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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... -
Residential Mobility and Deprivation (RMD) Index (LSOA Geography) Safeguarded
Residential Mobility and Deprivation (RMD) data provide yearly estimates of the mean differences of residential mobility and deprivation of all known adults’ moves to, from and... -
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... -
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... -
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... -
Retail Type or Vacancy Classification Safeguarded
Adapted from Green Street (formerly LDC) Retail Unit data which offers insights into the locations and characteristics of retail activity and vacancy across the UK, this... -
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... -
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... -
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... -
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... -
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...