD:Species distribution 
AM:Area management/ restriction/ 
regulation zones & reporting units 
PD: Population 
Distribution 
US: Utilities and 
Governmental Services 
(Waste Management) 
Waste 
Urban Planning 
Waste Management 
Plans 
Environmental Impact 
Assessment 
Risk Management 
… 
PRTR 
SEVESO 
INSPIRE data 
Data from other 
sectors
Making data sets interoperable 
• Problem: Users may not be able to 
understand or correctly interpret the used 
data model or symbology 
• Solution: Data is made available according to 
common interoperability specifications 
 Common (cross- domain) data models 
 Common encodings (formats) 
 Common symbologies 
• Reference: INSPIRE 
Directive, Art. 7-10, IRs on interoperability 
of spatial data sets and services & INSPIRE 
data specifications 
 known 
 shared 
 documented 
 accessible 
 interoperable 
• Timing: Annex I since Dec 2012 (if newly collected), Dec 
2017 (all other data), Annex II+III: Oct 2015/Oct 2020
INSPIRE thematic scope 
Annex I 
1. Coordinate reference 
systems 
2. Geographical grid 
systems 
3. Geographical names 
4. Administrative units 
5. Addresses 
6. Cadastral parcels 
7. Transport networks 
8. Hydrography 
9. Protected sites 
Annex II 
1. Elevation 
2. Land cover 
3. Ortho-imagery 
4. Geology 
Implementation 2012/2017 
Implementation 2015/2020 
Annex III 
1. Statistical units 
2. Buildings 
3. Soil 
4. Land use 
5. Human health and safety 
6. Utility and governmental 
services 
7. Environmental monitoring 
facilities 
8. Production and industrial 
facilities 
9. Agricultural and 
aquaculture facilities 
10.Population distribution – 
demography 
11. Area management/ 
restriction/regulation 
zones & reporting units 
12. Natural risk zones 
13. Atmospheric conditions 
14. Meteorological 
geographical features 
15. Oceanographic 
geographical features 
16. Sea regions 
17. Bio-geographical regions 
18. Habitats and biotopes 
19. Species distribution 
20. Energy Resources 
21. Mineral resources
Key pillars of data interoperability 
Conceptual data 
models Registers 
• objects types, 
properties & 
relationships 
• cross-domain 
harmonization 
• based on a 
common 
modelling 
framework 
• managed in a 
common UML 
repository 
Harmonised 
vocabularies 
• achieve better 
interoperability 
than free-text 
and/or multi-lingual 
content 
• allow additional 
terms from local 
vocabularies 
• 400 code lists & 
almost 5000 
values in central 
register 
Encoding 
• conceptual 
models 
independent of 
concrete 
encodings 
• standard 
encoding: GML, 
but also 
possible to 
derive other 
encodings (e.g. 
based on RDF) 
• provide unique 
and persistent 
identifiers for 
reference to 
resources 
• allow their 
consistent 
management 
and versioning
• Key infrastructure component 
 provide unique and persistent identifiers for resources 
 allow their consistent management and versioning 
 allow unambiguous references to items
The INSPIRE Report 
http:// 
www.eea.europa.eu/publications/midterm-evaluation-report-on-inspire-implementation 
http:// 
www.eea.europa.eu/publications/midterm-evaluation-report-on-inspire-implementation
GGeeoo ((OOppeenn)) DDaattaa ((aatt GGlloobbaall lleevveell)) 
21th Century Challenges 
hhttttpp::////wwwwww..ssliliddeesshhaarree..nneett//aannggeelleedd//ggeeoossss
The Group of Earth Observation (2005)
 GEOSS promotes scientific 
connections and interactions 
between the observation systems 
that constitute the system of 
systems, and addresses some of 
the 21st Century Challenges 
 GEOSS also promotes the 
introduction of innovative 
scientific techniques and 
technologies in the federated 
observing systems. 
The Global Earth Observation System of Systems 
(GEOSS) provides the fundamental framework to 
integrate the earth observation efforts of the 84 GEO 
members and 61 Participating organizations on 9 
Societal Benefit Areas
GEOSS Data Sharing Principles 
• Full and Open Exchange 
of Data, recognizing 
Relevant International 
Instruments and National 
Policies 
• Data and Products at 
Minimum Time delay and 
Minimum Cost 
• Free of Charge or minimal 
Cost for Research and 
Education 
http://www.geoportal.or http://www.geoportal.orgg//wweebb//gguueesstt//ggeeoo__hhoommee
393 Resources 
Documentation 
GGeeoo ((OOppeenn)) DDaattaa ((aatt JJRRCC)) 
hhttttpp::////ddaattaa..jjrrcc..iitt//
Harvesters 
JRC Geo Catalog 
Other 
souOrtcheesr 
sOotuhrecre sJRC 
sources 
JRC Data Catalog (CKAN) 
EU Open 
Data 
Catalog 
JRC Geo 
Providers 
CNR Broker 
(INSPIRE) Geo Proxy 
CSW 
Virtual 
EndPoints 
CCSSWW 
Open Data Portal 
Other 
souOrtcheesr 
soOuthrecre JsRC 
GEO sources 
DRSDI 
CID 
Repository
http://www.w3.org/TR/vocab-dcat/
http://www.w3.org/TR/vocab-dcat/
https://https://ooppeenn--ddaattaa..eeuurrooppaa..eeuu
http://http://ppuubbliliccddaattaa..eeuu//ddaattaasseett
**SSoouurrccee:: EEuurrooppeeaann CCoommmmiissssiioonn PPuubblliiccaattiioonn OOffffiiccee
Data are MINE !
