datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
us-layoffs-by-metro-area-msa-warn-act
US layoffs by metro area: 54,220 WARN notices mapped to 765 metro and micro areas
Rebuilt 2026-09-23. 765 of the 935 US core-based statistical areas carry at least one
layoff notice on record — 361 metropolitan and 404 micropolitan.
Nobody hires, sells or reports by county. A recruiter covers Austin; an account team books the
Phoenix metro; a reporter writes Bay Area layoffs. State agencies publish neither — they publish
the site of a layoff as free text in 48 different… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-metro-area-msa-warn-act.Metro-Step-Field
Metro Step Field Register
This card records stairway inspections submitted by station accessibility crews.
Release manifest: published
Platform checks
check_id
line
station
inspected_at
step_count
disposition
MS-012
Amber
Bayfront
2025-09-04T08:10:00Z
14
cleared
MS-027
Amber
Civic Hall
2025-09-06T09:00:00Z
18
cleared
MS-041
Blue
Depot
2025-09-03T07:45:00Z
11
cleared
MS-056
Blue
East Market
2025-09-08T10:20:00Z
22
cleared
MS-063
Green
Foundry… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Step-Field.us-metro-housing-market-snapshot
US Metro Housing Market Snapshot — 932 Metros, Median Price/DOM/Inventory + YoY (through 2026-05-31)
Median sale price, list price, price-per-sqft, days on market, sold-above-list rate and year-over-year change for 932 US metro areas, through 2026-05-31. Sourced from Redfin's published market data, republished as a single clean per-metro snapshot instead of Redfin's raw ZIP-level feed. 930 of 932 metros carry a full year-over-year comparison. Companion to our county-level… See the full description on the dataset page: https://huggingface.co/datasets/rrhagentbiz/us-metro-housing-market-snapshot.behavioral-risk-factors-selected-metropolitan-area
Behavioral Risk Factors: Selected Metropolitan Area Risk Trends (SMART) County Prevalence Data (2010 and prior)
Description
2002-2010. BRFSS SMART County Prevalence land line only data. The Selected Metropolitan Area Risk Trends (SMART) project uses the Behavioral Risk Factor Surveillance System (BRFSS) to analyze the data of selected counties with 500 or more respondents. BRFSS data can be used to identify emerging health problems, establish and track health objectives… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/behavioral-risk-factors-selected-metropolitan-area.white-space-finder-in-milwaukee-waukesha-metro-wisconsin-us-111239
White Space Finder in Milwaukee-Waukesha (Metro), Wisconsin, US
Free sample dataset from BeamStation
The "White Space Finder in Milwaukee-Waukesha (Metro), Wisconsin, US" dataset highlights specific markets within the Milwaukee‑Waukesha metropolitan area where consumer demand for a given category is strong while direct competition remains scarce. Each of the 21 records represents a location that satisfies a strict tri‑factor test: high population density indicating ample demand… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/white-space-finder-in-milwaukee-waukesha-metro-wisconsin-us-111239.tech-ready-restaurants-in-the-boston-cambridge-newton-metro-area-ma-nh-us-160567
Tech-Ready Restaurants in the Boston-Cambridge-Newton Metro Area, MA-NH, US
Free sample dataset from BeamStation
The dataset "Tech-Ready Restaurants in the Boston-Cambridge-Newton Metro Area, MA-NH, US" lists 49 establishments that meet specific criteria for technology adoption. These restaurants are well‑established, indicated by a Beam Score above 70, and show recent positive performance with sentiment scores over 10 in the last 30 days. Despite their strong foot traffic and… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-the-boston-cambridge-newton-metro-area-ma-nh-us-160567.tech-ready-restaurants-in-the-chicago-naperville-elgin-metro-area-il-in-us-171859
Tech-Ready Restaurants in the Chicago-Naperville-Elgin Metro Area, IL-IN, US
Free sample dataset from BeamStation
The "Tech-Ready Restaurants in the Chicago-Naperville-Elgin Metro Area, IL-IN, US" dataset highlights a prime segment of dining establishments that are financially solid but technologically underserved. Covering the Chicago-Naperville-Elgin metropolitan region, it contains 105 records of restaurants that score above 70 on the Beam Score, indicating strong establishment… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-the-chicago-naperville-elgin-metro-area-il-in-us-171859.white-space-finder-in-atlanta-sandy-springs-roswell-metro-georgia-us-187966
White Space Finder in Atlanta-Sandy Springs-Roswell (Metro), Georgia, US
