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Residential Property Counts (LSOA Geography) Safeguarded
This dataset provides yearly small area estimates (1997-2022) of the number of ‘active’ residential properties within each neighbourhood (Lower layer Super Output Area (LSOA:... -
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... -
British Population Survey Secure
The British Population Survey (BPS) was a regularly run survey with monthly face-to-face historical data from 2008 to 2015. It aimed to capture the socio-economic and consumer... -
British Population Survey (LSOA Geography) Safeguarded
The British Population Survey (BPS) was a regularly run survey with monthly face-to-face historical data from 2008 to 2015. It aimed to capture the socio-economic and consumer... -
Energy Deprivation Classification Safeguarded Fast-tracked
The Energy Deprivation Classification (EDC) is a hierarchical geodemographic classification across Great Britain (GB) that identifies small areas of the country with similar... -
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).... -
Local morbidity rates of Global Burden of Disease and alcohol-related conditions Safeguarded
Geographical disparities in health present important research and policy challenges. Disparities can be indicative of different forms of spatially patterned advantage or... -
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... -
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... -
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 This classification has been superseded by a new edition... -
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... -
Event Listings and Venue Data Safeguarded
Data Thistle collects event listings and venue information from numerous sources, compiles and standardises their format. Data Thistle aims to have complete coverage of short-... -
Food Hygiene Rating Scheme (FHRS) Ratings Safeguarded
These data provide the food hygiene rating or inspection result given to a business and reflect the standards of food hygiene found on the date of inspection or visit by the... -
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... -
Geodemographic Classification of Interactivity (GCI) Open
Neighbourhoods are more than just where people live – they are spaces of movement, interaction and access. Traditional geodemographic classifications, such as the UK Output Area... -
Residential Property Counts Secure
Residential Property Counts data provide yearly small area estimates (1997-2022) of geolocated 'active' residential properties in the UK. Acquiring historical lifecycle... -
Teaching Materials Tutorial
Files used by courses at the University of Liverpool and other institutions. -
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... -
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... -
BT Historical Subscribers Lists Secure
This dataset provides a historical record of telephone subscribers for three cities in Great Britain, digitised from printed British telephone directories published between 1881...