-
US Retail Centre Boundaries and Classification Open
These data comprise the spatial boundaries delineating 10,956 major retail agglomerations across the United States, with an accompanying classification that describes their... -
Output Area Classification (2021/2) Open
The UK 2021/2 Classification for Output Areas (2021/2 UK OAC) is a hierarchical geodemographic classification across the UK which identifies areas of the country with similar... -
Output Area Classification (2011) Open
This classification relates to the 2011 Census, and is specified for 2011 Output Areas. This classification has been superseded by a new edition based on 2021 Census data and... -
London OAC Open
The London Output Area Classification (LOAC) is a geodemographic that summarises the built and population characteristics of all 2021 Output Areas within Greater London. The... -
Using AlphaEarth Foundations Embeddings for Building Analysis Tutorial
In this hands-on tutorial, we show how to use Google’s AlphaEarth Foundations embeddings to analyse buildings at scale, from exploratory clustering through to predictive... -
Dwelling Ages and Prices Open
The Dwelling Ages and Prices dataset provides insights into residential property dwelling age periods, housing transactions, and median house prices at the Lower Super Output... -
Creating an Open Geodemographic Classification Using K-means Clustering in Python Tutorial
Geodemographic classifications turn complex population data into clear, actionable insights for policy, research, and commercial use. In this hands-on tutorial, we demonstrate... -
Creating a Geodemographic Classification Using K-means Clustering in R Tutorial
Geodemographic classifications group neighbourhoods (or sometimes even indiviudal households) into types of similar characteristics based on a range of variables. They are a... -
Point of Interest data for the United Kingdom Open
This dataset contains Point of Interest (POI) data for the United Kingdom, obtained from the Overture Maps Foundation. While the Overture Maps Foundation provides a series of... -
The Ageing in Place Classification (AiPC) Open
The Ageing in Place Classification (AiPC) is the first-of-its-kind bespoke geodemographic classification in England targeting the population aged 50 years old and older. The... -
Output Area Classification (2001) Open
This classification relates to the 2001 Census and is specified for 2001 Output Areas. This classification has been superseded by later editions based on more recent Census data... -
Modelled Ethnicity Proportions (LAD Geography) Open
These data combine historical electoral roll and linked consumer register data (on surnames, forenames and locations) from 1997 onwards, with an aggregated metric derived from... -
Distance of Residential Moves (DORM) Index (LAD Geography) Open
This dataset provides yearly estimates of the median straight-line distances of all known residential moves to, from, and within each Local Authority District (LAD) in the UK... -
Residential Mobility and Deprivation (RMD) Index (LAD Geography) Open
The Residential Mobility and Deprivation (RMD) data provide yearly Local Authority District (LAD) level estimates of the mean differences of residential mobility and deprivation... -
Teaching Materials Tutorial
Files used by courses at the University of Liverpool and other institutions. -
Air Pollution Sensors in Liverpool Open
The data consist of air pollution (particulate matter) sensor readings, generally at half-hour intervals, for various locations, generally road-side, in the City of Liverpool.... -
London OAC (2011) Open
The London Output Area Classification (LOAC) 2011 relates to the 2011 Census, and is specified for 2011 Output Areas. This classification has been superseded by a new edition... -
Index of Multiple Deprivation (IMD) Open
The Index of Multiple Deprivation (IMD) datasets are small area measures of relative deprivation across each of the constituent nations of the United Kingdom. Areas are ranked... -
Retail Centre Boundaries and Open Indicators Open
The Retail Centre Boundaries are an openly available suite of data products representing the location, extent and function of retail agglomeration areas across the UK. The... -
Classification of Multidimensional Open Data of Urban Morphology (MODUM) Open
The Classification of Multidimensional Open Data of Urban Morphology (MODUM) is a national classification for England and Wales at the Output Area level (2011 Census Geography)....