Free sample dataset from BeamStation
The "White Space Finder in Atlanta-Sandy Springs-Roswell (Metro), Georgia, US" dataset highlights 22 specific market locations where consumer demand is strong but direct competition is extremely limited. Each record represents a micro‑area within the Atlanta‑Sandy Springs‑Roswell metro that satisfies a strict tri‑factor test: high population density, severe undersupply of… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/white-space-finder-in-atlanta-sandy-springs-roswell-metro-georgia-us-187966.all-restaurants-in-waterbury-shelton-metro-connecticut-us-212095
All Restaurants in Waterbury-Shelton (Metro), Connecticut, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in the Waterbury‑Shelton metropolitan area of Connecticut, United States. It contains 836 records, each representing a distinct establishment and includes all available profile columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source.… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-waterbury-shelton-metro-connecticut-us-212095.all-restaurants-in-ann-arbor-metro-michigan-us-256648
All Restaurants in Ann Arbor (Metro), Michigan, US
Free sample dataset from BeamStation
All Restaurants in Ann Arbor (Metro), Michigan, US is a weekly‑updated export that lists every food‑service establishment operating in the Ann Arbor metropolitan area. The dataset contains 718 records, each representing a single restaurant, café, bar, or similar venue and includes every column available from the source—such as name, address, cuisine type, hours of operation, contact information… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-ann-arbor-metro-michigan-us-256648.all-restaurants-in-worcester-metro-massachusetts-us-113973
All Restaurants in Worcester (Metro), Massachusetts, US
Free sample dataset from BeamStation
This dataset provides a complete weekly export of every restaurant operating in the Worcester metropolitan area of Massachusetts, United States. It contains 1,316 records, each representing a distinct dining establishment captured from the most recent refresh. The data includes all available columns for each venue, such as the restaurant name, physical address, telephone number, cuisine… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-worcester-metro-massachusetts-us-113973.all-restaurants-in-norwich-new-london-willimantic-metro-connecticut-us-211266
All Restaurants in Norwich-New London-Willimantic (Metro), Connecticut, US
Free sample dataset from BeamStation
This dataset provides a complete export of all restaurants within the Norwich-New London-Willimantic metropolitan area of Connecticut, United States. It contains 716 records, each representing a distinct dining establishment, and includes every available column from the source profiles. The data is refreshed on a weekly basis, ensuring that users have access to the most… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-norwich-new-london-willimantic-metro-connecticut-us-211266.all-restaurants-in-cape-coral-fort-myers-metro-florida-us-394799
All Restaurants in Cape Coral-Fort Myers (Metro), Florida, US
Free sample dataset from BeamStation
This dataset provides a complete metro export of every restaurant operating in the Cape Coral‑Fort Myers metropolitan area of Florida, United States. It contains 1,245 records, each representing a distinct establishment with all available profile columns included in the weekly refresh. The data capture location‑specific details such as address, contact information, cuisine type, hours… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-cape-coral-fort-myers-metro-florida-us-394799.all-restaurants-in-tallahassee-metro-florida-us-125759
All Restaurants in Tallahassee (Metro), Florida, US
Free sample dataset from BeamStation
This dataset provides a complete Metro export of all restaurants in Tallahassee, Florida, United States. It contains 587 records, each representing a distinct dining establishment within the Tallahassee metro area. The data are refreshed on a weekly basis, ensuring that users have access to the most current listings, contact information, hours, cuisine types, and any other available columns… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-tallahassee-metro-florida-us-125759.all-restaurants-in-worcester-metro-massachusetts-us-113973-113973
All Restaurants in Worcester (Metro), Massachusetts, US
Free sample dataset from BeamStation
All Restaurants in Worcester (Metro), Massachusetts, US
