Title: Gridded population data for the UK
1Gridded population data for the UK
- redistribution models and applications
David Martin 20 February 2009
2Overview
- UK gridded data history (brief!)
- Small area data availability
- Grid-based modelling responses
- Applications and uses
- New small area data and the European Grid Map
project
3UK gridded data history.
41971 census
- Every form georeferenced
- 1km and 10km grid
- National census atlas
- CRU/OPCS/GROS (1980)
- People in Britain
5Small area data availability
- No grid-based data constructed from subsequent
censuses - Except in Northern Ireland (100m/1km 1971-2001)
- All other small area outputs for irregular zones
- Enumeration districts/output areas
- Improvements over time in spatial resolution,
temporal frequency, directory products - In general, population counts associated with
coordinate references but uncertain spatial
extents
6UK small area geographies
- Smallest zones enumeration districts (1971-91)
and output areas (2001) - Population size 3-400
- Single centroid coordinates, (digital boundaries
1991, 2001)
- Smallest units full postcodes (since 1970s)
- Population size 50 (15 addresses)
- Single grid reference, no boundaries
- List of overlaps with census EDs, Oas (no direct
match)
7Grid-based modelling responses
- Population-weighted centroid(s) as summary points
of local distribution - Locally adaptive kernel estimation based on
inter-centroid distances - Redistribution of centroid counts into grid
spatially discontinuous model - Various derivatives and parameters possible
experience suggests little gained by complexity
8Centroids, boundaries and grids
Left centroid locations and boundaries Right
centroid populations redistributed onto grid
9Distance decay function
Always try to provide a caption next to your
picture in this style
10Implementation
- Originally implemented as Fortran program
(Sbuild) - Source code shared with other researchers
- Set of national population models constructed for
1981, 1991 censuses and made available online
(Surpop database) - SurfaceBuilder Visual Basic 6 code developed for
2001 census and downloadable for research use
111991 census
- 200m model of south east England population
density - Constructed from census enumeration district
centroids and counts - Built with SurfaceBuilder
12(No Transcript)
13Applications and uses examples
- Use both of national reference models from Surpop
and Sbuild/SurfaceBuilder software by researchers
using own data - Applications which require detailed model of
spatial population distribution, settlement
pattern, accessibility drive times, hazard
exposure - Novel applications and visualizations which
develop analyses only possible using grid-based
models
14- East Anglia population model for modelling
predicted visitor rate function - (Brainard et al., 1997, Journal of Transport
Geography)
15- Visualization of population landscapes
- Wood et al., 1999, Environment and Planning B)
16Applications and uses advantages
- Zonal geography weak for visualization
- Data collection zones as inappropriate analysis
units for sparse populations - Need maximum spatial information for calculation
of distances, populations at risk, etc. - Difficulties appropriately integrating zonal
populations with environmental information - Gridded geographies many advantages for
comparison between countries and through time
17New small area data and the European Grid Map
project.
18Direct aggregation from experimental data
- ONS producing new small area population estimates
- Experimental data, annual estimates using census
updated from administrative sources - Published for lower super output areas but
internally modelled for postcodes - Direct aggregation permits production of 1km grid
square estimates and generation of grid map - Data precision overcomes many earlier
methodological difficulties over choice of
distance decay function etc.
19Mid-2006 grid map
- Produced by ONS using experimental small area
data - GISCO 1km grid not aligned with other UK products
- See poster!
20Further work
- Aggregation from small area estimates no direct
disclosure control challenges from modelled data
may not be possible to use same method with 2011
census data - Challenge of GISCO grid for UK users
incompatible with national mapping products - Simplistic aggregation assumes all population
of postcode falls in same grid cell need to
consider redistribution model, edge effects - Potential for modelling distribution at higher
resolution within cells