NOT exactly…
THANKS!!!! 
Juan Pane, Maurizio Napolitano (FBK), Michael Lutz (JRC), 
Robin Smith (JRC), Andrea Perego (JRC), Anders Friis-Christensen (JRC) 
Credits: 
• https://okfn.org/ 
• https://unsplash.com/ 
• https://www.rd-alliance.org/ 
• http://pantonprinciples.org/ 
• http://br.freepik.com/ 
• http://epicgraphic.com 
• http://www.prescribinganalytics.com/ 
• http://global.census.okfn.org/ 
• http://tt.spendnetwork.com/map.html 
• http://www.prescribinganalytics.com/ 
• https://opencorporates.com/ 
• http://www.socrata.com/blog/economic-impact-open-data/ 
• http://www.wallpapermania.eu 
• http://montcomediation.org/images/MCMC_MyWayYourWay.jpg 
• http://www.icsu.org/ 
• http://img.gawkerassets.com/img/182n8vzdlg1iojpg/original.jpg 
• http://netdna.webdesignerdepot.com/uploads/photo_manipulation/manipulation-9.jpg 
• http://www.geoportal.org/web/guest/geo_home 
• https://opensource.com/education/14/8/open-source-deep-academia? 
utm_content=bufferd366b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

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Open Geo-Spatial Data Management with GIS and SDI

  • 1. Open geo-spatial data Lorenzino Vaccari lorenzino.vaccari@jrc.ec.europa.eu 28th November 2014 www.jrc.ec.europa.eu Serving society Stimulating innovation Supporting legislation
  • 2. Summary Open Data Geo Data GIS SDI Geo (Open) Data
  • 4. HHOOTT:: HHuummaanniittaarriiaann OOppeennSSttrreeeettMMaapp TTeeaamm http://http://hhoott..ooppeennssttrreeeettmmaapp..oorrgg
  • 5. “OpenStreetMap is a free map of the world, created by someone like you OpenStreetMap project creates and provides geographical data, such as road maps, freely available to anyone. Behind the establishment and growth of the project have been restrictions on use or availability of map information across much of the world and the advent of inexpensive portable satellite navigation devices. http://www.http://www.ooppeennssttrreeeettmmaapp..oorrgg//
  • 6. “Is data that can be freely used, reused and redistributed by anyone – subject only, at most, to the requirement to attribute and use reuse sharealike. “open” = redistribution commercial reuse derivative works BUT, may require: attribution share alike
  • 7.
  • 8. “Open data can help unlock $3 trillion to $5 trillion in economic value annually across seven sectors…” http://www.mckinsey.com/insights/business_technology/open_data_unlocking_innovation_and_performance_with_http://www.mckinsey.com/insights/business_technology/open_data_unlocking_innovation_and_performance_with_lliiqquuiidd__iinnffoorrmmaattiioonn
  • 9.
  • 10.
  • 11. 5 Stars principles (Tim Bernes Lee)
  • 12. 5 Stars principles (Tim Davies) Be demand driven Put data in context Support conversation around data Build capacity, skills and networks Collaborate on data as a com-mon resource •Data structured, tools and support based on community needs and demands •Ways of listening to people’s requests for data, and responding with open data? • Provide metadata (e.g. frequency of updates, data formats and data quality)? • Include qualitative information such as data creation, or data manuals? • Link from data catalogue pages to analysis of the data? • Can people comment on datasets, or create structured conversation around data? • Do you join the conversations? • Easy ways to contact the individual ‘data owner’? • Offline opportunities to have conversations that involve your data? • Tools for people to work with your datasets? • How To guidance on using open data analysis tools? • Do you go out into the community to run skill-building sessions? • Do you sponsor or engage with capacity building? • Have feedback loops so people can help you improve your datasets? • Collaborate with the community to create new data resources? • Provide support to people to build and sustain useful tools and services? • Work with other organisations to connect up your data sources.
