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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... -
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... -
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... -
Local Data Company - Retail Type, Vacancy and Address Data Secure
The Local Data Company (LDC) Retail Unit data offers insights into the locations and characteristics of retail activity and vacancy across Great Britain. Held by GeoDS and... -
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 GeoDS for Great Britain measuring how ‘healthy’ neighbourhoods are. The... -
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... -
Regional Transport Provider - Customer and Ticket Sales Data Secure
Regional Transport Provider - Customer and Ticket Sales Data contains information about customer and ticket sales data (electronic smartcards and paper tickets) in a largely... -
Air Pollution Sensors in Liverpool Open
The data consist of air pollution (particulate matter) sensor readings, generally at half-hour intervals, for various locations, generally road-side, in the City of Liverpool.... -
HUQ aggregated in-app location dataset Safeguarded
These data have been collected and supplied by Huq Ltd. and comprise of records for the period July 2016 to October 2020. The data contain aggregated geolocated activity counts... -
Geolytix aggregated in-app location dataset Secure
The Geolytix Aggregated App location data have been collected and supplied by Geolytix Ltd. for the time period of August 2021 to July 2022. The data contain hourly aggregated... -
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... -
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... -
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... -
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: 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... -
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... -
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...