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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... -
FCA Financial Lives Survey Safeguarded
The Financial Lives Survey (FLS) is a robust large-scale quantitative survey, conducted by the Financial Conduct Authority (FCA). It establishes, from all respondents, levels of... -
Output Area Foundation Model (OAFM) Prototype Embeddings Open
OAFM is a prototype foundation model capturing a range of socio-demographic factors in England and Wales at the 2021 Output Area and Lower layer Super Output Area levels, as a... -
County Court Judgments (CCJs) (MSOA Geography) Safeguarded
These data consist of consumer County Court Judgment records aggregated to the Middle Layer Super Output Area (MSOA) level. A CCJ is a type of court order registered against a... -
Property Characteristics, Prices and Rents Secure
This dataset, supplied by Bricks&Logic, covers residential properties across England and Wales at the individual property level. It includes detailed attributes such as... -
Business Census Safeguarded
The Business Census dataset contains information on companies registered in the UK. The data are provided by Fusion Data Science, producing a database since May 2012 to provide... -
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... -
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... -
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... -
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... -
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... -
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... -
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'... -
MaPS Debt Need Survey Safeguarded
The Money and Pensions Service (MaPS) Debt Need Survey was an annual panel-based survey. It looked at attitudes towards debt advice and interactions with providers, how people... -
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... -
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... -
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... -
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... -
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...