datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
illinois-layoffs-warn-act-notices-daily
Illinois WARN Act layoff notices — every filing we hold since 1988, one CSV, rebuilt daily
4,847 Illinois WARN notices — every one this dataset holds, back to 1988 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-23T12:24Z · official source: Illinois Department of Commerce and Economic Opportunity — WARN notices.
Illinois employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/illinois-layoffs-warn-act-notices-daily.top-50-restaurant-category-dominators-in-illinois-us-164227
Top 50 Restaurant Category Dominators in Illinois, US
Free sample dataset from BeamStation
--Defensible Leaders--
Top 50 ranked high-volume restaurants.
Each venue with massive review volume. The safest bets.
Uses State Rank to find the absolute biggest players.
This dataset lists the 46 leading restaurant establishments in Illinois that dominate their respective categories by review volume and overall popularity. Updated weekly, it captures the most frequently reviewed and highly… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-50-restaurant-category-dominators-in-illinois-us-164227.Illinois_dataall-restaurants-in-aurora-illinois-us-853876
All Restaurants in Aurora, Illinois, US
Free sample dataset from BeamStation
This dataset provides a weekly‑updated export of every restaurant operating in Aurora, Illinois, United States. It contains 437 records, each representing a single establishment with all available profile columns such as name, address, cuisine type, contact information, hours of operation, and any other attributes supplied by the source. The data is refreshed on a weekly basis to reflect openings, closures… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-aurora-illinois-us-853876.Illinois-traffic-dashboardrestaurant-social-ghosts-in-illinois-us-132890
Restaurant Social Ghosts in Illinois, US
Free sample dataset from BeamStation
Restaurant Social Ghosts in Illinois, US is a weekly‑updated collection of 464 high‑rating dining establishments that currently have minimal or no social media footprint. Sourced from Illinois, the dataset flags venues with a rating above 4.5 while showing fewer than 100 followers or no detectable profiles across major platforms. Marketing agencies looking to identify untapped growth opportunities can use… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-illinois-us-132890.white-space-finder-in-illinois-us-582903
White Space Finder in Illinois, US
Free sample dataset from BeamStation
The White Space Finder in Illinois, US dataset pinpoints geographic opportunities within the state where consumer demand is strong but competitive supply is minimal. Each of the 33 records represents a specific location—such as a city, town, or neighborhood—that meets a strict set of criteria indicating high market potential and low direct competition. The data includes signals like local sentiment intensity… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/white-space-finder-in-illinois-us-582903.the-hhi-monopoly-index-for-illinois-us-347135
The HHI Monopoly Index for Illinois, 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 1 km.
Safe, cash‑flow‑heavy bets that competitors can't easily dislodge.
This dataset provides the Herfindahl‑Hirschman Index (HHI) monopoly score for Illinois, US, updated weekly. It contains 1,043 records, each representing a… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-illinois-us-347135.all-restaurants-in-schaumburg-illinois-us-363896
All Restaurants in Schaumburg, Illinois, US
Free sample dataset from BeamStation
The All Restaurants in Schaumburg, Illinois, US dataset offers a weekly‑updated export of every dining establishment operating in the village of Schaumburg. It contains 61 records, each capturing a restaurant’s name, street address, phone number, cuisine category, opening hours, and any supplemental fields provided by the source. Analysts studying local food‑service trends, urban planners assessing… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-schaumburg-illinois-us-363896.all-restaurants-in-evanston-illinois-us-148435-148435
All Restaurants in Evanston, Illinois, US
Free sample dataset from BeamStation
: All Restaurants in Evanston, Illinois, US is a weekly‑updated export that lists every food‑service establishment operating within the city limits. The dataset contains 357 records, each representing a single restaurant profile and includes every column available from the source system—such as the venue name, street address, phone number, cuisine category, opening hours, and any additional attributes… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-evanston-illinois-us-148435-148435.restaurant-social-ghosts-in-illinois-us-132890-132890
Restaurant Social Ghosts in Illinois, US
Free sample dataset from BeamStation
The Restaurant Social Ghosts in Illinois dataset lists 95 dining establishments across the state that have strong customer ratings but little or no activity on social platforms. Each record includes the restaurant’s name, address, cuisine type, and the limited social‑media signals that were detected, such as follower counts or missing profiles. Updated on a weekly basis, the collection helps marketing… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-illinois-us-132890-132890.all-restaurants-in-evanston-illinois-us-148435
All Restaurants in Evanston, Illinois, US
Free sample dataset from BeamStation
The dataset contains a complete export of every restaurant operating in Evanston, Illinois, United States. It includes 310 records, each representing a distinct establishment and providing all available columns from the source system—such as name, address, cuisine type, contact information, hours of operation, and any additional attributes captured weekly. The data is refreshed on a weekly schedule… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-evanston-illinois-us-148435.all-restaurants-in-waukegan-illinois-us-235214
All Restaurants in Waukegan, Illinois, US
Free sample dataset from BeamStation
This dataset contains a complete export of every restaurant operating in Waukegan, Illinois, United States. It includes 479 records, each representing a single establishment and providing all available columns from the source—such as name, address, contact information, cuisine type, and any other attributes captured in the weekly refresh. The data is refreshed on a weekly basis, ensuring users have access… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-waukegan-illinois-us-235214.all-restaurants-in-naperville-illinois-us-253537
All Restaurants in Naperville, Illinois, US
Free sample dataset from BeamStation
The dataset All Restaurants in Naperville, Illinois, US provides a weekly‑updated export of every eating establishment operating in the city. It contains 519 records, each representing a single restaurant profile with all available columns such as name, address, cuisine type, contact information, hours of operation, and any other attributes supplied by the source. This comprehensive snapshot is ideal… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-naperville-illinois-us-253537.restaurant-tiktok-renegades-in-illinois-us-415072
Restaurant TikTok Renegades in Illinois, US
