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Retail Type, Vacancy and Address Data Secure
The Retail Type, Vacancy and Address Data files offer insights into the locations and characteristics of retail activity and vacancy across the UK. Held by GeoDS and supplied by... -
Retail Centre Indicators Safeguarded
Retail centres are diverse and dynamic geographical entities. Developing indicators that can help to understand their characteristics and economic performance can provide useful... -
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... -
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 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 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... -
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... -
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... -
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... -
Financial Precarity Classification (FPC) Safeguarded Fast-tracked
The Financial Precarity Classification (FPC) is a geodemographic classification for Great Britain (GB) that captures the spatial distribution of financial insecurity at a small-... -
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... -
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... -
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),... -
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 Daily Transaction Volumes and Values Safeguarded
The Salad Money Daily Transaction Volumes and Values data provide counts of transactions, customers, median spending categories, and dates of transaction by Salad Money... -
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... -
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... -
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... -
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... -
Output Area Classification (2011) Open
This classification relates to the 2011 Census, and is specified for 2011 Output Areas. This classification has been superseded by a new edition based on 2021 Census data and...