eating out open data

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

3 features

Lower layer Super Output Areas of the United Kingdom, 2021. England and Wales only, census 2021 (near the 50k cap); Scotland/NI equivalents are Data Zones, next pass

35,672 features

Output Areas of the United Kingdom, 2021. England and Wales census 2021 output areas — ceiling removed 2026-07-16; attempted, bounded by machine limits only

188,880 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

Middle layer Super Output Areas of the United Kingdom, 2021. England and Wales only, census 2021

7,264 features

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

20 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

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

Geospatial boundaries and land area measurements for Brazil, providing total area in square kilometers.

1 features

Locations of Wendy's, Chick-fil-A, and In-N-Out Burger in Utah.

173 features

Local shops and cafes in the Shengli Neighborhood, including coffee shops, bakeries, and boutique stores.

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

485 features

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

72 features

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

1 features

Bus stations within the Guwahati boundary for route planning.

12 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

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

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

35,672 features

Convenience store locations within Seoul.

1,447 features

Boutiques, coffee shops, barber shops, hair salons, dog groomers, nail salons, bookstores, juice bars, and smoothie businesses in Collin County, TX.

2,128 features

Local business locations including boutiques, coffee shops, barber shops, hair/nail salons, dog groomers, bookstores, and juice/smoothie bars within Denton County, Texas. Note: This dataset includes some national chain and restaurant entries due to Overture's category definitions.

1,363 features

Local-style businesses including boutiques, coffee shops, barber shops, hair salons, dog groomers, nail salons, bookstores, juice bars, and smoothie businesses in Dallas County. Note: This dataset includes all businesses under these categories, including national chains and restaurants as categorized in Overture Maps.

4,674 features

Every one of London's top 10 wards for wealth and space sits within a protected conservation area. Northcote leads the city with a composite score of 98.86, identifying the enclaves where high-income professionals and large family homes intersect.

Report

Local business clusters in Tarrant County, including boutiques, coffee shops, barber shops, hair salons, pet groomers, nail salons, bookstores, and smoothie/juice bars. Note: Some contamination (e.g., chain restaurants, beauty salons) may exist due to Overture categorization.

3,605 features

Yoga studios, boutiques, coffee shops, barber shops, hair salons, nail salons, bookstores, and smoothie/juice bars in Kensington-Cedar Cottage. Note: Includes some chain locations and non-retail categories due to data granularity.

59 features

A unified geographic boundary of the African continent, created by dissolving internal administrative borders. This dataset provides a clean outline suitable for continental-scale mapping and spatial visualization.

1 features