south west england open data

Geographic boundaries and official identifiers for Local Authority Districts in the West of England region, including Bristol, Bath and North East Somerset, North Somerset, and South Gloucestershire.

4 features

Administrative boundaries for the counties and unitary authorities of Cornwall, Devon, and Plymouth in South West England.

3 features

A ranked list of garden centres and florists across Greater Manchester and Cheshire, enriched with local affluence data. The dataset combines business locations with census-based household deprivation statistics to identify retail sites in high-income areas.

627 features

2021 Census full count of Total Usual Residents by local authority district.

331 features

Official municipal-level census boundaries of South Korea — 252 si/gun/gu units in the Statistics Korea SGIS scheme, which counts non-autonomous districts of large cities separately. Base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.

252 features

Official first-tier administrative boundaries of South Korea — 17 units: 8 provinces, 6 metropolitan cities, Seoul Special City, Sejong Special Self-Governing City and Jeju Special Self-Governing Province. Statistics Korea SGIS census boundaries, base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.

17 features

Official sub-municipal administrative boundaries of South Korea — 3,559 eup/myeon/dong units (the administrative hierarchy used for census statistics, not the legal-district hierarchy). Statistics Korea SGIS census boundaries, base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.

3,559 features

Census 2021 full-count population total by Lower layer Super Output Area (LSOA). Note: Coverage is restricted to England and Wales.

35,672 features

Wendy's restaurant locations in South Carolina.

152 features

All Greggs locations in the United Kingdom, retrieved for distribution and density analysis.

3,191 features

A dataset of Starbucks locations in London, deduplicated.

353 features

Population density (persons per square kilometre) by electoral ward in London.

679 features

Total population (all usual residents) for wards in Greater Manchester.

215 features

Total usual residents at LSOA level in London.

4,995 features

Household deprivation status for electoral wards in Plymouth, based on 2021 Census table TS011. Measures households deprived in 0 to 4 dimensions.

20 features

Higher managerial, administrative and professional occupations (NS-SeC L1-L3) as a percentage of all usual residents aged 16 years and over by electoral ward in London.

679 features

Full-time students as a proportion of total population at LSOA level in Bristol.

268 features

A dataset of independent retail outlets and cafes across Bristol, identified by filtering out national brands and chains to highlight local businesses.

485 features

A dataset of cafes, coffee shops, and tea rooms in Bristol. Note: Some records may be categorized as restaurants or fast food outlets based on Overture taxonomy.

462 features

A dataset of retail shops and cafe businesses in Bristol, excluding industrial and wholesale, collected to assist in identifying independent business clusters.

560 features

Locations of football stadiums and soccer fields across the UK.

1,092 features

Regions (Gewesten / Régions) of the Belgium, 2025. ADM1. 3 regions: Vlaams Gewest (02000), Waals Gewest (03000), Brussels Hoofdstedelijk Gewest (04000). niscode leading zero is data. Trilingual names. REPUBLISH 2026-08-26: replaces cm_X59YdM1CWjXH (dataset U6f4YSe4M2by), whose geometry was transposed (lon/lat swapped — it rendered at 4.5N 50.5E, off the Somali coast) by the boundary axis-swap defect: a 3D interchange GeoJSON is stamped EPSG:4979, whose authority axis order is (lat,lon,h), and ST_Transform honoured it. Fixed by always_xy=true in geo-ingest/crs.ts. These are the exact bytes verified on dev as i3xZNvZzVdLz — promoted, not re-produced, so prod and dev carry byte-identical geometry. Gate: bounds bracket the source exactly, lon 2.541356-6.408100 / lat 49.496956-51.505113, area 30,692 km2. key_column stamped niscode, not the namedut the previous record carried — the BE-NIS code is the declared scheme's join key.

3 features

Locations of Kenji, Pop Mart, and Miniso retail stores in the UK.

37 features

Sports Direct locations across the UK, including retail stores, fitness centers, and concessions.

620 features

A comprehensive dataset of retail food outlets across Cornwall, including major supermarket chains, local grocery stores, and convenience shops.

72 features

Number of persons in NS-SeC higher managerial, administrative and professional occupations, along with total population, by electoral ward.

34 features

Higher managerial, administrative and professional occupations (NS-SEC L1, L2, L3) as a share of all usual residents aged 16+ by LSOA.

268 features

Number of households with 4 or more bedrooms compared to total households by ward in London.

679 features

Geographic boundaries and official identifiers for the six local authority districts within Gloucestershire, England, including Gloucester, Cheltenham, Stroud, Cotswold, Forest of Dean, and Tewkesbury.

6 features

High school locations in Bristol. Note: This dataset includes some records classified as other school types (e.g., elementary or middle schools) due to category sense contamination in the source data.

20 features

Westminster Parliamentary Constituencies of the United Kingdom, 2024. July 2024 boundaries — all four nations re-coded for the 2024 review; UK-wide

650 features

Share of usual residents aged 16+ in NS-SEC L1, L2 and L3 (higher managerial, administrative, and professional occupations) versus total residents aged 16+.

33 features

All McDonald's restaurants in the United Kingdom.

1,608 features

Youth population (aged 10-19) in Plymouth by electoral ward, with total population as denominator.

20 features

A spatial analysis showing the distribution and density of Greggs bakery outlets across electoral wards in Greater Manchester, including total population counts for demographic context.

215 features

Interactive map showing the distribution of 72 major supermarket retail stores across Cornwall, UK, categorized by brand.

Map

Pubs and Corner Shops in Telford and Wrekin, excluding supermarkets. Note: Dataset includes incidental supermarket records identified in sub-category breakdown.

250 features

A guide to London's premium neighborhoods, identifying wards with large family homes and high-income residents in close proximity to conservation areas. Top candidates include Northcote, Dulwich Village, and East Sheen.

Map

Indian ethnic group population (Asian, Asian British or Asian Welsh: Indian) and Total Usual Residents from the 2021 Census. This dataset contains only the Indian ethnic group population; other ethnic groups are excluded from this dataset.

4,997 features

Anytime Fitness gym locations in the United Kingdom.

252 features

Toolstation locations across the UK.

639 features

Tennis courts and tennis stadiums located within the London boundary.

284 features

CeX shops located in Greater Manchester.

14 features

Screwfix locations across the UK.

979 features

A dataset of CeX shops located in Lancashire.

9 features

Locations of Footasylum stores in the UK.

76 features

Households by number of deprivation dimensions in Greater Manchester. Deprivation is defined based on four dimensions: employment, education, health and disability, and housing. Normalise using Total Households to compute the proportion of households in each deprivation category.

1,702 features

Households by number of deprivation dimensions in Cheshire (Census 2021, full count). Includes total households and number of households deprived in zero, one, two, three, or four dimensions, used here as a proxy for affluence.

678 features

Geographic boundary and administrative identifiers for the Blue Mountains Tourism Region in New South Wales, Australia, based on 2021 definitions.

1 features

Convenience store locations within Seoul.

1,447 features