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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... -
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... -
Retail Centre Boundaries and Open Indicators 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... -
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 They have been superseded a newer version - please see the Related Record link... -
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... -
Residential Mobility and Energy Performance Certificate (RMEPC) Index (LAD Geography) Open
Residential Mobility and Energy Performance Certificate (RMEPC) data are compiled through the linkage of Linked Consumer Registers (LCRs), and Domestic Energy Performance... -
NHS Hospital Admission Rates by Ethnic Group and other Characteristics Safeguarded
These data show, for each local authority district, the hospital admission rates, split by ethnic group for major disease categories and for preventable admissions. The data are... -
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... -
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... -
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... -
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... -
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... -
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... -
Ethnicity Estimator Safeguarded
Ethnicity Estimator is an online service which allows users to produce an estimated ethnicity distribution of a set of names supplied to it, based on the standard UK ONS... -
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... -
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... -
Residential Mobility and Deprivation (RMD) Index (LAD Geography) Open
The Residential Mobility and Deprivation (RMD) data provide yearly Local Authority District (LAD) level estimates of the mean differences of residential mobility and deprivation... -
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... -
Distance of Residential Moves (DORM) Index (LAD Geography) Open
This dataset provides yearly estimates of the median straight-line distances of all known residential moves to, from, and within each Local Authority District (LAD) in the UK...