kingdom of thailand open data

Districts (amphoe and khet) of the Kingdom of Thailand, 2022. Thailand's 928 districts: 878 amphoe (อำเภอ) in the 76 provinces and the 50 khet (เขต) of Bangkok. Boundaries from HDX COD-AB cod-ab-tha v01 (Royal Thai Survey Department lines, acquired via ICRC, distributed by OCHA; valid from 22 January 2022), CC BY-IGO, generalised with a 3 m (0.00003 degree) topology-preserving tolerance. Join on adm2_pcode, 'TH' + the four-digit Ministry of Interior district code (TH1001 Phra Nakhon); adm2_name1 is the Thai name, adm2_name the English name; adm1_pcode/adm1_name1 carry the parent province. Two Thai names in the source attributes differ from the names the Department of Provincial Administration publishes: TH8001 reads 'นครศรีธรรมราช' (DOPA: เมืองนครศรีธรรมราช) and TH9610 'สุไหงโก-ลก' (DOPA: สุไหงโกลก).

928 features

Provinces (changwat) of the Kingdom of Thailand, 2022. Thailand's 77 provinces (จังหวัด, changwat), including Bangkok (กรุงเทพมหานคร, a special administrative area counted as a province). Boundaries from HDX COD-AB cod-ab-tha v01 (Royal Thai Survey Department lines, acquired via ICRC, distributed by OCHA; valid from 22 January 2022), CC BY-IGO. Join on adm1_pcode, 'TH' + the two-digit Ministry of Interior province code (TH10 Bangkok); adm1_name1 is the Thai name, adm1_name the English name. Full resolution, not simplified.

77 features

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

7,264 features

Data Zones (Scotland) of the United Kingdom, 2022. Scotland only — the small-area complement to E&W LSOAs REPUBLISH 2026-07-20: first publication violated the attribute policy (population/household/area statistics retained as joinable — decision 0019 audit); declared keep-list now identifiers+names only.

7,392 features

Counties and Unitary Authorities of the United Kingdom, 2025. December 2025 boundary set; UK-wide

218 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

Electoral Wards of the United Kingdom, 2025. December 2025 boundary set; UK-wide

8,405 features

Super Data Zones (Northern Ireland) of the United Kingdom, 2021. NI only REPUBLISH 2026-07-20: first publication violated the attribute policy (population/household/area statistics retained as joinable — decision 0019 audit); declared keep-list now identifiers+names only.

850 features

Integrated Care Boards of the United Kingdom, 2026. England only — April 2026 boundaries, post the 2025-26 NHS reorganisation (the re-verify gate from the research is satisfied: this IS the reorganised set)

36 features

Intermediate Zones (Scotland) of the United Kingdom, 2022. Scotland only — the complement to E&W MSOAs — zip ships EoR and MHW clipping variants; MHW (Mean High Water, shoreline-clipped) matches the generalisation policy

1,334 features

Data Zones (Northern Ireland) of the United Kingdom, 2021. NI only; NISRA's own codes with published lookups REPUBLISH 2026-07-20: first publication violated the attribute policy (population/household/area statistics retained as joinable — decision 0019 audit); declared keep-list now identifiers+names only.

3,780 features

Parishes and Non Civil Parished Areas of the United Kingdom, 2024. England and Wales only — Scotland/NI have no civil parishes

11,541 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

Local Authority Districts of the United Kingdom, 2025. December 2025 boundary set (newer than the researched May 2025); UK-wide

361 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

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

215 features

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

3,191 features

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

331 features

Total usual residents at LSOA level in London.

4,995 features

A dataset of Starbucks locations in London, deduplicated.

353 features

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

679 features

A dataset of all Tesco locations in Northern Ireland, including supermarkets, convenience stores, petrol stations, and Tesco services (Mobile, Bank).

87 features

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

3 features

A comprehensive dataset of Pret A Manger locations across the United Kingdom.

519 features

All Greggs branded locations in Greater Manchester, UK.

126 features

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

37 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

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

Locations of JD Wetherspoon pubs across London.

62 features

Locations of Equinox, Virgin Active, and Third Space gyms in London.

58 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

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

485 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

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

Locations of football stadiums and soccer fields across the UK.

1,092 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

All McDonald's restaurants in the United Kingdom.

1,608 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

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

35,672 features

Anytime Fitness gym locations in the United Kingdom.

252 features

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

Map

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

Toolstation locations across the UK.

639 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

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

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

250 features

A comprehensive map of all Sainsbury's retail locations and in-store service points across Scotland.

130 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

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

20 features

Screwfix locations across the UK.

979 features

CeX shops located in Greater Manchester.

14 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

CeX store locations across the UK.

402 features

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

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

Locations of Footasylum stores in the UK.

76 features