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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... -
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... -
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... -
Index of Multiple Deprivation (IMD) Open
The Index of Multiple Deprivation (IMD) datasets are small area measures of relative deprivation across each of the constituent nations of the United Kingdom. Areas are ranked... -
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... -
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,... -
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... -
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... -
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).... -
Retail Centre Boundaries (Previous Versions) Open
These are older retail centre boundary/centroid products created by the GeoDS in 2015 and 2017. They have been superseded a newer version - please see the Related Record link... -
Temporal OAC Open
The 2001-2011 Temporal Output Area Classification (Temporal OAC or TOAC) is a geodemographic classification for the 2011 Output Areas in England. A geodemographic classification... -
Local morbidity rates of Global Burden of Disease and alcohol-related conditions Safeguarded
Geographical disparities in health present important research and policy challenges. Disparities can be indicative of different forms of spatially patterned advantage or... -
NHS Hospital Admission Rates by Ethnic Group and other Characteristics Safeguarded
These data show, for each local authority district, the hospital admission rates, split by ethnic group for major disease categories and for preventable admissions. The data are... -
Residential Property Counts (LSOA Geography) Safeguarded
This dataset provides yearly small area estimates (1997-2022) of the number of ‘active’ residential properties within each neighbourhood (Lower layer Super Output Area (LSOA:... -
Residential Property Counts Secure
Residential Property Counts data provide yearly small area estimates (1997-2022) of geolocated 'active' residential properties in the UK. Acquiring historical lifecycle... -
The Meddin Bike-Sharing World Map Data Safeguarded
The Global Bike Sharing Services data forms the world's only comprehensive atlas of bikeshare services. The atlas covers virtually every active and former service across the... -
West Midlands Accessibility and Travel Passes Open
The West Midlands Accessibility and Travel Passes datasets are based around the boarding and travel associated to smartcards in the West Midlands Combined Authority (WMCA) 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...