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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... -
Local Data Company - Retail Type or Vacancy Classification Safeguarded
Retail unit and retail type data are aggregated annually at the Local Authority District level across the UK, with the exception of the years 2018 and 2019, where two... -
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... -
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... -
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... -
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... -
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... -
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... -
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... -
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... -
COVID-19 Lockdown High Street Resilience Classification Safeguarded
This dataset, developed by GeoDS using data from the Local Data Company (LDC), assesses the resilience of high streets in Great Britain following government-enforced COVID-19... -
Retail Centre Indicators Safeguarded
Retail centres are diverse and dynamic geographical entities. Developing indicators that can help to understand their characteristics and economic performance can provide useful... -
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... -
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... -
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... -
County Court Judgements (CCJs) (Individual Records and LSOA Geography) Secure
A County Court Judgment (CCJ) is a court order registered against a borrower if they fail to make debt repayments. Issued in England, Wales, and Northern Ireland, CCJs enable... -
Retail Centre Boundaries and Open Indicators Open
The Retail Centre Boundaries are an openly available suite of data products representing the location, extent and function of retail agglomeration areas across the UK. The... -
Business Census Safeguarded
The Business Census dataset contains information on companies registered in the UK. The data are provided by Fusion Data Science, producing a database since May 2012 to provide...