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Government Regions (Regierungsbezirke) of the Germany, 2025. ADE=3, ARS 3-digit. Raw 21 features, GF=4 gives 19. PARTIAL COVERAGE BY DESIGN: only some Bundesländer (BW, BY, HE, NRW) are subdivided into Regierungsbezirke — this level does not tile Germany. Not a coverage hole in the dataset; it reflects the real administrative structure.

19 features

A detailed look at population distribution across Yavapai County, Arizona, showing both total resident counts and density per square kilometer by ZIP code.

28 features

Geographic boundaries and administrative identifiers for Local Government Areas (LGAs) across Australia, including state and territory associations based on 2021 and 2025 standards.

548 features

A dataset of visitor information centres and local/state government offices in the Blue Mountains region.

5 features

Total population by county in Oregon.

36 features

Housing occupancy and vacancy statistics across Yavapai County, Arizona, aggregated by ZIP code. This dataset includes total housing unit counts, occupied and vacant unit breakdowns, and calculated occupancy rates to identify residential density and housing availability.

28 features

2021 Census full-count population (Total Usual Residents) for Local Government Areas in Victoria, Australia.

80 features

A dataset of Starbucks locations in London, deduplicated.

353 features

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

3,191 features

Local amenities including schools and shops within the Cilaku district of Serang. Note: No medical service locations were found despite the search.

8 features

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

173 features

A comparison of Whole Foods Market and Trader Joe's locations in Austin, Texas.

8 features

A comprehensive dataset of Kotak Mahindra Bank branch locations across Noida and Greater Noida, including full addresses, contact details, and geographic coordinates.

24 features

Campgrounds and caravan parks in the Blue Mountains region.

32 features

Locations identified as beer gardens within Philadelphia.

37 features

Metro stations in Huangpu district, Shanghai.

5 features

Culver's restaurant locations in the Jacksonville, FL metropolitan area.

10 features

Whataburger locations in Jacksonville, Florida.

10 features

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

87 features

Small grocery stores and kirana shops in Guwahati.

58 features

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

519 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 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

商业、文化、旅游及公共服务设施分布数据，包含购物、餐饮、公园、历史地标及各类服务设施。

59 features

All Greggs branded locations in Greater Manchester, UK.

126 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

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

10 features

A selection of retail and food businesses in the Tiebei area of Changchun, focusing on modern commercial formats. Includes clothing stores, shoe stores, jewelry stores, and fast food restaurants.

19 features

High school locations within Harris County, TX. Note: The source dataset includes some mixed school levels (elementary, middle).

293 features

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

620 features

A dataset of museums and cultural institutions in Los Angeles.

328 features

Locations of football stadiums and soccer fields across the UK.

1,092 features

Locations of JD Wetherspoon pubs across London.

62 features

McDonald's restaurant locations in St. Johns County, Florida.

13 features

Educational institutions (primary, secondary, high schools, and universities) in Gò Vấp district. Note: This dataset contains contamination from other types of educational services due to provider tagging.

43 features

Critical urban infrastructure and services (police, fire, schools, gas stations, supermarkets) in New Orleans.

513 features

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

72 features

HVAC service contractors in Calgary.

188 features

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

58 features

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

37 features

Healthcare and waste management facilities within Austin city boundary for market analysis.

219 features

All hotels within the Huangpu District, Shanghai.

184 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

Key landmarks, parks, lakes, mountains, and administrative centers for spatial context in Hangzhou.

322 features

Bus stations within the Guwahati boundary for route planning.

12 features

Real estate offices and agencies in Setia Alam, serving as a proxy for residential development concentration.

41 features

Core landmarks, cultural sites, and civic services in Prievidza.

10 features

Campus libraries, dining, departments, and landmarks for visitor guide.

80 features

A dataset of electric vehicle charging stations within the San Francisco area.

25 features

A collection of hotels, restaurants, transportation, and landmarks in Ravello, Italy.

137 features

Healthcare facilities (hospitals, clinics, labs) in Irving, TX.

60 features

A dataset of grocery stores, convenience stores, and supermarkets in Guwahati, India.

82 features

Healthcare facilities (hospitals, clinics, labs) and waste management competitors for MedSharps market analysis.

681 features

Healthcare facilities and waste management services in Schertz, TX. Includes clinics, medical centers, and B2B waste/cleaning providers.

24 features

A dataset of public amenities in Dubai, including schools, hospitals, and various park types. Note that this dataset may contain some incidental commercial/office entries based on primary category assignments.

1,382 features

McDonald's locations in Duval County, Florida.

54 features

A collection of community facilities in the Grafenwoehr area, including medical, educational, religious, and recreational services. Note: This dataset covers the entire specified boundary and includes off-post facilities.

26 features

Industrial equipment, commercial industrial sites, and industrial companies in Tampines North.

24 features

Hospitals, clinics, and laboratories in Fort Worth for market analysis.

398 features

Gas station locations within the Guwahati boundary.

28 features