  • 13. GGeeooggrraapphhiicc DDaattaa hhttttpp::////lliibbrrooddiiggiittaall..oouuppee..eess// Represent either geographical features or phenomenoms: georeferenced & multidimensional, at least two coordinates must be specified to define a location
  • 16. HHooww ttoo mmaannaaggee GGeeoo--DDaattaa:: GGIISS HOW TO MANAGE GEOGRAHICAL DATA GIS: a geographic information system (GIS) is any manual or computer based system designed to store and manipulate spatially referenced data.
  • 17. Computer based GIS A geographic information system (GIS) integrates hardware, software, data and services to capturing managing, analyzing and displaying geographically referenced information
  • 18. Specific Interdisciplinary Knowledge GGeeooggrarapphhyy Computer Science AArcrchhitietecctuturere Computer Science GGIISS MMaaththeemmaatitcicss CCivivili lE Enngginineeeerr Measurement Measurement and Surveying Statistics and Surveying Statistics Close range and remote sensing Close range and remote sensing
  • 19. Voluminous, Unique analysis methods and data integration http://http://wwwwww..ttuuffllooww..ccoomm//
  • 20. Data Representation GIS Data represents real world objects (e.g. roads, land use, elevation, trees, waterways, etc) There are 2 broad methods used to store data in GIS – Vector data Model – Raster Data Model
  • 21. Vector Data Representation A coordinate based data model that represents geographic features as points, lines, and polygons 1. Points (location of wells, schools, points of interests, etc 2. Lines (road centerlines, rivers, trails, streets, etc 3. Polygons (parcels, boundaries of cities, lakes, land use, etc)
  • 22. Raster Data Representation A spatial data model that defines space as an array of equally sized cells arranged in rows and columns. Each cell contains an attribute value and location coordinates
  • 23. Most Common Spatial Data Formats Vector – Shape (ESRI) – GML (Geographic Markup Language) – RDF (Resource Description Format) – KML (Keyhole Markup Language) Raster – Geo TIFF (Geo Tagged Image Format) – ASCII GRID (ESRI) – TIN (ESRI) – NETCDF
  • 24. WWhhaatt iiss aa SSppaattiiaall DDaattaa IInnffrraassttrruuccttuurree ((SSDDII))?? “The SDI provides a basis for spatial data discovery, evaluation, and application for users and providers within all levels of government, the commercial sector, the non-profit sector, academia and by citizens in general” -- The SDI Cookbook http://www.gsdi.org Douglas Nebert U.S. Federal Geographic Data Committee Secretariat
  • 25. SDI: Network & spatial data services architecture
  • 26. Europe needed a SDI Natural Disasters and as well as other environmental phenomena do not stop at national borders! 20% of the EU citizens (115 million) live within 50 Km from a border 70% of all fresh water bodies in Europe are part of a trans-boundary river basin !!
  • 27. Building a European SDI is complex Europe is a patchwork of several countries with different traditions, cultures and socio-economic models This is reflected in the different ways in which geo-spatial data is managed
  • 28. INSPIRE Directive • General rules to establish an Infrastructure for Spatial Information in Europe for • Community environmental policies • Policies or activities which impact on the environment • INSPIRE is built on the SDIs established and operated by the Member States • Spatial data held by/on behalf of public authorities • Does not require collection of new data • INSPIRE is a Framework Directive – Detailed technical provisions in Implementing Rules
  • 29. Implementing Rules vs. Technical Guidelines
  • 30. Cross-sector data interoperability EL:Elevation TN: T r a ns por t n e t wo r k s BU:Buildings SO:Soil PF:Production and industrial facilities AF:Agricultural and aquaculture facilities ER:Energy Resources HB:Habitats and biotopes SD:Species distribution AM:Area management/ restriction/ regulation zones & reporting units PD: Population Distribution US: Utilities and Governmental Services (Waste Management) Waste Urban Planning Waste Management Plans Environmental Impact Assessment Risk Management … PRTR SEVESO INSPIRE data Data from other sectors
  • 31. Making data sets interoperable • Problem: Users may not be able to understand or correctly interpret the used data model or symbology • Solution: Data is made available according to common interoperability specifications  Common (cross- domain) data models  Common encodings (formats)  Common symbologies • Reference: INSPIRE Directive, Art. 7-10, IRs on interoperability of spatial data sets and services & INSPIRE data specifications  known  shared  documented  accessible  interoperable • Timing: Annex I since Dec 2012 (if newly collected), Dec 2017 (all other data), Annex II+III: Oct 2015/Oct 2020
  • 32. INSPIRE thematic scope Annex I 1. Coordinate reference systems 2. Geographical grid systems 3. Geographical names 4. Administrative units 5. Addresses 6. Cadastral parcels 7. Transport networks 8. Hydrography 9. Protected sites Annex II 1. Elevation 2. Land cover 3. Ortho-imagery 4. Geology Implementation 2012/2017 Implementation 2015/2020 Annex III 1. Statistical units 2. Buildings 3. Soil 4. Land use 5. Human health and safety 6. Utility and governmental services 7. Environmental monitoring facilities 8. Production and industrial facilities 9. Agricultural and aquaculture facilities 10.Population distribution – demography 11. Area management/ restriction/regulation zones & reporting units 12. Natural risk zones 13. Atmospheric conditions 14. Meteorological geographical features 15. Oceanographic geographical features 16. Sea regions 17. Bio-geographical regions 18. Habitats and biotopes 19. Species distribution 20. Energy Resources 21. Mineral resources
  • 33. Key pillars of data interoperability Conceptual data models Registers • objects types, properties & relationships • cross-domain harmonization • based on a common modelling framework • managed in a common UML repository Harmonised vocabularies • achieve better interoperability than free-text and/or multi-lingual content • allow additional terms from local vocabularies • 400 code lists & almost 5000 values in central register Encoding • conceptual models independent of concrete encodings • standard encoding: GML, but also possible to derive other encodings (e.g. based on RDF) • provide unique and persistent identifiers for reference to resources • allow their consistent management and versioning
  • 34.
