datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
pennsylvania-layoffs-warn-act-notices-daily
Pennsylvania WARN Act layoff notices — every filing we hold since 2011, one CSV, rebuilt daily
1,896 Pennsylvania WARN notices — every one this dataset holds, back to 2011 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-21
· state source last checked 2026-09-24T14:05Z · official source: Pennsylvania Department of Labor and Industry — WARN notices.
Pennsylvania 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/pennsylvania-layoffs-warn-act-notices-daily.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.restaurant-social-ghosts-in-pennsylvania-us-119896
Restaurant Social Ghosts in Pennsylvania, US
Free sample dataset from BeamStation
Restaurant Social Ghosts in Pennsylvania, US is a weekly‑updated dataset that lists 552 high‑rated restaurants (rating > 4.5) located across Pennsylvania that have minimal or no social media presence (fewer than 100 followers or no profiles at all). This collection highlights establishments with strong culinary offerings but limited online visibility, making them prime targets for social‑media‑focused… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-pennsylvania-us-119896.restaurant-verified-email-access-in-philadelphia-pennsylvania-us-132508
Restaurant Verified Email Access in Philadelphia, Pennsylvania, US
Free sample dataset from BeamStation
Restaurant Verified Email Access in Philadelphia, Pennsylvania, US provides a curated list of 1,386 verified email addresses for independent restaurants and micro‑chains operating in the Philadelphia area. The dataset is refreshed weekly to maintain high deliverability, and each record includes an "Active Heartbeat" signal that confirms current business activity. Large chain… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-philadelphia-pennsylvania-us-132508.top-30-active-restaurant-review-whales-in-pennsylvania-us-777001
Top 30% Active Restaurant Review Whales in Pennsylvania, 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.
This dataset contains 958 records… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-pennsylvania-us-777001.all-restaurants-in-bethlehem-pennsylvania-us-135587-135587
All Restaurants in Bethlehem, Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a complete export of all restaurants located in Bethlehem, Pennsylvania, United States. It contains 529 records, each representing a distinct dining establishment within the city limits. The file includes every available column from the source, offering a full profile for each venue—such as name, address, cuisine type, contact information, and any other attributes captured in… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-bethlehem-pennsylvania-us-135587-135587.all-restaurants-in-lancaster-metro-pennsylvania-us-358510
All Restaurants in Lancaster (Metro), Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a weekly‑updated export of every restaurant operating in the Lancaster metropolitan area of Pennsylvania, United States. It contains 218 records, each representing a distinct establishment and includes all available columns from the source Metro export—such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-lancaster-metro-pennsylvania-us-358510.tech-ready-restaurants-in-pennsylvania-us-348663
Tech-Ready Restaurants in Pennsylvania, US
Free sample dataset from BeamStation
The dataset "Tech-Ready Restaurants in Pennsylvania, US" lists 113 establishments across the state that are well-established and performing well but have not yet adopted online reservation or online ordering capabilities. Updated weekly, it highlights venues that have the financial capacity and customer base to benefit from technology upgrades, making them prime candidates for digital transformation… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-pennsylvania-us-348663.the-hhi-monopoly-index-for-philadelphia-pennsylvania-us-674941
The HHI Monopoly Index for Philadelphia, Pennsylvania, US
Free sample dataset from BeamStation
The HHI Monopoly Index for Philadelphia, Pennsylvania, US provides a weekly snapshot of near‑monopoly conditions in the city’s local markets. Each of the 94 records represents a business that holds more than a 30 % share within a one‑kilometer radius and contributes over 900 points to the Herfindahl‑Hirschman Index, indicating a dominant position that competitors find difficult to… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-philadelphia-pennsylvania-us-674941.all-restaurants-in-reading-pennsylvania-us-802013
All Restaurants in Reading, Pennsylvania, US
Free sample dataset from BeamStation
