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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.... -
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... -
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... -
GambleAware Treatment and Support Survey Data Safeguarded
The GambleAware Treatment and Support Survey dataset comprises two annual robust large-scale quantitative surveys, using quota samples to recruit respondents from YouGov’s... -
Classification of Multidimensional Open Data of Urban Morphology (MODUM) Open
The Classification of Multidimensional Open Data of Urban Morphology (MODUM) is a national classification for England and Wales at the Output Area level (2011 Census Geography).... -
Energy Deprivation Classification Safeguarded
The Energy Deprivation Classification (EDC) is a hierarchical geodemographic classification across Great Britain (GB) that identifies small areas of the country with similar... -
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... -
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... -
UK-OAC Safeguarded Fast-tracked
The 2021 Classification of Output Areas (2021 OAC) is a hierarchical geodemographic classification which identifies neighbourhoods in England and Wales that share similar... -
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... -
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... -
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... -
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... -
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 GeoDS for Great Britain measuring how ‘healthy’ neighbourhoods are. The... -
Postcode Context Classification Open
The Postcode Context Classification provides a national measure of urban spatial structure from high-resolution satellite imagery derived by cutting-edge convolutional neural... -
Retail Centre Boundaries (Previous Versions) Open
These are older retail centre boundary/centroid products created by the GeoDS in 2015 and 2017. They have been superseded a newer version - please see the Related Record link... -
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... -
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... -
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...