Free sample dataset from BeamStation
--Social Platform Gap--
This dataset captures Restaurant TikTok Renegades operating in Illinois, US, comprising exactly 99 records that are refreshed on a weekly basis. Each record highlights establishments with a strong Instagram following—exceeding 10,000 followers—yet exhibiting minimal or no activity on TikTok. This contrast reveals a clear opportunity for social media managers, content agencies… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-tiktok-renegades-in-illinois-us-415072.all-restaurants-in-champaign-illinois-us-528568
All Restaurants in Champaign, Illinois, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Champaign, Illinois, United States. It contains 373 records, each representing a single establishment with all available profile columns included. The data is refreshed on a weekly basis, ensuring that users have access to the most current listings. Researchers studying local food economies, urban planners assessing commercial… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-champaign-illinois-us-528568.restaurant-verified-email-access-in-chicago-illinois-us-658009
Restaurant Verified Email Access in Chicago, Illinois, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
This dataset provides weekly verified, high‑deliverability email contacts for independent restaurants and micro‑chains located in Chicago, Illinois, US. It contains 2,297 records, each representing an established dining venue that has passed a strict verification process; large chain enterprises are excluded to focus on truly independent operators. The data… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-chicago-illinois-us-658009.all-restaurants-in-rockford-illinois-us-706059
All Restaurants in Rockford, Illinois, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Rockford, Illinois, United States. It contains 304 records, each representing a distinct establishment with all available profile columns included. The information is refreshed on a weekly basis to keep the listing current. Users such as local analysts, food‑service researchers, market‑entry planners, or developers building… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-rockford-illinois-us-706059.all-restaurants-in-joliet-illinois-us-362550
All Restaurants in Joliet, Illinois, US
Free sample dataset from BeamStation
All Restaurants in Joliet, Illinois
This dataset provides a complete weekly export of every restaurant operating in Joliet, Illinois, United States. It contains 535 records, each representing a distinct establishment and includes all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the source. The data is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-joliet-illinois-us-362550.all-restaurants-in-rockford-metro-illinois-us-700319
All Restaurants in Rockford (Metro), Illinois, US
Free sample dataset from BeamStation
The All Restaurants in Rockford (Metro), Illinois dataset provides a weekly‑updated snapshot of every food‑service establishment operating within the Rockford metropolitan area. It contains 688 records, each representing a single restaurant, café, fast‑food outlet, or similar venue. The export includes every available column from the source, such as business name, address, phone number, cuisine… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-rockford-metro-illinois-us-700319.all-restaurants-in-springfield-illinois-us-138214
All Restaurants in Springfield, Illinois, US
Free sample dataset from BeamStation
All Restaurants in Springfield, Illinois, US is a weekly‑updated export that lists every dining establishment operating within the city limits. The dataset contains 498 records, each representing a single restaurant and includes all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the source. Because the file is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-springfield-illinois-us-138214.top-300-active-restaurant-whales-with-email-in-chicago-illinois-us-610865
Top 300 Active Restaurant Whales with Email in Chicago, Illinois, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
Popular restaurants sitting in the Top 10% of their local market for proven foot traffic and review volume within the last 30 days and a market scope of 10km. These are the highest-velocity, actively transacting accounts for payment processing, POS systems, and supply chain sales. Validated by an "Active Heartbeat" signal.
The dataset Top 300… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-300-active-restaurant-whales-with-email-in-chicago-illinois-us-610865.all-restaurants-in-cicero-illinois-us-727427
All Restaurants in Cicero, Illinois, US
Free sample dataset from BeamStation
All Restaurants in Cicero, Illinois, US is a weekly refreshed export that lists every eating establishment operating within the city limits of Cicero. The dataset contains 55 records, each representing a single restaurant and includes all available columns from the source export—such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-cicero-illinois-us-727427.all-restaurants-in-bolingbrook-illinois-us-814917
All Restaurants in Bolingbrook, Illinois, US
Free sample dataset from BeamStation
This dataset contains a complete export of every restaurant operating in Bolingbrook, Illinois, United States. It includes 42 records, each representing a distinct establishment, and is refreshed on a weekly basis to keep the information current. The export provides all available columns from the source, covering details such as restaurant name, address, cuisine type, contact information, hours of… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-bolingbrook-illinois-us-814917.top-30-active-restaurant-review-whales-in-illinois-us-831450
Top 30% Active Restaurant Review Whales in Illinois, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset lists the Top 30% Active Restaurant Review Whales in Illinois, US, comprising 2,443 records of high‑traffic eateries. Each entry 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, evaluated within a 10 km radius. The records are refreshed weekly to keep the “Active… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-illinois-us-831450.all-restaurants-in-elgin-illinois-us-854094
All Restaurants in Elgin, Illinois, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Elgin, Illinois, United States. It contains 373 records, each representing a distinct establishment and includes all available columns from the source, such as name, address, cuisine type, contact information, hours of operation, and any additional attributes that are published weekly. The data is refreshed on a weekly schedule… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-elgin-illinois-us-854094.tech-ready-restaurants-in-illinois-us-903169
Tech-Ready Restaurants in Illinois, US
Free sample dataset from BeamStation
The "Tech-Ready Restaurants in Illinois, US" dataset lists 33 establishments across the state that are primed for technology upgrades. Each record represents a restaurant with a Beam Score above 70, indicating strong establishment and reputation, and recent sentiment scores over the past 30 days exceeding 10, reflecting positive customer feedback. Despite these strengths, the venues currently lack both… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-illinois-us-903169.