This dataset contains a complete weekly export of every restaurant profile in the Worcester metro area, totaling 1,607 records. Sourced from the Metro database, it includes all available columns for each establishment, providing a full snapshot of the local food‑service landscape. Users such as market analysts, urban planners… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-worcester-metro-massachusetts-us-113973-113973.restaurant-tiktok-renegades-in-houston-pasadena-the-woodlands-metro-area-tx-us-238707
Restaurant TikTok Renegades in Houston-Pasadena-The Woodlands Metro Area, TX, US
Free sample dataset from BeamStation
--Social Platform Gap--
This dataset captures 114 restaurant TikTok accounts in the Houston‑Pasadena‑The Woodlands metro area of Texas, United States. Updated weekly, it highlights establishments that boast strong Instagram followings (over 10 k) while showing minimal or no activity on TikTok. Each record includes the restaurant name, location within the tri‑city… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-tiktok-renegades-in-houston-pasadena-the-woodlands-metro-area-tx-us-238707.all-restaurants-in-hartford-west-hartford-east-hartford-metro-connecticut-us-178082
All Restaurants in Hartford-West Hartford-East Hartford (Metro), Connecticut, US
Free sample dataset from BeamStation
The All Restaurants in Hartford-West Hartford-East Hartford (Metro), Connecticut, US dataset provides a complete weekly export of every food‑service establishment in the Hartford metropolitan area. It contains 1,799 records, each representing a single restaurant, café, fast‑food outlet, or similar venue. The data include all available columns from the source:… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-hartford-west-hartford-east-hartford-metro-connecticut-us-178082.all-restaurants-in-albany-schenectady-troy-metro-new-york-us-406766
All Restaurants in Albany-Schenectady-Troy (Metro), New York, US
Free sample dataset from BeamStation
This dataset provides a complete weekly export of every restaurant operating in the Albany‑Schenectady‑Troy metropolitan area of New York State. It contains 2,082 records, each representing a single establishment and including all available columns from the source—such as business name, physical address, phone number, cuisine category, hours of operation, website, and any additional… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-albany-schenectady-troy-metro-new-york-us-406766.top-30-active-restaurant-review-whales-in-jacksonville-fl-metro-area-us-110452
Top 30% Active Restaurant Review Whales in Jacksonville, FL Metro Area, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset contains 1,275 records of the most active restaurant reviewers in the Jacksonville, FL metro area. These are establishments that rank in the top 30% of their local market for review volume and foot traffic, identified by a validated "Active Heartbeat" signal that confirms recent, consistent customer engagement. The focus is on… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-jacksonville-fl-metro-area-us-110452.all-restaurants-in-tuscaloosa-metro-alabama-us-141391
All Restaurants in Tuscaloosa (Metro), Alabama, US
Free sample dataset from BeamStation
This dataset provides a complete metro export of every restaurant operating in the Tuscaloosa, Alabama area. It contains 232 records, each representing a distinct establishment and includes all available columns from the source profiles. The data is refreshed on a weekly basis, ensuring users have access to the most current information about the local dining scene. Researchers, market analysts… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-tuscaloosa-metro-alabama-us-141391.all-restaurants-in-madison-metro-wisconsin-us-149187
All Restaurants in Madison (Metro), Wisconsin, US
Free sample dataset from BeamStation
This dataset provides a complete metro‑level export of every restaurant operating in the Madison, Wisconsin metropolitan area. It contains 956 records, each representing a distinct establishment and includes all available columns from the source profiles—such as name, address, cuisine type, hours of operation, contact details, and any additional attributes supplied by the data provider. The file… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-madison-metro-wisconsin-us-149187.all-restaurants-in-nashville-davidson-murfreesboro-franklin-metro-tennessee-us-206629
All Restaurants in Nashville-Davidson--Murfreesboro--Franklin (Metro), Tennessee, US
Free sample dataset from BeamStation
