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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... -
Regional Transport Provider - Travel Demand Data Safeguarded
These are the data from two bus travel demand surveys which were carried out by the data provider, in 2014 (3700 passengers, 26 questions) and 2022 (3900 passengers, 41... -
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... -
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... -
Great Britain Gambling Behaviours Classification (GB2C) (LSOA Geography) Safeguarded
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... -
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... -
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... -
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... -
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 Centre Boundaries, Catchments, Typology and Indicators (2017/8) and... Open
These are older retail centre boundary/centroid products created by the GeoDS in 2015 and 2017/8. They have been superseded a newer version - please see the Related Record link... -
Retail Centre Indicators (2022) Safeguarded
Retail centres are diverse and dynamic geographical entities. Developing indicators that can help to understand their characteristics and economic performance can provide useful... -
Property Characteristics, Prices and Rents (LSOA Geography) Safeguarded
This profile describes data held by GeoDS which has been supplied by Bricks&Logic. The data have coverage for England and Wales, and at their most detailed, presented at the... -
The Meddin Bike-Sharing World Map Data Safeguarded
The Global Bike Sharing Services data forms the world's only comprehensive atlas of bikeshare services. The atlas covers virtually every active and former service across the... -
Retail Centre Boundaries, Catchments, Typology and Open Indicators (2022) 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... -
London Workplace Zone Classification Open
The London Workplace Zone Classification (LWZC) is a geodemographic classification based on various data sources including the 2011 UK census. It provides insight into the... -
West Midlands Accessibility and Travel Passes Open
The West Midlands Accessibility and Travel Passes datasets are based around the boarding and travel associated to smartcards in the West Midlands Combined Authority (WMCA) and... -
Financial Precarity Classification (FPC) Safeguarded
The Financial Precarity Classification (FPC) is a geodemographic classification for Great Britain (GB) that captures the spatial distribution of financial insecurity at a small-... -
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...