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Population
Grids




Max Friedrich Hartmann
@mxfh
Talking Points

•   Aggregation and Disaggregation of Population Data
•   Data Sources
03 Population Grids




Disaggregation?

Aggregation?

Dasymetric Map ?

Raster!
04 Population Grids




       Gridded Population of the World, version 3 (GPWv3)
            World Population Density 2010 (Estimate)
                     http://sedac.ciesin.columbia.edu/gpw/
05 Population Grids




       Gridded Population of the World, version 3 (GPWv3)
            World Population Density 2010 (Estimate)
                     http://sedac.ciesin.columbia.edu/gpw/
06 Population Grids




Choropleth mapping                 dot mapping      proportional symbols




       Conventional cartographic population mapping techniques
                           Filipe Batista e Silva
07 Population Grids




            Spain - Population Density (NUTS-3 Level)
        http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids
08 Population Grids

Drawbacks of Conventional Population Mapping Filipe Batista e Silva

 •   Size of areas is partly very heterogenous since they are
     only affected by administrative borders and zoning
 •   Structural phenomenos can be hidden by accident or
     deliberately
         Modifiable Areal Unit Problem (MAUP)
        Gerrymandering
 •   Within a single statistical area homogenity is assumed
     which does’t exist in the real world distribution
 •   Important land features (rivers, mountain ranges) are
     not considered
09 Population Grids




                        Geostat Population grid 2006
        http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids
10 Population Grids




 Quelle: UMS 2414 RIATE (CNRS-DATAR-Université Paris 7 (Hrsg.): ESPON-Projekt 3.4.3 - The modifiable areas unit problem. Endbericht 2006
11 Population Grids



   Geostatistical create a spatial reference frame
   for all kinds of geodata.

   The are independent from admin borders and
   allow a purely topic related area selection.




    Ingrid Kaminger, Auf dem Weg zu einer rasterbasierten Regionalstatistik in Europa
12 Population Grids

Advantages/Disadvantages of grids
Advantages
• Ready for universal use
• Ready for automation
• Independent of borders
• High resolution

Disadvantages
•  Privacy Issues
•  Process of creating the grid is quite complex
13 Population Grids




                  Aggregation
              Credits: Eurostat GEOSTAT
14 Population Grids




             Ideally: Aggregation
                Eurostat GEOSTAT
15 Population Grids




                Erich Wonka (2010)
16 Population Grids

Disaggregation
Statistical data is only available in bigger statistical units

Desireable is a grid with a fine grid with cells smalle than
  the area unit.

One solution is the reversal of aggregation -
  disaggregation. (dasymetric mapping)

Information density is increases by deduction from know
   spatial
17 Population Grids




               Credits: Filipe Batista e Silva
18 Population Grids

Auxilliary Data
Remote sensing
• Land use
• Light emmissions
• Land cover

Map data
• Road networks
• Building footprints
• Land cover
Population Grids

Literature/Links
Wonka, E. (2009): Regionalstatistik in Österreich auf der räumlichen Bezugsbasis von regionalstatistischen Rastereinheiten.
    http://www.oeaw-giscience.org/download/RasterStatistikWonka.pdf


Wonka, E.; Kaminger, I.; Katzlberger, G. (2009): Regionalstatistische Auswertungen mit geographischen Rastern in der
    Raumplanung. In: Kartographische Visualisierung in der Raumplanung IzR 10/11.2009, Hrsg.: BBSR im BBR.
     http://www.bbsr.bund.de/cln_032/nn_23470/BBSR/DE/Veroeffentlichungen/IzR/2009/10__11/Inhalt/inhalt.html



Gotthard Meinel, Ulrich Schumacher (Hrsg.) (2010): IÖR Schriften 52, Leibniz-Institut für ökologische Raumentwicklung
     http://www.ioer.de/fileadmin/internet/IOER_schriften/Buch_IOER_Schriften_Band_52_Meinel.pdf


Wurm, M. et al. (2011): Zensus der Zukunft? Erdbeobachtung zur räumlichen Abschätzung der Bevölkerungsverteilung
    http://elib.dlr.de/72097/1/wurm_et_al_2011_standort-zensus_der_zukunft.pdf


Filipe Batista e Silva (2011): The effect of ancillary data in population dasymetric mapping
      http://www.efgs.info/workshops/efgs-2011-lisboa-portugal


Geostat population grid 2006 Poster: http://www.ivie.es/news/2012/ws_res01.php
Population Grids Eurostat Wiki:
    http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids
European Forum for Geostatistics:
     http://efgs2011.ine.pt/doku.php?id=presentations
Population Grids

Data Sources
GEOSTAT 2006 grid dataset
http://epp.eurostat.ec.europa.eu/portal/page/portal/gisco_Geographical_information_maps/popups/references/population_distribution_demography


Population density disaggregated with Corine land cover 2000, EU, 100m resolution
http://www.eea.europa.eu/data-and-maps/data/population-density-disaggregated-with-corine-land-cover-2000-2

