datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
bridge_episode_viewpoints
Bridge Episode Viewpoints
This repository provides the selected sampled viewpoint for each Bridge episode in OXE-AugE.
Files
File
Description
episode_best_viewpoint_train.csv
Train split episode-to-viewpoint mapping.
episode_best_viewpoint_test.csv
Test split episode-to-viewpoint mapping.
Columns
Column
Description
episode_id
Episode index in the Bridge split.
best_viewpoint
Selected sampled viewpoint index for that episode.
bridgev2-vita-toykitchen-manifests
BridgeV2 VITA ToyKitchen-like Manifests
This repository contains manifest files for a reconstructed VITA-style BridgeV2 ToyKitchen-like pick-and-place subset.
Source dataset
The source dataset is:
Gaugou/BridgeV2
This repository does not duplicate the original BridgeV2 videos. It provides episode IDs and metadata for selecting the subset from the source dataset.
Split
Train: 2,986 episodes
Test: 287 episodes
Total selected: 3,273 episodes
Selection… See the full description on the dataset page: https://huggingface.co/datasets/praedico/bridgev2-vita-toykitchen-manifests.vivino-wine-ratings-2026
Vivino Wine Ratings 2026 — 10K+ Wines
10,344 wines from Vivino across 11 countries and 150+ regions, with community ratings, rating counts, wine type, vintage and origin. Collected in early 2026 by MrBridge.
Data source
This dataset was collected with the Vivino Wine Scraper on Apify — a cloud actor that returns clean, structured JSON/CSV with no local setup. You can re-run it yourself for fresh data: create a free Apify account, configure the input, start a run.… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/vivino-wine-ratings-2026.BRIDGE
BRIDGE: Benchmark Reference for IoT Domain Generalisation Evaluation
Paper: BRIDGE and TCH-Net: Heterogeneous Benchmark and Multi-Branch Baseline for Cross-Domain IoT Botnet DetectionAuthors: Ammar Bhilwarawala, Likhamba Rongmei, Harsh Sharma, Arya Jena, Kaushal Singh, Jayashree Piri, Raghunath Dey — KIIT UniversityModel: Ammar-ss/BRIDGE_and_TCH-NetCode: github.com/Ammar-ss/TCH-Net
What is BRIDGE?
The network intrusion detection field has been quietly building on… See the full description on the dataset page: https://huggingface.co/datasets/Ammar-ss/BRIDGE.bridgedeck-nlcd
Bridgedeck — NLCD Land Cover at Bridge Locations (2021)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
⚠️ Pipeline dependency — This dataset contains pre-queried NLCD land cover
classes for all US bridge locations. It is shared to avoid re-running 906k WMS
queries (2 hours). See
sweetapricity/bridgedeck-nbi
for the main bridge dataset.
Overview
NLCD 2021 land cover class queried at each unique US bridge location via the
MRLC… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-nlcd.bridge-trajectories
BRIDGE Adherence Trajectory Archetypes (aggregate)
Aggregate, group-level adherence trajectory archetypes for lipid-lowering
therapy, accompanying the BRIDGE adherence-trajectory scorer. This dataset
contains ONLY aggregate group-mean curves and aggregate counts. It contains NO
individual patient records: no patient identifiers, no individual rows, no
per-individual dates, and no free text that could identify a person.
What this is
The four adherence trajectory… See the full description on the dataset page: https://huggingface.co/datasets/jwkoh94/bridge-trajectories.consumer-vs-critic-wine-searcher-2026
Consumer vs Critic: Wine-Searcher 2026
Open dataset by MrBridge — 598 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Wine-Searcher Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/wine-searcher-scraper-from-list?fpr=mrbridge
Schema
vivino_sample_300.csv — 300… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/consumer-vs-critic-wine-searcher-2026.vivino-bourgogne-wines-2026
Vivino Burgundy Wines 2026: Ratings & Tastes
Open dataset by MrBridge — 2,000 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Vivino Wine Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/vivino-wine-data-scraper?fpr=mrbridge
Schema
data.csv — 2,000 rows, 21… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/vivino-bourgogne-wines-2026.priceline-hotels-global-quality-2026
Global Hotels 2026: 17 Cities, GPS & Ratings
Open dataset by MrBridge — 971 rows of hotel data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Priceline Hotel Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/priceline-hotel-scraper?fpr=mrbridge
Schema
data.csv — 971 rows, 18… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/priceline-hotels-global-quality-2026.paris-vs-tokyo-hotels-2026
Paris vs Tokyo Hotels 2026: Stars & Guest Ratings
Hotels in Paris and Tokyo (3 to 5 star), each with hotel name, platform star level and a blended guest rating (Booking, Priceline, Agoda, HotelsCombined). Collected 2026-06-22 by MrBridge.