This dataset contains a complete export of every restaurant operating in Reading, Pennsylvania, United States. It includes 482 records, each representing a distinct establishment with all available profile columns such as name, address, cuisine type, contact information, and any other attributes provided by the source. The data is refreshed on a weekly basis to reflect openings, closures, and updates… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-reading-pennsylvania-us-802013.top-50-restaurant-category-dominators-in-pennsylvania-us-925141
Top 50 Restaurant Category Dominators in Pennsylvania, 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 highest‑volume restaurants in Pennsylvania, updated weekly to reflect the latest review activity. It captures establishments that dominate their categories by review count, offering a clear view… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-50-restaurant-category-dominators-in-pennsylvania-us-925141.all-restaurants-in-bethlehem-pennsylvania-us-135587
All Restaurants in Bethlehem, Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a complete export of all restaurants located in Bethlehem, Pennsylvania, United States. It contains 525 records, each representing a single establishment with all available profile columns such as name, address, cuisine type, contact information, operating hours, and any other attributes supplied by the source. 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-bethlehem-pennsylvania-us-135587.all-restaurants-in-allentown-pennsylvania-us-528321
All Restaurants in Allentown, Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Allentown, Pennsylvania, United States. It contains 461 records, each representing a distinct establishment, and is refreshed on a weekly basis to keep the information current. The data include all available columns for each venue, such as the restaurant name, physical address, phone number, cuisine type, operating hours, and… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-allentown-pennsylvania-us-528321.all-restaurants-in-erie-metro-pennsylvania-us-704918
All Restaurants in Erie (Metro), Pennsylvania, US
Free sample dataset from BeamStation
All Restaurants in Erie (Metro), Pennsylvania, US
This dataset provides a complete export of every restaurant operating within the Erie metropolitan area. It contains 529 records, each representing a distinct establishment, and is refreshed on a weekly basis to keep the information current. The data includes all available columns from the source, offering a full set of profiles for each… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-erie-metro-pennsylvania-us-704918.all-restaurants-in-york-hanover-metro-pennsylvania-us-627699
All Restaurants in York-Hanover (Metro), Pennsylvania, US
Free sample dataset from BeamStation
Dataset Overview
Location: York‑Hanover, PA
Records: 479
Refresh: Weekly
URL: https://beamstation.com/datasets/627699/
This dataset provides a complete export of every restaurant operating within the York‑Hanover metropolitan area of Pennsylvania. Each record includes the full set of profile fields available from the source, such as establishment name, address, cuisine type, contact… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-york-hanover-metro-pennsylvania-us-627699.white-space-finder-in-pennsylvania-us-686951
White Space Finder in Pennsylvania, US
Free sample dataset from BeamStation
The "White Space Finder in Pennsylvania, US" dataset pinpoints 165 specific market opportunities across Pennsylvania where consumer demand for a product or service category is strong but direct competition is minimal. Each record represents a city or town with a population of at least 50,000 that satisfies a tri‑factor test: high demand signals (positive sentiment indicators), severe undersupply (fewer than… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/white-space-finder-in-pennsylvania-us-686951.restaurant-social-ghosts-in-pennsylvania-us-119896-119896
Restaurant Social Ghosts in Pennsylvania, US
Free sample dataset from BeamStation
The Restaurant Social Ghosts in Pennsylvania dataset lists 141 high‑rated eateries (rating above 4.5) that have minimal or no social media footprint—fewer than 100 followers or no profiles at all. Updated weekly, the collection focuses exclusively on establishments located within Pennsylvania, offering a clear view of venues where excellent food meets limited online visibility. Marketing agencies… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-pennsylvania-us-119896-119896.all-restaurants-in-pittsburgh-pennsylvania-us-216034
All Restaurants in Pittsburgh, Pennsylvania, US
Free sample dataset from BeamStation
This dataset provides a complete export of all restaurants located in Pittsburgh, Pennsylvania, US. It contains 2,400 records, each representing a dining establishment with all available profile columns such as name, address, cuisine type, contact information, and operating hours. The data is refreshed weekly to ensure it reflects the most current listings. Researchers, urban planners, food industry… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-pittsburgh-pennsylvania-us-216034.