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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... -
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 This classification has been superseded by a new edition...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... -
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... -
Local Data Company - SmartStreetSensor Footfall Data Safeguarded
An aggregated level footfall sensor data is a derived product from raw footfall data, producing five-minute footfall counts. The raw data was passive WiFi signal probing from a... -
Local Data Company - Retail Type, Vacancy and Address Data Secure
The Local Data Company (LDC) Retail Unit data offers insights into the locations and characteristics of retail activity and vacancy across Great Britain. Held by GeoDS and... -
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... -
Teaching Materials Tutorial
Files used by courses at the University of Liverpool and other institutions. -
Geographic Data Science in Python Tutorial
This tutorial is a part of the course taught by Dr. Dani Arribas-Bel at the University of Liverpool. The course and materials provide students with core competencies in... -
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... -
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... -
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... -
Small Area Estimates of Attitudes to COVID-19 Safeguarded
More Metrics Ltd has modelled publicly available parliamentary petition data (as submitted to the UK Government and Parliament petitions website) to provide small area estimates... -
Index of Multiple Deprivation (IMD) Open
The Index of Multiple Deprivation (IMD) datasets are small area measures of relative deprivation across each of the constituent nations of the United Kingdom. Areas are ranked... -
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... -
Dwelling Ages and Prices Open
The Dwelling Ages and Prices dataset provides insights into residential property dwelling age periods, housing transactions, and median house prices at the Lower Super Output... -
Residential Mobility Index Open
The Residential Mobility Index provides an estimate of the "churn" of the residential population in the UK - the proportion of households that have changed between the beginning...