60 free datasets tagged “social class”. Open any one in Mapstack — no GIS skills, no download.
High Schools in Bristol
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
Schools in 560098
School locations in the 560098 area of Bangalore. Note: Some records include vocational and higher education institutions due to Overture's classification structure.
40 features
Australia Urban and Rural Classifications
Geographic boundaries and classifications from the 2021 Australian Census, categorizing regions into urban centers, bounded localities, and rural balance areas based on population size and density.
71 features
London residents in higher managerial or professional occupations by LAD
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
Greggs Locations
All Greggs locations in the United Kingdom, retrieved for distribution and density analysis.
3,191 features
Starbucks Locations in London
A dataset of Starbucks locations in London, deduplicated.
353 features
Amenities in Cilaku, Serang
Local amenities including schools and shops within the Cilaku district of Serang. Note: No medical service locations were found despite the search.
8 features
Fast Food Brands in Utah
Locations of Wendy's, Chick-fil-A, and In-N-Out Burger in Utah.
173 features
Beer Gardens in Philadelphia
Locations identified as beer gardens within Philadelphia.
37 features
Full-time student concentration in Bristol by LSOA
Full-time students as a proportion of total population at LSOA level in Bristol.
268 features
Metro Stations in Huangpu
Metro stations in Huangpu district, Shanghai.
5 features
Kotak Mahindra Bank branches in Noida
A comprehensive dataset of Kotak Mahindra Bank branch locations across Noida and Greater Noida, including full addresses, contact details, and geographic coordinates.
24 features
Blue Mountains Campgrounds and Caravan Parks
Campgrounds and caravan parks in the Blue Mountains region.
32 features
Grocery and Kirana Shops in Guwahati
Small grocery stores and kirana shops in Guwahati.
58 features
Whole Foods and Trader Joe's in Austin
A comparison of Whole Foods Market and Trader Joe's locations in Austin, Texas.
Culver's Locations in Jacksonville Metro
Culver's restaurant locations in the Jacksonville, FL metropolitan area.
10 features
Pret A Manger Locations
A comprehensive dataset of Pret A Manger locations across the United Kingdom.
519 features
Hangzhou Landmarks and Orientation Points
Key landmarks, parks, lakes, mountains, and administrative centers for spatial context in Hangzhou.
322 features
McDonald's Locations in St. Johns County
McDonald's restaurant locations in St. Johns County, Florida.
13 features
Educational Institutions in Gò Vấp
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
镜湖区设施分布数据
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
UK Football Stadiums and Soccer Fields
Locations of football stadiums and soccer fields across the UK.
1,092 features
Independent Shops and Cafes in Bristol
A dataset of independent retail outlets and cafes across Bristol, identified by filtering out national brands and chains to highlight local businesses.
485 features
Hotels in Huangpu
All hotels within the Huangpu District, Shanghai.
184 features
Kenji, Pop Mart, and Miniso Locations in the UK
Locations of Kenji, Pop Mart, and Miniso retail stores in the UK.
Tesco Locations in Northern Ireland
A dataset of all Tesco locations in Northern Ireland, including supermarkets, convenience stores, petrol stations, and Tesco services (Mobile, Bank).
87 features
Whataburger Locations - Jacksonville, FL
Whataburger locations in Jacksonville, Florida.
Bus Stations in Guwahati
Bus stations within the Guwahati boundary for route planning.
12 features
Calgary HVAC Contractors
HVAC service contractors in Calgary.
188 features
Prievidza Landmarks and Services
Core landmarks, cultural sites, and civic services in Prievidza.
American University Campus Places
Campus libraries, dining, departments, and landmarks for visitor guide.
80 features
McDonald's in Duval County
McDonald's locations in Duval County, Florida.
54 features
Electric Vehicle Charging Stations in San Francisco
A dataset of electric vehicle charging stations within the San Francisco area.
25 features
NOLA Urban Infrastructure POIs
Critical urban infrastructure and services (police, fire, schools, gas stations, supermarkets) in New Orleans.
513 features
Retail Shops and Cafes in Bristol
A dataset of retail shops and cafe businesses in Bristol, excluding industrial and wholesale, collected to assist in identifying independent business clusters.
560 features
Bristol Higher managerial and professional occupations by LSOA
Higher managerial, administrative and professional occupations (NS-SEC L1, L2, L3) as a share of all usual residents aged 16+ by LSOA.
Modern Business Formats in Tiebei
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
Cafes in Bristol
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
JD Wetherspoon Pubs in London
Locations of JD Wetherspoon pubs across London.
62 features
Visitor Information Centres and Government Offices
A dataset of visitor information centres and local/state government offices in the Blue Mountains region.
Grafenwoehr Community Facilities
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
Luxury Gym Locations in London
Locations of Equinox, Virgin Active, and Third Space gyms in London.
Harris County High Schools
High school locations within Harris County, TX. Note: The source dataset includes some mixed school levels (elementary, middle).
293 features
Sports Direct Locations
Sports Direct locations across the UK, including retail stores, fitness centers, and concessions.
620 features
Public Amenities in Dubai
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
Greggs Locations in Greater Manchester
All Greggs branded locations in Greater Manchester, UK.
126 features
Real Estate Entities in Setia Alam
Real estate offices and agencies in Setia Alam, serving as a proxy for residential development concentration.
41 features
Shops and Cafes in Shengli Neighborhood
Local shops and cafes in the Shengli Neighborhood, including coffee shops, bakeries, and boutique stores.
Austin Healthcare and Waste Facilities
Healthcare and waste management facilities within Austin city boundary for market analysis.
219 features
Gas Stations in Guwahati
Gas station locations within the Guwahati boundary.
28 features
Supermarkets in Cornwall
A comprehensive dataset of retail food outlets across Cornwall, including major supermarket chains, local grocery stores, and convenience shops.
72 features
GameStop Locations in Washington
All GameStop locations in Washington state.
74 features
Industrial Neighbors in Tampines North
Industrial equipment, commercial industrial sites, and industrial companies in Tampines North.
Healthcare Facilities in Irving, TX
Healthcare facilities (hospitals, clinics, labs) in Irving, TX.
60 features
Museums and Cultural Sites in Los Angeles
A dataset of museums and cultural institutions in Los Angeles.
328 features
Comprehensive Food Retail in Guwahati
A dataset of grocery stores, convenience stores, and supermarkets in Guwahati, India.
82 features
Ravello POIs
A collection of hotels, restaurants, transportation, and landmarks in Ravello, Italy.
137 features
Dallas Healthcare and Waste Facilities
Healthcare facilities (hospitals, clinics, labs) and waste management competitors for MedSharps market analysis.
681 features
Healthcare Facilities in Fort Worth
Hospitals, clinics, and laboratories in Fort Worth for market analysis.
398 features
Healthcare and Waste Facilities - Schertz, TX
Healthcare facilities and waste management services in Schertz, TX. Includes clinics, medical centers, and B2B waste/cleaning providers.