Files
kayak_paris_tokyo_2026.csv — 197 hotels (Paris 98, Tokyo 99), the primary blended-OTA source.
priceline_paris_tokyo_2026.csv — 62 hotels, an independent Priceline pull used as a robustness check.
Columns: city, name… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/paris-vs-tokyo-hotels-2026.vivino-champagne-2026
Vivino Champagne 2026: Ratings, Prices & Vintages
Open dataset by MrBridge — 1,500 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Vivino Wine Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/vivino-wine-data-scraper?fpr=mrbridge
Schema
data.csv — 1,500 rows… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/vivino-champagne-2026.bridgedeck-elevation
Bridgedeck — USGS Elevation at Bridge Locations (3DEP)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
⚠️ Pipeline dependency — This dataset contains pre-queried elevation values
for all US bridge locations. It is shared to avoid re-running ~900k API calls.
It is not a primary research dataset. See
sweetapricity/bridgedeck-nbi
for the main bridge dataset.
Overview
Elevation above sea level (metres, NAVD88) queried at each unique… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-elevation.vivino-bordeaux-wines-2026
Vivino Bordeaux Wines 2026: Ratings & Prices
Open dataset by MrBridge — 2,000 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Vivino Wine Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/vivino-wine-data-scraper?fpr=mrbridge
Schema
data.csv — 2,000 rows, 21… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/vivino-bordeaux-wines-2026.lol-jungler-ranked-euw-2026
LoL Jungle by Rank 2026: 1,625 Ranked Games
What makes a good jungler in League of Legends?
1,626 ranked Solo/Duo jungle games on EUW, every jungler binned by their own solo tier from Iron to Diamond (193 to 285 games per tier), patches 16.10 to 16.12 (June 2026). Each game is scored on 25+ KPIs: combat, farm, gold, damage, vision and counter-vision, team objectives (dragons, barons, heralds, towers), the keystone rune, and game duration.
The data was pulled… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/lol-jungler-ranked-euw-2026.vivino-famous-wines-taste-profiles-2026
Famous Wines 2026: Taste Profiles
Open dataset by MrBridge — 45 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Vivino Wine Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/vivino-wine-data-scraper?fpr=mrbridge
Schema
data.csv — 45 rows, 20 columns:
name… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/vivino-famous-wines-taste-profiles-2026.tft-rank-vs-synergies-2026
TFT Rank vs Synergies 2026: 876 Ranked Boards
End-of-game board stats for 876 human players in ranked Teamfight Tactics
(Set 17, EUW), spanning 7 ranks (divisions I-IV): Iron 179, Bronze 84,
Silver 102, Gold 112, Platinum 119, Emerald 168, Diamond 112. One row per player;
bots, PVE/Normal/Double-Up games and AFK boards excluded.
Collected via the MrBridge TFT MCP Server (Riot match-v1) on Apify, exported
2026-06-24. The middle ranks were stratified up versus the first release to… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/tft-rank-vs-synergies-2026.bridgedeck-snodas
Bridgedeck — SNODAS April 1 SWE at Bridge Locations (2003–2023)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
⚠️ Pipeline dependency — This dataset contains pre-sampled SNODAS snow data
for all US bridge locations. It is shared to avoid re-downloading ~330 MB of
annual SNODAS tar files from NSIDC.
