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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... -
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... -
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... -
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... -
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... -
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... -
Linked Consumer Registers Internal
The linked consumer registers contain the names and addresses for adults in the UK as annual snapshots from 1997 onwards. They are compiled from reported outputs from linking... -
COVID-19 Lockdown High Street Resilience Classification Safeguarded
This dataset, developed by GeoDS using data from Green Street (formerly LDC), assesses the resilience of high streets in Great Britain following government-enforced COVID-19... -
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... -
County Court Judgments (CCJs) (MSOA Geography) Safeguarded
These data consist of consumer County Court Judgment records aggregated to the Middle Layer Super Output Area (MSOA) level. A CCJ is a type of court order registered against a... -
Access to Healthy Assets & Hazards (AHAH) (Previous Versions) Open
This page contains older versions of the AHAH data product. The most recent version can be viewed at a link below. AHAH (the index of ‘Access to Health Assets and Hazards’) is a... -
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... -
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... -
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... -
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... -
Distance of Residential Moves (DORM) Index (LSOA Geography) Safeguarded
This Index provides yearly Lower layer Super Output Area (LSOA) estimates of the median straight-line distances of all known residential moves to, from, and within each LSOA (or... -
London aggregated in-app Origin-Destination Flows Open
The aggregated origin–destination (OD) flow dataset provides a detailed view of human mobility patterns across Greater London in 2019. It is derived from individual-level mobile... -
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... -
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...