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Using AlphaEarth Foundations Embeddings for Building Analysis Tutorial
In this hands-on tutorial, we show how to use Google’s AlphaEarth Foundations embeddings to analyse buildings at scale, from exploratory clustering through to predictive... -
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... -
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... -
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... -
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... -
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... -
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... -
Geodemographic Classification of Interactivity (GCI) Open
Neighbourhoods are more than just where people live – they are spaces of movement, interaction and access. Traditional geodemographic classifications, such as the UK Output Area... -
Output Area Classification (2001) Open
This classification relates to the 2001 Census and is specified for 2001 Output Areas. This classification has been superseded by later editions based on more recent Census data... -
Modelled Ethnicity Proportions (LSOA Geography) Safeguarded
These data combine historical electoral roll and linked consumer register data (on surnames, forenames and locations) from 1997 onwards, with an aggregated metric derived from... -
Modelled Ethnicity Proportions (LAD Geography) Open
These data combine historical electoral roll and linked consumer register data (on surnames, forenames and locations) from 1997 onwards, with an aggregated metric derived from... -
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... -
BT Historical Subscribers Lists Secure
This dataset provides a historical record of telephone subscribers for three cities in Great Britain, digitised from printed British telephone directories published between 1881... -
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... -
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...