datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
notch-beam-2d-impact
NotchBeam2D-Impact — StructBench canonical dataset
Download
One case, one file — fetch exactly what you need (pip install huggingface_hub):
from huggingface_hub import hf_hub_download, snapshot_download
# one case
path = hf_hub_download("StructBench/notch-beam-2d-impact",
filename="<case_id>.h5", repo_type="dataset")
# the full archive (resumable; cached under HF_HOME)
root = snapshot_download("StructBench/notch-beam-2d-impact"… See the full description on the dataset page: https://huggingface.co/datasets/StructBench/notch-beam-2d-impact.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.all-restaurants-in-lee-s-summit-missouri-us-103773
All Restaurants in Lee's Summit, Missouri, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Lee's Summit, Missouri, United States. It contains 146 records, each representing a distinct establishment with all available profile columns included. The data is refreshed on a weekly basis to keep information current for users who need up-to-date listings. Researchers, developers, and local business analysts can use this… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-lee-s-summit-missouri-us-103773.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.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.the-hhi-monopoly-index-for-new-york-us-275266
The HHI Monopoly Index for New York, US
Free sample dataset from BeamStation
--HHI Dominance--
This dataset provides the Herfindahl‑Hirschman Index (HHI) monopoly measure for businesses operating in New York, US. Updated on a weekly basis, it contains 1,160 records, each representing a firm that mathematically "owns" its local market with a share exceeding 30 % and an HHI contribution above 900 within a 1‑kilometre radius. These entries flag near‑monopoly positions that are… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-new-york-us-275266.fusion-hybrid-beam-target-decoupling-drift-detection-v0.1
What this dataset tests
Whether a system can detect early decoherence between beam dynamics and spallation target response before structural damage occurs.
Core signal
Failure begins when:
beam profilebeam timingthermal gradientcoolant stabilityneutron yield
stop predicting each other.
This dataset captures that drift phase.
Required outputs
decoupling_flagdrift_severity
Why it matters
In hybrid reactors, catastrophic target damage is not… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-hybrid-beam-target-decoupling-drift-detection-v0.1.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.fusion-hybrid-spallation-beam-target-coherence-baseline-mapping-v0.1
What this dataset tests
Whether a model can estimate baseline coherence between proton beam behavior and spallation target response in hybrid nuclear systems.
Core concept
In accelerator-driven systems, catastrophic target damage is preceded by a subtle loss of predictive coupling between:
beam profilebeam timingthermal gradientscoolant stabilityneutron yield
This dataset defines the healthy manifold.
Required output
coherence_score0–1 estimate of beam-target… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-hybrid-spallation-beam-target-coherence-baseline-mapping-v0.1.all-restaurants-in-lincoln-nebraska-us-249459
All Restaurants in Lincoln, Nebraska, US
Free sample dataset from BeamStation
This dataset provides a complete export of all restaurants located in Lincoln, Nebraska, United States. It contains 697 records, each representing a distinct establishment and includes all available columns such as name, address, cuisine type, contact information, opening hours, and any other profile details supplied by the source. The data is refreshed on a weekly basis, ensuring that users have access to… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-lincoln-nebraska-us-249459.all-restaurants-in-bloomington-minnesota-us-129568-129568
All Restaurants in Bloomington, Minnesota, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Bloomington, Minnesota, United States. It contains 252 records, each representing a distinct establishment and includes all available columns from the source—such as name, address, cuisine type, contact information, and any additional profile fields that are published weekly. The data is refreshed on a weekly basis, ensuring… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-bloomington-minnesota-us-129568-129568.tech-ready-restaurants-in-georgia-us-150236
Tech-Ready Restaurants in Georgia, US
Free sample dataset from BeamStation
The dataset "Tech-Ready Restaurants in Georgia, US" lists 183 restaurants located in the state of Georgia that appear ready for technology adoption. These establishments are well‑established and show strong recent performance, yet they do not currently offer online reservation systems or online ordering capabilities. The data is refreshed on a weekly basis, ensuring that users have access to the most recent… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/tech-ready-restaurants-in-georgia-us-150236.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-manchester-new-hampshire-us-135738
All Restaurants in Manchester, New Hampshire, US
Free sample dataset from BeamStation
This dataset contains a complete export of every restaurant operating in Manchester, New Hampshire, US, with 537 records refreshed on a weekly basis. Each record includes the full profile of an establishment—name, address, contact information, cuisine type, hours of operation, and any other columns made available by the source. It is ideal for developers building local‑search applications, market… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-manchester-new-hampshire-us-135738.the-hhi-monopoly-index-for-utah-us-266947
The HHI Monopoly Index for Utah, 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, titled The HHI Monopoly Index for Utah, US, provides a weekly‑updated snapshot of market concentration across Utah. It contains 184 records, each… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-utah-us-266947.all-restaurants-in-billings-montana-us-540398
All Restaurants in Billings, Montana, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Billings, Montana, United States. It contains 308 records, each representing a distinct establishment and includes all available columns such as name, address, cuisine type, contact information, and any additional attributes supplied by the source. The data is refreshed weekly, ensuring that users have access to the most current… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-billings-montana-us-540398.all-restaurants-in-nampa-idaho-us-560058
All Restaurants in Nampa, Idaho, US
Free sample dataset from BeamStation
All Restaurants in Nampa, Idaho, US is a weekly‑updated export that lists every dining establishment operating in the city of Nampa. The dataset contains 140 records, each representing a single restaurant and includes every available column from the source profile—such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the data provider. Because… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-nampa-idaho-us-560058.restaurant-social-ghosts-in-wisconsin-us-795699
Restaurant Social Ghosts in Wisconsin, US
Free sample dataset from BeamStation
Restaurant Social Ghosts in Wisconsin, US is a weekly‑updated collection of 93 dining establishments located across the state that have earned strong customer ratings but maintain minimal or no social‑media footprint. Each entry captures the venue’s name, address, rating score, and any existing social‑media profiles (or lack thereof), making it easy to spot businesses that deliver great food yet struggle… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-wisconsin-us-795699.beam-dashboard-report-data
BEAM Dashboard - Report Data
Description
The BEAM (Bacteria, Enterics, Amoeba, and Mycotics) Dashboard is an interactive tool to access and visualize data from the System for Enteric Disease Response, Investigation, and Coordination (SEDRIC). The BEAM Dashboard provides timely data on pathogen trends and serotype details to inform work to prevent illnesses from food and animal contact.
