-
An Introduction to Spatial Data Analysis and Visualisation in R Tutorial
This tutorial series is designed to provide an accessible introduction to techniques for handling, analysing and visualising spatial data in R. R is an open source software... -
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... -
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... -
Local Data Spaces Open
The Local Data Spaces (LDS) programme is a collaboration between the Joint Biosecurity Centre (JBC), Office for National Statistics (ONS), the Ministry of Housing, Communities... -
Unified UK Census Data (2021/2) Open
The Unified UK Census Dataset (2021/2022) is a harmonised, small-area dataset that brings together census data from the three UK census agencies -- ONS (England & Wales),... -
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... -
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).... -
Teaching Materials Tutorial
Files used by courses at the University of Liverpool and other institutions. -
Advanced GIS Methods Training: Retail Centres and Catchment Areas Tutorial
This course explains what retail centres are, and different methods of constructing catchments for them, including fixed-ring buffers, drive time catchments and Huff model... -
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... -
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... -
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... -
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... -
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.... -
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... -
Internet User Classification Open
The IUC is a bespoke geodemographic classification that describes how people living in different parts of Great Britain interact with the Internet. It provides aggregate... -
Temporal OAC Open
The 2001-2011 Temporal Output Area Classification (Temporal OAC or TOAC) is a geodemographic classification for the 2011 Output Areas in England. A geodemographic classification... -
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...