Overview
April 1 Snow Water Equivalent (SWE) sampled at each unique US bridge location
from NOAA's Snow Data Assimilation System… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-snodas.priceline-live-pricing-snapshots-tokyo-2026
Tokyo Hotels 2026: Price Snapshots
Open dataset by MrBridge — 278 rows of hotel data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Priceline Hotel Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/priceline-hotel-scraper?fpr=mrbridge
Schema
data.csv — 278 rows, 17 columns:… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/priceline-live-pricing-snapshots-tokyo-2026.wine-investment-grade-prices-2026
Fine Wines 2026: Scores, Prices & Style
Open dataset by MrBridge — 340 rows of wine data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Wine-Searcher Region Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/wine-searcher-region-scraper?fpr=mrbridge
Schema
data.csv — 340 rows… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/wine-investment-grade-prices-2026.tft-iron-vs-emerald-2026
TFT Iron vs Emerald 2026: 347 Ranked Boards
End-of-game board statistics for 347 human players in ranked Teamfight Tactics
(Set 17, EUW), split between Iron (n=179) and Emerald (n=168) tiers.
One row per player across 48 lobbies; bots and PVE/Normal/party games excluded.
Collected via the MrBridge TFT MCP Server (Riot match-v1) on Apify, exported
2026-06-23. A launch-week snapshot of Set 17.
Columns
Column
Description
tier
Ranked tier: Iron or Emerald… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/tft-iron-vs-emerald-2026.bridgedeck-nfhl
Bridgedeck — FEMA National Flood Hazard Layer at Bridge Locations (NFHL)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
Overview
FEMA flood zone designation queried at each unique US bridge location from the
National Flood Hazard Layer (NFHL) via the FEMA ArcGIS REST API. Flood zone
exposure is a key force-majeure deterioration factor — bridges in floodplains
experience more frequent inundation, scour, debris impact, and moisture… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-nfhl.bridgedeck-statsgo
Bridgedeck — STATSGO Soil Properties
Soil properties at ~906k US bridge locations, queried from the NRCS Soil Data Access (SDA) REST API using the STATSGO2/SSURGO national database.
Source
Database: NRCS Soil Data Access (SDA) — https://SDMDataAccess.sc.egov.usda.gov
Spatial data: STATSGO2 / SSURGO national map units
Query method: Point-in-polygon via SDA_Get_Mukey_from_intersection_with_WktWgs84
Coverage: All unique NBI bridge locations in CONUS (~906k points)… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-statsgo.priceline-hotels-paris-detailed-2026
Paris Hotels 2026: Ratings, Scores & Reviews
Open dataset by MrBridge — 98 rows of hotel data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Priceline Hotel Details Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/priceline-hotel-details-scraper?fpr=mrbridge
Schema
data.csv —… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/priceline-hotels-paris-detailed-2026.priceline-hotels-nyc-detailed-2026
NYC Hotels 2026: Ratings, Scores & Reviews
Open dataset by MrBridge — 124 rows of hotel data (ratings, prices and attributes), free to download, inspect and reuse.
Data source
Collected with the Priceline Hotel Details Scraper on Apify — a cloud actor returning clean, structured CSV/JSON with no local setup. Re-run it yourself for fresh data.
Get fresh data → https://apify.com/mrbridge/priceline-hotel-details-scraper?fpr=mrbridge
Schema
data.csv —… See the full description on the dataset page: https://huggingface.co/datasets/Mr-Bridge/priceline-hotels-nyc-detailed-2026.building-bridges-gender-fair-german-mtbridgedeck-nshm
Bridgedeck — USGS Seismic Hazard at Bridge Locations (NSHM 2014)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
Overview
Seismic ground shaking hazard values sampled at every CONUS bridge location from the
USGS 2014 National Seismic Hazard Model (NSHM). Three spectral acceleration metrics
at the 2% probability of exceedance in 50 years (≈ 2,475-year return period) — the
standard used in US building and bridge design codes.
Seismic… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-nshm.dess-bridge-physics-laball-restaurants-in-bridgeport-connecticut-us-605169
All Restaurants in Bridgeport, Connecticut, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Bridgeport, Connecticut, United States. It contains 729 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 to contact information, cuisine type, address, and other attributes. Researchers, local… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-bridgeport-connecticut-us-605169.famous_bridges_dataset