Dataset Details
Publisher: Centers for Disease Control and Prevention… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/beam-dashboard-report-data.beam-dashboard-isolates-by-hhs-region
BEAM Dashboard - Isolates by HHS Region
Description
The BEAM (Bacteria, Enterics, Amoeba, and Mycotics) Dashboard is an interactive tool to access and visualize data from the System for Enteric Disease Response, Investigation, and Coordination (SEDRIC). The BEAM Dashboard provides timely data on pathogen trends and serotype details to inform work to prevent illnesses from food and animal contact.
Dataset Details
Publisher: Centers for Disease Control and… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/beam-dashboard-isolates-by-hhs-region.top-50-restaurant-category-dominators-in-new-york-us-150108
Top 50 Restaurant Category Dominators in New York, US
Free sample dataset from BeamStation
Defensible Leaders
Top 50 ranked high‑volume restaurants in New York, US. Each venue listed has massive review volume, representing the safest bets for diners seeking popular spots. The list is built using State Rank to pinpoint the absolute biggest players in the restaurant category.
This dataset contains 49 records and is refreshed weekly, ensuring the rankings stay current with… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-50-restaurant-category-dominators-in-new-york-us-150108.all-restaurants-in-richardson-texas-us-151376
All Restaurants in Richardson, Texas, US
Free sample dataset from BeamStation
All Restaurants in Richardson, Texas, US is a weekly‑updated export that lists every food‑service establishment operating within the city limits of Richardson. The dataset contains 502 records, each representing a single restaurant and includes every column available from the source, such as name, address, cuisine type, contact information, hours of operation, and any licensing or inspection details… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-richardson-texas-us-151376.all-restaurants-in-auburn-alabama-us-211770
All Restaurants in Auburn, Alabama, US
Free sample dataset from BeamStation
The All Restaurants in Auburn, Alabama, US dataset provides a weekly‑updated export of every food‑service establishment operating in the city of Auburn. It contains 216 records, each representing a single restaurant with all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source. Refreshing on a weekly basis ensures… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-auburn-alabama-us-211770.all-restaurants-in-mobile-alabama-us-213658
All Restaurants in Mobile, Alabama, US
Free sample dataset from BeamStation
The All Restaurants in Mobile, Alabama, US dataset provides a weekly‑updated export of every food‑service establishment operating within the city limits of Mobile. Containing 350 records, the file includes each restaurant’s name, address, contact information, cuisine type, opening hours, and any additional attributes made available by the source. This comprehensive snapshot is ideal for local market analysts… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-mobile-alabama-us-213658.top-30-active-restaurant-review-whales-in-alabama-us-249098
Top 30% Active Restaurant Review Whales in Alabama, US
Free sample dataset from BeamStation
This dataset contains the Top 30% Active Restaurant Review Whales in Alabama, US, comprising 2,367 records of highly engaged restaurant reviewers. Updated weekly, it focuses on establishments within Alabama that demonstrate consistent review activity and strong community presence. The data signals include review volume, recency, and engagement metrics that identify the most influential diners… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-30-active-restaurant-review-whales-in-alabama-us-249098.restaurant-social-ghosts-in-utah-us-249480
Restaurant Social Ghosts in Utah, US
Free sample dataset from BeamStation
Restaurant Social Ghosts in Utah, US is a weekly‑updated collection of 92 restaurants located across Utah that combine strong culinary reputations with minimal social media exposure. Each entry represents a venue rated higher than 4.5 stars while having fewer than 100 followers on major platforms—or no social profile at all—making them prime targets for agencies seeking growth opportunities. The dataset… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-social-ghosts-in-utah-us-249480.all-restaurants-in-temecula-california-us-614902
All Restaurants in Temecula, California, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Temecula, California, US. It contains 255 records, each representing a distinct establishment with all available profile columns such as name, address, cuisine type, contact information, hours of operation, and any additional 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-temecula-california-us-614902.