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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 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... -
Great Britain Gambling Behaviours Classification (GB2C) (LAD Geography) Open
The pervasive nature of online gambling has pushed it to the forefront of social concerns in Great Britain (GB). Understanding how and where gambling-related behaviours manifest... -
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-... -
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'... -
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),... -
COVID-19 Lockdown High Street Resilience Classification Safeguarded Fast-tracked
This dataset, developed by GeoDS using data from Green Street (formerly the Local Data Company - LDC), assesses the resilience of high streets in Great Britain following... -
County Court Judgments (CCJs) (MSOA Geography) Safeguarded
These data consist of County Court Judgment Records aggregated to the Middle Layer Super Output Area (MSOA) level. They are available from 2015 onwards for England, Wales 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... -
Local Data Company - Retail Type, Vacancy and Address Data Secure
The Green Street Retail Unit data offers insights into the locations and characteristics of retail activity and vacancy across the Uk. Held by GeoDS and supplied by Green Street... -
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... -
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... -
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...