Spatial Analysis & Dissemination of Census Data United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Outline Geographic Database Spatial Analysis Techniques Examples United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Geographic Database Geographical features (Conceptual Model) Components selection Attributes Structure Spatial Relationships (explicit -Topolgy) United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial relationships Logical connections between spatial objects represented by points, lines and polygons e.g., - point-in-polygon - line-line - polygon-polygon United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Complete EA map with all components overlaid on one map display 61 27 57 65 40 43 28 349 42 60 41 19 63 64 58 59 350 20 21 8 58 2 14 20 23 361 22 30 29 29 28 eet Bonne Str Robinson Street 32 31 41 33 47 50 46 86 45 1 3 4 52 9 53 22 377 Cartania Chartes Maptown 16 11 10 9 25 378 26 8 27 32 34 10 33 21 Enumeration Area Map Province: District: Locality: EA-Code: 7 12 23 Bessel Street 54 13 15 52 51 2 14 84 85 24 51 54 58 2 83 Grinten Street 44 eet Tissot Str 27 1 88 39 Street 50 49 28 Mollweide Street Imhof Drive 48 59 29 77 78 Miller 42 43 76 80 37 40 34 374 21 20 19 82 81 87 41 30 18 Cassini Drive 79 42 Goode 33 68 69 70 38 31 32 13 362 71 43 27 28 12 36 23 Street 21 22 26 25 74 73 35 24 67 10 3 4 72 20 Cassini Drive 21 19 15 16 75 11 2 ive 44 17 64 5 Dr 51 3 18 Lambert Avenue enue tor Av Merca 43 45 19 13 t 38 12 65 63 Gall Street kij Street Krassows ree Snyder St 37 66 57 Tobler Street 42 62 Street 9 Street 56 59 10 11 6 eet e Str Clark 7 1 Ortelius Ptolemy 5 4 61 60 1 41 42 43 44 33 34 55 31 358 32 Eckert Drive 6 Main components are: Street network, Buildings EA boundaries layer Annotation, Symbols, Labels Building numbers Neatlines Legend 45 31 35 22 62 Symbols 14 032 0221 00361 District 358 EA-Code Locality Hospital EA N 17 Building number Church School Approximate scale 0 50 100 200m Census 2000 National Statistical Office - July 1998 United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Operations “adjacent to” “connected to” “near to” “intersects with” “within” “overlaps” etc. United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Analysis Techniques the main use of spatial analysis is for census products and services Techniques include: queries, distance measurements, buffering, linear interpolation, point pattern analysis, and cartograms, etc. All offer functionality beyond standard thematic mapping, with many tools now available in both commercial and open-source software programs. United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Analysis: Query select features by their attributes: “find all districts with literacy rates < 60%” select features by geographic relationships “find all family planning clinics within this district” combined attributes/geographic queries “find all villages within 10km of a health facility that have high child mortality” Query operations are based on the SQL (Structured Query Language) concept United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Examples: Id 0012376027 Name Population Popdens Num_H H Clinics What is at…? Features that meet a set of criteria Limop 31838 37.5 8719 8 Population density greater than 100 persons/sqkm? United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 “is nearest to” • Point/point • Which family planning clinic is closest to the village? • Point/line •Which road is nearest to the village • Same with other combinations of spatial features United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 “is near to”: Buffer Operations • Point buffer • Affected area around a Hospital • Catchement area of a water source United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 “is near to”: Buffer Operations • Point buffer • Affected area around a polluting facility • Catchement area of a water source United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Buffer Operations • Line buffer • How many people live near the polluted river? • What is the area impacted by highway noise? United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Buffer Operations • Polygon buffer • Area around a reservoir where development should not be permitted United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Analysis Techniques point-in-polygon analysis Determines whether a point lies inside or outside a polygon. Can be used to compare geo-coded village centroids lying inside and outside hazardous areas such as tropical storm tracks or earthquake zones. Polygon overlay analysis Involves comparison between the locations of two different polygonal data layers. For example, the boundaries of two administrative districts could be compared to troubleshoot errors in the field enumeration process United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 “ is within”: point in polygon • Which of the cholera cases are within the containment area United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Problem: We may have a set of point coordinates representing clusters from a demographic survey and we would like to combine the survey information with data from the census that is available by enumeration areas. Solution: “Point-in-Polygon” operation will identify for each point the EA area into which it falls and will attach the census data to the attribute record of that survey point. United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial aggregation Example of Spatial aggregation: fusion of many provinces constituting an economic region United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial data transformation: interpolation Example 1: Based on a set of station precipitation surface estimates, we can create a raster surface that shows rainfall in the entire region 13.5 20.1 12.7 26.0 27.2 15.9 24.5 26.1 United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Example of linear interpolation creating contours United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Analysis Techniques Thiessen polygons Have the unique property that each polygon contains only one input point (e.g. settlements), and any location within a polygon is closer to its associated point than to the point of any other polygon. This method assumes that the values of the unsampled data are equivalent to those of the sampled points. Thiessen polygons illustrated United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Areas of influence Commuting distances: daily commuters flow United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Modeling/Geoprocessing modeling: identify or predict a process that has created or will create a certain spatial pattern diffusion: how is the epidemic spreading in the province? interaction: where do people migrate to? what-if scenarios: if the dam is built, how many people will be displaced? United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Modelling: smoothing Evolution of the population beetwen two censuses United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Spatial Analysis Techniques Cartograms sometimes used to display census results The areas of the original polygons are expanded or contracted based on their attribute values such as population size or voting habits United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Location-allocation problems Site selection Optimal allocation Multicriteria Analysis United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 Conclusion Geographic Database Topology Although spatial analysis is sometimes used during the enumeration phase (clustering, for example, can aid in identifying housing units to be canvassed), the main use of spatial analysis is for census products and services. Variety of techniques: buffering, overlay, modelling GIS: Decision making tool United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011 THANK YOU! United Nations Regional Seminar on Census Data Dissemination and Spatial Analysis Amman, Jordan, 16-19 May, 2011