  • 35.
  • 36. • Key infrastructure component  provide unique and persistent identifiers for resources  allow their consistent management and versioning  allow unambiguous references to items
  • 37. The INSPIRE Report http:// www.eea.europa.eu/publications/midterm-evaluation-report-on-inspire-implementation http:// www.eea.europa.eu/publications/midterm-evaluation-report-on-inspire-implementation
  • 38. GGeeoo ((OOppeenn)) DDaattaa ((aatt GGlloobbaall lleevveell)) 21th Century Challenges hhttttpp::////wwwwww..ssliliddeesshhaarree..nneett//aannggeelleedd//ggeeoossss
  • 39. The Group of Earth Observation (2005)
  • 40.  GEOSS promotes scientific connections and interactions between the observation systems that constitute the system of systems, and addresses some of the 21st Century Challenges  GEOSS also promotes the introduction of innovative scientific techniques and technologies in the federated observing systems. The Global Earth Observation System of Systems (GEOSS) provides the fundamental framework to integrate the earth observation efforts of the 84 GEO members and 61 Participating organizations on 9 Societal Benefit Areas
  • 41. GEOSS Data Sharing Principles • Full and Open Exchange of Data, recognizing Relevant International Instruments and National Policies • Data and Products at Minimum Time delay and Minimum Cost • Free of Charge or minimal Cost for Research and Education http://www.geoportal.or http://www.geoportal.orgg//wweebb//gguueesstt//ggeeoo__hhoommee
  • 42. 393 Resources Documentation GGeeoo ((OOppeenn)) DDaattaa ((aatt JJRRCC)) hhttttpp::////ddaattaa..jjrrcc..iitt//
  • 43. Harvesters JRC Geo Catalog Other souOrtcheesr sOotuhrecre sJRC sources JRC Data Catalog (CKAN) EU Open Data Catalog JRC Geo Providers CNR Broker (INSPIRE) Geo Proxy CSW Virtual EndPoints CCSSWW Open Data Portal Other souOrtcheesr soOuthrecre JsRC GEO sources DRSDI CID Repository
  • 46.
  • 48.
  • 50. **SSoouurrccee:: EEuurrooppeeaann CCoommmmiissssiioonn PPuubblliiccaattiioonn OOffffiiccee
  • 53. THANKS!!!! Juan Pane, Maurizio Napolitano (FBK), Michael Lutz (JRC), Robin Smith (JRC), Andrea Perego (JRC), Anders Friis-Christensen (JRC) Credits: • https://okfn.org/ • https://unsplash.com/ • https://www.rd-alliance.org/ • http://pantonprinciples.org/ • http://br.freepik.com/ • http://epicgraphic.com • http://www.prescribinganalytics.com/ • http://global.census.okfn.org/ • http://tt.spendnetwork.com/map.html • http://www.prescribinganalytics.com/ • https://opencorporates.com/ • http://www.socrata.com/blog/economic-impact-open-data/ • http://www.wallpapermania.eu • http://montcomediation.org/images/MCMC_MyWayYourWay.jpg • http://www.icsu.org/ • http://img.gawkerassets.com/img/182n8vzdlg1iojpg/original.jpg • http://netdna.webdesignerdepot.com/uploads/photo_manipulation/manipulation-9.jpg • http://www.geoportal.org/web/guest/geo_home • https://opensource.com/education/14/8/open-source-deep-academia? utm_content=bufferd366b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Notas do Editor

  1. Similar to the Open Data Principles A GEOSS Data CORE call was launched in 2010 Now a lot of Datasets are DATA CORE compliant