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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... -
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... -
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... -
Local Data Company - Retail Type or Vacancy Classification Safeguarded
The Local Data Company (LDC) Retail Unit data offers insights into the locations and characteristics of retail activity and vacancy across the UK. This safeguarded dataset... -
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 an Open Geodemographic Classification Using K-means Clustering in Python Tutorial
Geodemographic classifications turn complex population data into clear, actionable insights for policy, research, and commercial use. In this hands-on tutorial, we demonstrate... -
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... -
Point of Interest data for the United Kingdom Open
This dataset contains Point of Interest (POI) data for the United Kingdom, obtained from the Overture Maps Foundation. While the Overture Maps Foundation provides a series of... -
Regional Transport Provider - Travel Demand Data Safeguarded
These are the data from two bus travel demand surveys which were carried out by the data provider, in 2014 (3700 passengers, 26 questions) and 2022 (3900 passengers, 41... -
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... -
MaPS Financial Wellbeing Survey Safeguarded
The Money and Pensions Service's Financial Wellbeing Survey 2021 was a nationally representative survey of over 10,000 adults living in the UK. The questionnaire covered the... -
FUSION Travel Survey and Movement Data Safeguarded
These are the data from two datasets: MyWays app and survey data, produced as part of the FUSION (Fusion of User Surveys and Integrated Online Navigation) project that SYSTRA... -
MaPS MoneyView Survey Safeguarded
The MaPS MoneyView survey is a nationally representative survey of over 12,000 adults living in the UK. It offers a unique insight into the population’s financial situation 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... -
Small Area UK Vegetation Indices Open
These data provide Normalised Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), and Fractional Vegetation Cover (FVC) statistics for each 2021 Lower Layer... -
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... -
London Night Workers Classification (LNWC) Open
Approximately a quarter of London’s workforce is employed in the evening and night-time economy, working between the hours of 6pm and 6am. Compared to those people who work... -
Event Listings and Venue Data Safeguarded
Data Thistle collects event listings and venue information from numerous sources, compiles and standardises their format. Data Thistle aims to have complete coverage of short-... -
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...