datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
cityshiftbench-scale122
CityShiftBench Scale-122
CityShiftBench is an anonymous NeurIPS 2026 Evaluations and Datasets review
artifact for low-shot cross-city urban regression under strict city isolation.
The active Scale-122 surface contains 118 OSM-integrity-passing cities and
8,359 tile records. The paper-core targets are OSM-derived Road
(target_road_segments) and Connectivity (target_intersection_nodes).
Contents
data/cityshiftbench_scale122_tile_targets.csv: tile-level target and… See the full description on the dataset page: https://huggingface.co/datasets/aiurban/cityshiftbench-scale122.1957_daly_city_eqwikivoyage-eu-city-embeddings
Dataset Card for Dataset Name
This dataset comprises abstracts from Wikivoyage for 160 European cities along with their corresponding country names, coordinates, and populations. The embeddings are derived from the GTE-Large model, incorporating data from the city, country, population, and abstract columns.
Dataset Sources
Wikivoyage data
World cities database
adityaramachandran27_world-air-quality-index-by-city-and-coordinates
World Air Quality Index by City and Coordinates
A Comprehensive Dataset on Cities, Latitude, Longitude, and Pollution Levels
Dataset Info
Source: Kaggle
Original Size: 0.36 MB
Kaggle Downloads: 11,064
Files: 1
Files
AQI and Lat Long of Countries.csv
Mirrored from Kaggle
city_countries_well_knownPopulation-in-the-largest-city-percentage-of-urban-population-africa
Population in the largest city percentage of urban population africa | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: climate_environment - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Population-in-the-largest-city-percentage-of-urban-population-africa.us-dental-cost-by-city-2026
⚠️ Version 2.0.0 — correction notice (13 July 2026)
Version 1 of this dataset published per-state figures for braces and porcelain veneers
that were not observed. An internal audit established that they were derived from the
single-implant series by fixed multipliers (0.80× and 0.25×, constant to four decimal places
across all 51 jurisdictions). Every procedure therefore shared the same state ranking, and the
"composite" cost index reduced algebraically to a function of the… See the full description on the dataset page: https://huggingface.co/datasets/tresor2k/us-dental-cost-by-city-2026.weather-semarang-city-2023-2025CItyVQA_v0.1viewer：true
indian-city-air-quality
Indian City Air Quality Dataset
This dataset contains sample air quality measurements for major
Indian cities. It can be used for environmental analysis,
visualization, and machine learning experiments.
akkithetechie_new-york-city-bike-share-dataset
New York City Bike Share Dataset
Predict Gender of the riders
Dataset Info
Source: Kaggle
Original Size: 16.64 MB
Kaggle Downloads: 4,663
Files: 1
Files
NYC-BikeShare-2015-2017-combined.csv
Mirrored from Kaggle
city-coverage-matrix-2026
City Coverage Matrix 2026
Transparency matrix classifying 380 cities by WhereNext data tier: flagship, researched, or modeled, with completeness percentages for core costs, landing friction, infrastructure, climate, work, and family data groups.
Files
city-coverage-matrix-2026.csv: CSV export of city tier and data completeness by city.
city-coverage-matrix-2026.json: JSON export of city tier and data completeness by city.
Canonical Source… See the full description on the dataset page: https://huggingface.co/datasets/Walker7777/city-coverage-matrix-2026.restaurant-verified-email-access-in-new-york-city-new-york-us-697812
Restaurant Verified Email Access in New York City, New York, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high-deliverability emails.
Only for established, independent restaurants (or micro-chains) – large chain enterprises excluded.
Weekly email verification and detailed analysis via our proprietary infrastructure.
Business activity validated by an "Active Heartbeat" signal.
This dataset provides 4,779 verified email contacts for… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-new-york-city-new-york-us-697812.all-restaurants-in-boise-city-idaho-us-167282-167282
All Restaurants in Boise City, Idaho, US
Free sample dataset from BeamStation
The All Restaurants in Boise City, Idaho, US dataset provides a complete export of every food‑service establishment operating within Boise City limits. Containing 474 records, the file includes every available column from the source—restaurant name, address, phone number, cuisine type, hours of operation, rating, price range, and any additional attributes supplied by the provider. Updated on a weekly basis… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-boise-city-idaho-us-167282-167282.city_day500-cities-city-level-data-gis-friendly-format-201
500 Cities: City-level Data (GIS Friendly Format), 2016 release
Description
2014, 2013. Data were provided by the Centers for Disease Control and Prevention (CDC), Division of Population Health, Epidemiology and Surveillance Branch. The project was funded by the Robert Wood Johnson Foundation (RWJF) in conjunction with the CDC Foundation. 500 cities project census city-level data in GIS-friendly format can be joined with city spatial data… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/500-cities-city-level-data-gis-friendly-format-201.Contracts_CityofChicago
Contracts of City of Chicago
Contracts and modifications awarded by the City of Chicago since 1993. This data is currently maintained in the City’s Financial Management and Purchasing System (FMPS), which is used throughout the City for contract management and payment.
