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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 workshop, we will... -
MaPS Financial Wellbeing Survey Safeguarded
The Money and Pensions Service's Financial Wellbeing Survey 2021 was a nationally representative survey of over 10,000 adults living in the UK. The questionnaire covered the... -
BT Historical Subscribers Lists Secure
This dataset provides a historical record of telephone subscribers in Great Britain, digitized from printed British telephone directories published between 1881 and 1951 at... -
MaPS MoneyView Survey Safeguarded
The MaPS MoneyView survey is a nationally representative survey of over 12,000 adults living in the UK. It offers a unique insight into the population’s financial situation and... -
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... -
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... -
Energy Deprivation Classification Safeguarded Fast-tracked
The Energy Deprivation Classification (EDC) is a hierarchical geodemographic classification across Great Britain (GB) that identifies small areas of the country with similar... -
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.... -
GB MSOA / IZ Classification (2021/2 MSOAC) Safeguarded Fast-tracked
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... -
The Ageing in Place Classification (AiPC) Open
The Ageing in Place Classification (AiPC) is the first-of-its-kind bespoke geodemographic classification in England targeting the population aged 50 years old and older. The... -
UK LSOA / DZ / SDZ Classification (2021/2 LSOAC) Safeguarded Fast-tracked
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... -
MaPS Children and Young People's Financial Wellbeing Survey Safeguarded
The Money and Pension Service (MaPS) Children and Young People’s Financial Wellbeing Survey is a nationally representative survey of children and young people aged 7 to 17 (and... -
UK-OAC Safeguarded Fast-tracked
UK-OAC is a hierarchical geodemographic classification which identifies neighbourhoods in the United Kingdom, based on Census data from 2021 in England/Wales/Northern Ireland,... -
Output Area Classification (2021) Open
The 2021 Classification for Output Areas (2021 OAC) is a hierarchical geodemographic classification across the UK which identifies areas of the country with similar... -
UK-OAC Modelled Safeguarded
The 2021 Classification for Output Areas (2021 OAC) is a hierarchical geodemographic classification across the UK which identifies areas of the country with similar... -
FCA Financial Lives Survey Safeguarded
The Financial Lives Survey is a robust large-scale quantitative survey, conducted by the Financial Conduct Authority (FCA). It establishes, from all respondents, levels of... -
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... -
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... -
Local Data Company - 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... -
Residential Mobility and Energy Performance Certificate (RMEPC) Index (LSOA... Safeguarded
This data profile describes the Residential Mobility and Energy Performance Certificate (RMEPC) datasets held by GeoDS, which are created through original GeoDS research. The...