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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... -
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... -
Salad Money Daily Transaction Volumes and Values Safeguarded
The Salad Money Daily Transaction Volumes and Values data provide counts of transactions, customers, median spending categories, and dates of transaction by Salad Money... -
Salad Money Open Banking Transaction Data Secure
The Salad Money Open Banking Transaction level data were created in collaboration with Salad Money. Salad Money offers a novel approach to lending that does not utilize... -
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 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... -
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... -
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... -
Teaching Materials Tutorial
Files used by courses at the University of Liverpool and other institutions. -
Leveraging the CDRC API Tutorial
The Consumer Data Research Centre (CDRC) has developed an Application Programming Interface (API) that serves as a gateway to their open datasets. An API is a set of rules and... -
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... -
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... -
Postcode Context Classification Open
The Postcode Context Classification provides a national measure of urban spatial structure from high-resolution satellite imagery derived by cutting-edge convolutional neural... -
Broadband Speed Open
This data includes the average fixed-line broadband speed by output area, based on 2016-2022 data released by Ofcom. The source data file is linked below. For 2016 and 2017,... -
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... -
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... -
Advanced GIS Methods Training: Retail Centres and Catchment Areas Tutorial
This course explains what retail centres are, and different methods of constructing catchments for them, including fixed-ring buffers, drive time catchments and Huff model...