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Wherecamp Berlin 2012 Population Grids

  • 2. Talking Points • Aggregation and Disaggregation of Population Data • Data Sources
  • 4. 04 Population Grids Gridded Population of the World, version 3 (GPWv3) World Population Density 2010 (Estimate) http://sedac.ciesin.columbia.edu/gpw/
  • 5. 05 Population Grids Gridded Population of the World, version 3 (GPWv3) World Population Density 2010 (Estimate) http://sedac.ciesin.columbia.edu/gpw/
  • 6. 06 Population Grids Choropleth mapping dot mapping proportional symbols Conventional cartographic population mapping techniques Filipe Batista e Silva
  • 7. 07 Population Grids Spain - Population Density (NUTS-3 Level) http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids
  • 8. 08 Population Grids Drawbacks of Conventional Population Mapping Filipe Batista e Silva • Size of areas is partly very heterogenous since they are only affected by administrative borders and zoning • Structural phenomenos can be hidden by accident or deliberately Modifiable Areal Unit Problem (MAUP) Gerrymandering • Within a single statistical area homogenity is assumed which does’t exist in the real world distribution • Important land features (rivers, mountain ranges) are not considered
  • 9. 09 Population Grids Geostat Population grid 2006 http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids
  • 10. 10 Population Grids Quelle: UMS 2414 RIATE (CNRS-DATAR-Université Paris 7 (Hrsg.): ESPON-Projekt 3.4.3 - The modifiable areas unit problem. Endbericht 2006
  • 11. 11 Population Grids Geostatistical create a spatial reference frame for all kinds of geodata. The are independent from admin borders and allow a purely topic related area selection. Ingrid Kaminger, Auf dem Weg zu einer rasterbasierten Regionalstatistik in Europa
  • 12. 12 Population Grids Advantages/Disadvantages of grids Advantages • Ready for universal use • Ready for automation • Independent of borders • High resolution Disadvantages • Privacy Issues • Process of creating the grid is quite complex
  • 13. 13 Population Grids Aggregation Credits: Eurostat GEOSTAT
  • 14. 14 Population Grids Ideally: Aggregation Eurostat GEOSTAT
  • 15. 15 Population Grids Erich Wonka (2010)
  • 16. 16 Population Grids Disaggregation Statistical data is only available in bigger statistical units Desireable is a grid with a fine grid with cells smalle than the area unit. One solution is the reversal of aggregation - disaggregation. (dasymetric mapping) Information density is increases by deduction from know spatial
  • 17. 17 Population Grids Credits: Filipe Batista e Silva
  • 18. 18 Population Grids Auxilliary Data Remote sensing • Land use • Light emmissions • Land cover Map data • Road networks • Building footprints • Land cover
  • 19. Population Grids Literature/Links Wonka, E. (2009): Regionalstatistik in Österreich auf der räumlichen Bezugsbasis von regionalstatistischen Rastereinheiten. http://www.oeaw-giscience.org/download/RasterStatistikWonka.pdf Wonka, E.; Kaminger, I.; Katzlberger, G. (2009): Regionalstatistische Auswertungen mit geographischen Rastern in der Raumplanung. In: Kartographische Visualisierung in der Raumplanung IzR 10/11.2009, Hrsg.: BBSR im BBR. http://www.bbsr.bund.de/cln_032/nn_23470/BBSR/DE/Veroeffentlichungen/IzR/2009/10__11/Inhalt/inhalt.html Gotthard Meinel, Ulrich Schumacher (Hrsg.) (2010): IÖR Schriften 52, Leibniz-Institut für ökologische Raumentwicklung http://www.ioer.de/fileadmin/internet/IOER_schriften/Buch_IOER_Schriften_Band_52_Meinel.pdf Wurm, M. et al. (2011): Zensus der Zukunft? Erdbeobachtung zur räumlichen Abschätzung der Bevölkerungsverteilung http://elib.dlr.de/72097/1/wurm_et_al_2011_standort-zensus_der_zukunft.pdf Filipe Batista e Silva (2011): The effect of ancillary data in population dasymetric mapping http://www.efgs.info/workshops/efgs-2011-lisboa-portugal Geostat population grid 2006 Poster: http://www.ivie.es/news/2012/ws_res01.php Population Grids Eurostat Wiki: http://epp.eurostat.ec.europa.eu/statistics_explained/index.php/Population_grids European Forum for Geostatistics: http://efgs2011.ine.pt/doku.php?id=presentations
  • 20. Population Grids Data Sources GEOSTAT 2006 grid dataset http://epp.eurostat.ec.europa.eu/portal/page/portal/gisco_Geographical_information_maps/popups/references/population_distribution_demography Population density disaggregated with Corine land cover 2000, EU, 100m resolution http://www.eea.europa.eu/data-and-maps/data/population-density-disaggregated-with-corine-land-cover-2000-2