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Published byClaire Combs Modified over 10 years ago
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Grid models of population: temporal comparison by fixing the geography David Martin, School of Geography University of Southampton
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Overview Problems of comparison over time Merits of using gridded data Data sources Grid modelling principles Grid modelling resources Example: Southampton 1981-2003 Conclusions
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Problems of comparison over time Population changes location and composition Boundaries and definitions are recast between data collection events; measurement success varies Cannot disentangle true change from representation and measurement If geographical units remained the same, one part of the problem would be addressed
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Southampton 1991 EDs N = 417 mean address count = 228 Population 197,000
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Southampton 2001 OAs (test data) N = 762 mean address count = 125 6.2% overall population increase
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Intersection of EDs and OAs N = 1771 mean address count = 54 Where was the increase? (and ED to ED was no better)
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Merits of using gridded data Grid cell data comparable through time Settlement geography is retained No boundary data required for geographical comparison Readily combined with gridded environmental models
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Data sources Great Britain: 1971 census gridded data published but not available Northern Ireland: 1971-2001 grid square data published No general GB grid counts 1981- Spatial modelling required 1971-2001 population-weighted centroid locations published Postcode locations can be treated as centroids
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Grid modelling principles (1) 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 Could use dasymetric and other methods This is NOT interpolation
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Grid modelling principles (2) Weighting Distance w ij d ij k Centroid
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Grid modelling principles (3) Centroids and boundaries Gridded population model
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NI surfaces 1991 Construct surfaces from NI 1991 ED centroids Experiment with dispersion, postcode centroids, directional interpolators Selective comparison with grid square data Martin, Tate and Langford (2000)
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Standard model Postcode centroids Empirical kernel width Directional kernels
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Grid modelling resources NI grid square data are true count data for download SURPOP provides 1981 and 1991 ready-made surfaces SurfaceBuilder allows construction of own surfaces from centroid data (URLs on final slide…)
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Surpop Requires census data registration 200m cells 1981 or 1991 Select variable Extract window Export to GIS
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SurfaceBuilder Download and install VB program Download X,Y,Z centroid data file Specify surface parameters Run and preview model Export to GIS
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SurfaceBuilder sequence
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Example: Southampton 1981-2001 25 x 25km region centred on City of Southampton Population change 1981-2003 from census and postcode data 1980s: large-scale greenfield development at urban fringe 1990s: combined with brownfield redevelopment within urban area
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1981 population count 0.2m
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1991 population count 0.2m
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2001 population count 0.2m
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1991-1981 population diff 0.2m
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2001-1991 population diff 0.2m
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2001 1981 1991 1981-91-01 change, 0.2km 1991-81 2001-91
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2001 1981 1991 t2-t1(t2-t1)/(t2+t1) 1981-91-01 change, 1km
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Contemporary change: postcodes All Fields Postcode Directory providing quarterly postcode record Downloadable from UKBORDERS Very big files! Postcodes as centroids with household counts can be modelled onto grid Census counts could be reallocated
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2003 2001 2002 2001-02-03 change, 0.2km (AFPD households) 2002-01 2003-02
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Conclusions Grid-based modelling offers specific advantages over small areas Longer-scale neighbourhood change Monitoring contemporary change Practical modelling advantages Problem of noise due to centroid relocation (requires smoothing) Challenge of definitional drift and measurement error remains
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Key URLs Northern Ireland grid square data http://census2.mc.man.ac.uk/cdu/2 001/ni/GRID/index.htm http://census2.mc.man.ac.uk/cdu/2 001/ni/GRID/index.htm Surpop http://census.ac.uk/cdu/software/s urpop/ http://census.ac.uk/cdu/software/s urpop/ SurfaceBuilder http://www.geog.soton.ac.uk/users /martindj/davehome/software.htm http://www.geog.soton.ac.uk/users /martindj/davehome/software.htm
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