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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... -
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... -
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 GeoDS for Great Britain measuring how ‘healthy’ neighbourhoods are. 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... -
Access to Healthy Assets & Hazards (AHAH) (Previous Versions) Open
This page contains older versions of the AHAH data product. The most recent version can be viewed at a link below. AHAH (the index of ‘Access to Health Assets and Hazards’) is a... -
Local Data Company - Ultra Wide Band Footfall Data Safeguarded
An aggregated hourly footfall estimate for select retail locations in England obtained using Ultra Wide Band (UWB) radar devices. These data are used as a proxy for estimating... -
Local Data Company - SmartStreetSensor Footfall Data Safeguarded
An aggregated level footfall sensor data is a derived product from raw footfall data, producing five-minute footfall counts. The raw data was passive WiFi signal probing from a... -
Local Data Company - Retail Type, Vacancy and Address Data Secure
The Local Data Company (LDC) Retail Unit data offers insights into the locations and characteristics of retail activity and vacancy across Great Britain. Held by GeoDS and... -
Consilium Local Plan Housing Data Safeguarded
The Consilium Local Plan Housing Dataset compiles data from all Local Planning Authorities (LPAs) in England and Wales, along with housing completions data sourced directly from... -
Salad Money Open Banking Transaction Data Secure
The Salad Money Open Banking Transaction level data were created in collaboration with Salad Money. Salad Money offers a novel approach to lending that does not utilize... -
Regional Transport Provider - Travel Demand Data Safeguarded
These are the data from two bus travel demand surveys which were carried out by the data provider, in 2014 (3700 passengers, 26 questions) and 2022 (3900 passengers, 41... -
The Meddin Bike-Sharing World Map Data Safeguarded
The Global Bike Sharing Services data forms the world's only comprehensive atlas of bikeshare services. The atlas covers virtually every active and former service across the... -
GambleAware Treatment and Support Survey Data Safeguarded
The GambleAware Treatment and Support Survey dataset comprises two annual robust large-scale quantitative surveys, using quota samples to recruit respondents from YouGov’s... -
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... -
Local Data Company - Retail Type or Vacancy Classification Safeguarded
Retail unit and retail type data are aggregated annually at the Local Authority District level across the UK, with the exception of the years 2018 and 2019, where two... -
Regional Transport Provider - Customer and Ticket Sales Data Secure
Regional Transport Provider - Customer and Ticket Sales Data contains information about customer and ticket sales data (electronic smartcards and paper tickets) in a largely... -
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).... -
COVID-19 Lockdown High Street Resilience Classification Safeguarded
This dataset, developed by GeoDS using data from the Local Data Company (LDC), assesses the resilience of high streets in Great Britain following government-enforced COVID-19... -
PDV Consumer Lifestyle Surveys Secure
The PDV Consumer Lifestyle Surveys contain two consumer datasets managed and supplied by PDV Ltd, called DLG and MyOffers (MO). Their principal use is as consumer lifestyle data... -
Postcode Context Classification Open
The Postcode Context Classification provides a national measure of urban spatial structure from high-resolution satellite imagery derived by cutting-edge convolutional neural...