Legacy System Records: Purchase Order/Contract Numbers that begin with alpha characters identify records imported from legacy systems. Records with a null value in the Contract Type field were imported from legacy… See the full description on the dataset page: https://huggingface.co/datasets/hazeldoan/Contracts_CityofChicago.smart_city_traffic_flow_optimizationrestaurant-verified-email-access-in-oklahoma-city-oklahoma-us-153542
Restaurant Verified Email Access in Oklahoma City, Oklahoma, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high-deliverability emails.
This dataset contains 389 verified email addresses for established, independent restaurants and micro‑chains located in Oklahoma City, Oklahoma, US. Large chain enterprises are excluded to focus on genuine local eateries. Each record is refreshed on a weekly basis using proprietary verification infrastructure… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-oklahoma-city-oklahoma-us-153542.top-300-active-restaurant-whales-with-email-in-new-york-city-new-york-us-365754
Top 300 Active Restaurant Whales with Email in New York City, New York, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset lists the Top 300 Active Restaurant Whales with Email in New York City, New York, US. Each record represents a restaurant that ranks in the Top 10% of its local market for proven foot traffic and review volume over the past 30 days within a 10 km radius. The list is refreshed weekly to maintain current relevance. These… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-300-active-restaurant-whales-with-email-in-new-york-city-new-york-us-365754.all-restaurants-in-boise-city-idaho-us-167282
All Restaurants in Boise City, Idaho, US
Free sample dataset from BeamStation
The All Restaurants in Boise City, Idaho, US dataset provides a comprehensive export of every dining establishment operating within Boise City limits. It contains 480 records, each representing a single restaurant profile and including all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source. The data is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-boise-city-idaho-us-167282.top-10-active-review-whales-in-new-york-newark-jersey-city-metro-area-ny-nj-us-517575
Top 10% Active Review Whales in New York-Newark-Jersey City Metro Area, NY-NJ, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset lists the top 10% of active review whales in the New York‑Newark‑Jersey City metro area (NY‑NJ, US). It contains 2,236 records, each representing a popular restaurant that ranks in the highest decile for both foot traffic and review volume over the past 30 days within a 10 km market scope. The records are refreshed weekly… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-10-active-review-whales-in-new-york-newark-jersey-city-metro-area-ny-nj-us-517575.the-hhi-monopoly-index-for-new-york-newark-jersey-city-metro-area-ny-nj-us-545987
The HHI Monopoly Index for New York-Newark-Jersey City Metro Area, NY-NJ, US
Free sample dataset from BeamStation
--HHI Dominance--
The HHI Monopoly Index for the New York‑Newark‑Jersey City Metro Area, NY‑NJ, US tracks businesses that hold near‑monopoly positions in their local market. Each week the dataset is refreshed and contains 585 records, each representing a firm that mathematically "owns" its market within a 1‑kilometer radius, with a market share exceeding 30 % and an HHI… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-new-york-newark-jersey-city-metro-area-ny-nj-us-545987.all-restaurants-in-kansas-city-metro-mo-ks-us-354551
All Restaurants in Kansas City (Metro), MO-KS, US
Free sample dataset from BeamStation
This dataset provides a complete metro‑area export of every restaurant operating in the Kansas City, MO‑KS region. It contains 3,208 records, each representing a distinct establishment and includes all available columns from the source profiles—such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the data provider. The file is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-kansas-city-metro-mo-ks-us-354551.attention_attrib_lm_birth_citysmart_city_traffic_flowsmart_city_trafficCityMarcCodetech-ready-restaurants-in-the-salt-lake-city-murray-metro-area-ut-us-253189
Tech-Ready Restaurants in the Salt Lake City-Murray Metro Area, UT, US
Free sample dataset from BeamStation
The dataset lists eight restaurants in the Salt Lake City‑Murray metropolitan area of Utah that are primed for technology upgrades. Each record represents an established eatery with a Beam Score above 70 and recent sentiment scores exceeding 10 over the past 30 days, indicating solid customer satisfaction and financial health. Despite their strong performance, these venues… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-the-salt-lake-city-murray-metro-area-ut-us-253189.top-30-active-restaurant-review-whales-in-oklahoma-city-ok-metro-area-us-519060
Top 30% Active Restaurant Review Whales in Oklahoma City, OK Metro Area, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset contains 377 records of the top 30% most active restaurant review contributors in the Oklahoma City, OK metropolitan area. Each record represents a restaurant that ranks in the top 10% of its local market for proven foot traffic and review volume over the past 30 days, within a 10 km radius. The data are refreshed weekly to… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-oklahoma-city-ok-metro-area-us-519060.