This dataset provides a complete metro export of every restaurant located in the Nashville‑Davidson--Murfreesboro--Franklin, Tennessee area. It contains 4,421 records, each representing a distinct establishment with all available profile columns included. The data is refreshed on a weekly basis to reflect openings, closures, and updates in the local dining scene.… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-nashville-davidson-murfreesboro-franklin-metro-tennessee-us-206629.all-restaurants-in-utica-rome-metro-new-york-us-409049
All Restaurants in Utica-Rome (Metro), New York, US
Free sample dataset from BeamStation
This dataset contains a complete export of every restaurant operating in the Utica‑Rome metropolitan area of New York State. It includes 567 records, each representing a distinct establishment with all available profile columns preserved. The data is refreshed on a weekly basis, ensuring users have access to the most current information about the local dining scene. Researchers, urban planners… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-utica-rome-metro-new-york-us-409049.all-restaurants-in-duluth-metro-mn-wi-us-482732
All Restaurants in Duluth (Metro), MN-WI, US
Free sample dataset from BeamStation
The All Restaurants in Duluth (Metro), MN‑WI dataset provides a weekly‑updated snapshot of every food‑service establishment operating in the Duluth metropolitan area, which spans parts of Minnesota and Wisconsin. Containing 365 records, the export includes every available column from the source system, such as business name, address, phone number, cuisine type, licensing status, and any additional… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-duluth-metro-mn-wi-us-482732.all-restaurants-in-reading-metro-pennsylvania-us-574362
All Restaurants in Reading (Metro), Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a complete metro export of every restaurant operating in Reading, Pennsylvania, United States. It contains 536 records, each representing a distinct establishment within the city limits. The data is refreshed on a weekly basis, ensuring that users have access to the most current information available. Columns include all available profiles such as name, address, cuisine… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-reading-metro-pennsylvania-us-574362.the-hhi-monopoly-index-for-st-louis-metro-area-mo-il-us-585032
The HHI Monopoly Index for St. Louis Metro Area, MO-IL, US
Free sample dataset from BeamStation
--HHI Dominance--
Near-monopoly positions in their local market.
Businesses that mathematically "own" their local market (>30% share) with high HHI contribution of >900 within 1km.
Safe, cash-flow-heavy bets that competitors can't easily dislodge.
This dataset provides the Herfindahl-Hirschman Index (HHI) monopoly scores for the St. Louis, MO‑IL metro area. It contains 205 records, each… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-st-louis-metro-area-mo-il-us-585032.top-10-active-restaurant-review-whales-in-los-angeles-long-beach-anaheim-metro-area-ca-us-834150
Top 10% Active Restaurant Review Whales in Los Angeles-Long Beach-Anaheim Metro Area, CA, US
Free sample dataset from BeamStation
This dataset lists the top 10% most active restaurant review contributors—often called “review whales”—in the Los Angeles‑Long Beach‑Anaheim metropolitan area of California. It contains 662 records, each representing a high‑volume diner who consistently generates substantial foot traffic and review activity within a 10 km radius over the past 30 days. The… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-10-active-restaurant-review-whales-in-los-angeles-long-beach-anaheim-metro-area-ca-us-834150.all-restaurants-in-allentown-bethlehem-easton-metro-pa-nj-us-703101
All Restaurants in Allentown-Bethlehem-Easton (Metro), PA-NJ, US
Free sample dataset from BeamStation
The Allentown‑Bethlehem‑Easton Metro restaurant dataset provides a complete weekly export of every food‑service venue in the Allentown‑Bethlehem‑Easton, PA‑NJ region. It includes 1,394 records, each representing a single restaurant profile with all available columns such as name, address, cuisine type, hours, contact information, and any additional attributes supplied by the source.… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-allentown-bethlehem-easton-metro-pa-nj-us-703101.MetroNetworkAnalysisall-restaurants-in-birmingham-metro-alabama-us-103690
All Restaurants in Birmingham (Metro), Alabama, US
Free sample dataset from BeamStation
This dataset provides a complete metro‑area export of every restaurant operating in Birmingham, Alabama, United States. It contains 2,874 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… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-birmingham-metro-alabama-us-103690.