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An Introduction to Spatial Data Analysis and Visualisation in R Tutorial
This tutorial series is designed to provide an accessible introduction to techniques for handling, analysing and visualising spatial data in R. R is an open source software... -
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... -
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... -
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 Geographic Data Service for Great Britain measuring how 'healthy'... -
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... -
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... -
Local Data Spaces Open
The Local Data Spaces (LDS) programme is a collaboration between the Joint Biosecurity Centre (JBC), Office for National Statistics (ONS), the Ministry of Housing, Communities... -
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... -
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... -
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... -
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... -
Unified UK Census Data (2021/2) Open
The Unified UK Census Dataset (2021/2022) is a harmonised, small-area dataset that brings together census data from the three UK census agencies -- ONS (England & Wales),... -
Classification of Multidimensional Open Data of Urban Morphology (MODUM) Open
The Classification of Multidimensional Open Data of Urban Morphology (MODUM) is a national classification for England and Wales at the Output Area level (2011 Census Geography).... -
Short Course on Using R as a GIS Tutorial
This is a quick overview of working with spatial data in R. You can complete it as either a stand alone course, or as a recap before moving on to more advanced work with spatial... -
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... -
COVID-19 Lockdown High Street Resilience Classification Safeguarded Fast-tracked
This dataset, developed by GeoDS using data from Green Street (formerly the Local Data Company - LDC), assesses the resilience of high streets in Great Britain following... -
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... -
Advanced GIS Methods Training: AHAH and Multi-Dimensional Indices Tutorial
This course presents the Access to Healthy Assets & Hazards (AHAH) dataset and the methods used to create them, multi-dimensional indices. Multi-dimensional indices are used... -
Advanced GIS Methods Training: IUC and K-Means Clustering Tutorial
This course presents the Internet User Classification (IUC) and Retail Centre Typologies (RCT) datasets and the methods used to create them, K-means clustering. K-means...