datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
project-noah-hazard-maps
Project NOAH Hazard Maps
Dataset Summary
The Project NOAH (Nationwide Operational Assessment of Hazards) Hazard Maps is a comprehensive collection of geospatial datasets covering natural hazard assessments across the Philippines. The dataset includes three major hazard types:
Flood Hazard Maps - Flood inundation maps for 5-year, 25-year, and 100-year rainfall return periods
Landslide Hazard Maps - Shallow landslide susceptibility, structurally-controlled landslide… See the full description on the dataset page: https://huggingface.co/datasets/bettergovph/project-noah-hazard-maps.indoor-safety-hazard-detection-and-work-zone-monitoring
Indoor Safety Hazard Detection & Work-Zone Monitoring
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled by… See the full description on the dataset page: https://huggingface.co/datasets/physicl/indoor-safety-hazard-detection-and-work-zone-monitoring.hazardarena-assetsHazard-v10i-yolov8svge-uav-road-hazard-v0
SVGE UAV Road Hazard v0
SVGE UAV Road Hazard v0 is a small public research preview for photorealistic UAV road-inspection rare events.
The key signal is not just that the samples exist. The images are designed to look like field-like UAV inspection frames while still shipping with auditable masks, QA overlays, review crops, COCO annotations, and YOLO labels.
This package is not positioned as a benchmark, production detector, or full training corpus. It is a demand probe for one… See the full description on the dataset page: https://huggingface.co/datasets/kensou3/svge-uav-road-hazard-v0.HazardArena_train_datasetsDriving-Hazard-Prediction-and-Reasoning
Exploring the Potential of Multi-Modal AI for Driving Hazard Prediction
DHPR: Driving Hazard Prediction and Reasoning
Paper
HazardArena-train_datasetsDriving-Hazard-Prediction-and-Reasoning
Exploring the Potential of Multi-Modal AI for Driving Hazard Prediction
DHPR: Driving Hazard Prediction and Reasoning
Paper
Github
Forked from original dataset and updated with correct licence and
metadata since original dataset was unmaintained since publication.
Released under BSD-3 Clause Licence.
warehouse-safety-hazard-dataset
Warehouse Safety Hazard Detection Dataset
A synthetic dataset of 913 photorealistic warehouse images captured from a drone/overhead perspective, labeled across 5 safety hazard categories. Designed for training and benchmarking vision-language models (VLMs) on industrial safety inspection tasks.
Categories
Category
Train
Test
Total
Description
spill
170
43
213
Liquid spills on warehouse floors (oil, water, chemicals)
forklift_violation
108
30
138
Unsafe… See the full description on the dataset page: https://huggingface.co/datasets/Jsohal174/warehouse-safety-hazard-dataset.arohan-hazard-detection-dataset
AROHAN: Multi-Modal Hazard Detection Dataset
This dataset supports AROHAN, an Autonomous Safety AI Agent developed for HackIndia AI Agents Hackathon 2026.
It combines:
Fire Detection Data
Gas Sensor Readings
Air Quality Measurements
Use Cases:
Hazard Detection
Risk Prediction
AI Agent Evaluation
Incident Verification
Team:
Md Shadan Siddiqui
Shivam Kushwaha
Isha Kumari
project-noah-hazard-maps
Project NOAH Hazard Maps
Dataset Summary
The Project NOAH (Nationwide Operational Assessment of Hazards) Hazard Maps is a comprehensive collection of geospatial datasets covering natural hazard assessments across the Philippines. The dataset includes three major hazard types:
Flood Hazard Maps - Flood inundation maps for 5-year, 25-year, and 100-year rainfall return periods
Landslide Hazard Maps - Shallow landslide susceptibility, structurally-controlled… See the full description on the dataset page: https://huggingface.co/datasets/Siesta-22/project-noah-hazard-maps.road-hazards-datasetvn-provinces-hazardous-waste-treatment
Vietnam hazardous waste collection and treatment
Vietnam hazardous waste collection and treatment. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (23 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (6 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-hazardous-waste-treatment.HazardArena-anonymous
HazardArena-anonymous Dataset (Anonymous Submission)
Notice:
This repository contains the anonymized review release of the HazardArena-anonymous dataset for peer-review purposes, demonstrating the data structure, quality, and formatting.
The dataset is currently under double-blind review for the NeurIPS 2026 Evaluations and Datasets Track. All author and institution information has been anonymized.
📖 Dataset Description
HazardArena-anonymous is a dataset… See the full description on the dataset page: https://huggingface.co/datasets/HazardArena-anon/HazardArena-anonymous.bantay-pilipinas-hazard-mapshazardafrica-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-09a56484
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
40,376 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-09a56484.ph-hazardsafrica-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-c806c652
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
42,838 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-c806c652.africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-391630fb
Tropical cyclone: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Madagascar official open data)
6,672 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-391630fb.africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-a5eece83
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
38,062 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-a5eece83.africa-cameroon-wildfire-humanitarian-response-plan-hrp-countries-hazard-d-1973cb05
Wildfire: Humanitarian Response Plan (HRP) Countries Hazard Data for Disaster Risk Assessment | Africa (Cameroon official open data)
21,956 rows - 1 Africa country - 2000-2021 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-wildfire-humanitarian-response-plan-hrp-countries-hazard-d-1973cb05.africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-d31e47e4
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
60,602 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-d31e47e4.africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-34b51318
Tropical cyclone: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Madagascar official open data)
236 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-34b51318.africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-9b3f2d6d
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
13,006 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-9b3f2d6d.africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-f6ae4f7d
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
28,995 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-f6ae4f7d.bomb_hazard_removalThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so_follower",
"total_episodes": 120,
"total_frames": 64466,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:120"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/kmg0620/bomb_hazard_removal.africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-1a2e371c
Tropical cyclone: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Madagascar official open data)
784 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-tropical-cyclone-hazard-data-for-disaster-risk-assessment-1a2e371c.africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-d72aa103
Earthquakes: Hazard Data for Disaster Risk Assessment (selected countries) | Africa (Cameroon official open data)
53,105 rows - 1 Africa country - 1904-2017 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-earthquakes-hazard-data-for-disaster-risk-assessment-selec-d72aa103.