datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ohio-layoffs-warn-act-notices-daily
Ohio WARN Act layoff notices — every filing we hold since 2017, one CSV, rebuilt daily
1,072 Ohio WARN notices — every one this dataset holds, back to 2017 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-21
· state source last checked 2026-09-24T14:06Z · official source: Ohio Department of Job and Family Services — WARN notices.
Ohio employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/ohio-layoffs-warn-act-notices-daily.restaurant-verified-email-access-in-columbus-ohio-us-173432
Restaurant Verified Email Access in Columbus, Ohio, US
Free sample dataset from BeamStation
Restaurant Verified Email Access in Columbus, Ohio, US
This dataset provides weekly‑verified email addresses for 665 established, independent restaurants (or micro‑chains) located in Columbus, Ohio. Large chain enterprises are excluded, ensuring the list focuses on independent operators. Each record includes a validated email address that has undergone our proprietary verification… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-columbus-ohio-us-173432.the-hhi-monopoly-index-for-columbus-ohio-us-220457
The HHI Monopoly Index for Columbus, Ohio, 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 HHI Monopoly Index for Columbus, Ohio, US, containing 65 records that identify firms with dominant local market shares. Updated… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-columbus-ohio-us-220457.all-restaurants-in-toledo-metro-ohio-us-122137-122137
All Restaurants in Toledo (Metro), Ohio, US
Free sample dataset from BeamStation
: All Restaurants in Toledo (Metro), Ohio, US
This dataset provides a complete weekly export of every restaurant operating in the Toledo metropolitan area. It contains 1,251 records, each representing a single establishment with all available columns such as name, street address, city, state, ZIP code, phone number, cuisine category, opening hours, and any listed ratings or reviews. The data is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-toledo-metro-ohio-us-122137-122137.all-restaurants-in-toledo-metro-ohio-us-122137
All Restaurants in Toledo (Metro), Ohio, US
Free sample dataset from BeamStation
The All Restaurants in Toledo (Metro), Ohio dataset offers a weekly‑updated snapshot of every food‑service establishment in the Toledo metropolitan area. It contains 950 records, each representing a single restaurant, café, or eatery, and includes all columns available from the source—such as business name, street address, phone number, cuisine classification, customer rating, hours of operation, and… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-toledo-metro-ohio-us-122137.the-hhi-monopoly-index-for-ohio-us-591709
The HHI Monopoly Index for Ohio, US
Free sample dataset from BeamStation
--HHI Dominance--
This dataset captures near‑monopoly positions in local markets across Ohio, identifying businesses that mathematically "own" their area with a market share greater than 30% and an HHI contribution exceeding 900 within a 1‑kilometer radius. These entities represent safe, cash‑flow‑heavy bets that competitors find difficult to dislodge. The dataset contains 1,202 records, each reflecting a… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-ohio-us-591709.all-restaurants-in-canton-massillon-metro-ohio-us-606889
All Restaurants in Canton-Massillon (Metro), Ohio, US
Free sample dataset from BeamStation
This dataset provides a complete weekly export of every restaurant operating in the Canton‑Massillon metropolitan area of Ohio, United States. It contains 393 records, each representing a distinct food‑service 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… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-canton-massillon-metro-ohio-us-606889.all-restaurants-in-dayton-ohio-us-625757
All Restaurants in Dayton, Ohio, US
Free sample dataset from BeamStation
The All Restaurants in Dayton, Ohio, US dataset provides a comprehensive export of every food‑service establishment operating within the city limits of Dayton. Containing 404 records, it includes all available columns such as restaurant name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source. Updated on a weekly basis, the file reflects the most… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-dayton-ohio-us-625757.restaurant-tiktok-renegades-in-ohio-us-421035
Restaurant TikTok Renegades in Ohio, US
Free sample dataset from BeamStation
--Social Platform Gap--
This dataset, Restaurant TikTok Renegades in Ohio, US, contains 87 records of Ohio‑based restaurants that exhibit a pronounced social‑media disparity: they maintain substantial Instagram followings (exceeding 10 k followers) while showing minimal to no activity on TikTok. Updated weekly, the data provides a clear signal for agencies seeking untapped short‑form video opportunities… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-tiktok-renegades-in-ohio-us-421035.all-restaurants-in-cleveland-ohio-us-697225
All Restaurants in Cleveland, Ohio, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant located in Cleveland, Ohio, United States. It contains one thousand seventy records, each representing a distinct establishment with all available profile columns included. The data is refreshed on a weekly basis, ensuring that users have access to the most current information about the local dining scene. Researchers, urban planners, hospitality… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-cleveland-ohio-us-697225.all-restaurants-in-columbus-ohio-us-873097
All Restaurants in Columbus, Ohio, US
Free sample dataset from BeamStation
The dataset All Restaurants in Columbus, Ohio, US provides a weekly‑updated export of every food‑service establishment operating within the city limits of Columbus. It includes 2,569 records, each representing a single restaurant profile with all available columns such as name, address, cuisine type, contact information, and any additional attributes supplied by the source. Because the file is refreshed on a… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-columbus-ohio-us-873097.white-space-finder-in-columbus-metro-ohio-us-268270
White Space Finder in Columbus (Metro), Ohio, US
Free sample dataset from BeamStation
The "White Space Finder in Columbus (Metro), Ohio, US" dataset pinpoints market opportunities where consumer demand is strong but direct competition is scarce. Each of the 65 records represents a location that satisfies a strict tri‑factor test: high population density, severe undersupply (fewer than five competitors), and an immediate micro‑radius opportunity for new entry. Updated weekly, the… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/white-space-finder-in-columbus-metro-ohio-us-268270.all-restaurants-in-akron-ohio-us-279610
All Restaurants in Akron, Ohio, US
Free sample dataset from BeamStation
All Restaurants in Akron, Ohio, US is a weekly‑updated export that lists every dining establishment recorded in the city. The dataset contains 266 records, each representing a single restaurant with all available columns such as name, address, cuisine type, contact information, and any additional attributes provided by the source. Because the file is refreshed on a weekly schedule, users can rely on it for the… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-akron-ohio-us-279610.top-30-active-restaurant-review-whales-in-ohio-us-593551
Top 30% Active Restaurant Review Whales in Ohio, US
Free sample dataset from BeamStation
--High-Volume, Active targets--
This dataset contains 1,741 records of the Top 30% Active Restaurant Review Whales in Ohio, 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 market scope. The data captures the highest‑velocity, actively transacting accounts relevant to payment… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-ohio-us-593551.all-restaurants-in-youngstown-warren-metro-ohio-us-659783
All Restaurants in Youngstown-Warren (Metro), Ohio, US
Free sample dataset from BeamStation
All Restaurants in Youngstown‑Warren (Metro), Ohio, US
This dataset provides a complete weekly export of every restaurant operating in the Youngstown‑Warren metropolitan area of Ohio. It contains 813 records, each representing a distinct establishment and includes all available profile columns such as name, address, cuisine type, contact information, and hours of operation. The… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-youngstown-warren-metro-ohio-us-659783.