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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... -
Output Area Classification (2021/2) Open
The UK 2021/2 Classification for Output Areas (2021/2 OAC) is a hierarchical geodemographic classification across the UK which identifies areas of the country with similar... -
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... -
Great Britain Gambling Behaviours Classification (GB2C) (LSOA Geography) Safeguarded
The pervasive nature of online gambling has pushed it to the forefront of social concerns in Great Britain (GB). Understanding how and where gambling-related behaviours manifest... -
Great Britain Gambling Behaviours Classification (GB2C) (LAD Geography) Open
The pervasive nature of online gambling has pushed it to the forefront of social concerns in Great Britain (GB). Understanding how and where gambling-related behaviours manifest... -
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... -
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... -
Short Course on Using R as a GIS Tutorial
This is a quick overview of working with spatial data in R. You can complete it as either a stand alone course, or as a recap before moving on to more advanced work with spatial... -
Access to Healthy Assets & Hazards (AHAH) Open
AHAH (the index of 'Access to Healthy Assets and Hazards') is a multi-dimensional index developed by the Geographic Data Service for Great Britain measuring how 'healthy'... -
Small Area UK Vegetation Indices Open
These data provide Normalised Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), and Fractional Vegetation Cover (FVC) statistics for each 2021 Lower Layer... -
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... -
Retail Centre Boundaries (Previous Versions) Open
These are older retail centre boundary/centroid products created by the GeoDS in 2015 and 2017. They have been superseded a newer version - please see the Related Record link... -
UK LSOA / DZ / SDZ Classification (2021/2 LSOAC) Open
This is an aggregation of UK 2021/2 Classification of Output Areas (2021/2 UK OAC) which is a hierarchical geodemographic classification which identifies neighbourhoods across... -
London Night Workers Classification (LNWC) Open
Approximately a quarter of London’s workforce is employed in the evening and night-time economy, working between the hours of 6pm and 6am. Compared to those people who work... -
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),... -
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... -
Small Area Estimates of Attitudes to COVID-19 Safeguarded
More Metrics Ltd has modelled publicly available parliamentary petition data (as submitted to the UK Government and Parliament petitions website) to provide small area estimates... -
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... -
GB MSOA / IZ Classification (2021/2 MSOAC) Open
This is an aggregation of UK 2021/2 Classification of Output Areas (2021/2 UK OAC) which is a hierarchical geodemographic classification which identifies neighbourhoods across... -
London Nighttime Access to Food Retail Options Open
The London Nighttime Access to Food Retail Options dataset was developed as part of the Data After Dark research project. The study aimed, first, to map access to food retail...