datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
montreal_firefire-financial-ner-extractionThis dataset can be used for benchmarking LLM Structured Outputs via the code here:
https://github.com/cleanlab/structured-output-benchmark/
plants-evidence
FireApproved.com plant flammability evidence directory
Structured plant-flammability evidence from
FireApproved.com, a citation directory for
wildfire-resistant construction and plants. The site issues no ratings
of its own. Every status is computed from cited evidence.
3,801 plant records / 27,007 evidence rows, plus the 130-source
registry those rows are attributed to.
Each row keeps the source's own wording, the edition, and the date
the document was read. Classifications… See the full description on the dataset page: https://huggingface.co/datasets/fireapproved/plants-evidence.FiReCS
Dataset Card for Filipino-English Reviews with Code-Switching (FiReCS)
Dataset Summary
We introduce FiReCS, the first sentiment-annotated corpus of product and service reviews involving Filipino-English code-switching. The data set is composed of 10,487 reviews with a fairly balanced number per sentiment class. Inter-annotator agreement is high with a Kripendorffs’s α for ordinal metric of 0.83. Three human annotators were tasked to manually label reviews according to… See the full description on the dataset page: https://huggingface.co/datasets/ccosme/FiReCS.scrape-content-dataset-v1
Scrape Content Dataset v1
A human-curated benchmark dataset for evaluating web scraping engines on content quality.
Overview
This dataset contains 1,000 web pages with human-annotated ground truth for evaluating how well web scraping engines capture core content while avoiding noise (navigation, ads, footers, etc.). The dataset was created in 2025-10-21 and may become outdated over time.
Dataset Structure
CSV format with columns:
id: Sequential identifier
url:… See the full description on the dataset page: https://huggingface.co/datasets/firecrawl/scrape-content-dataset-v1.vn-provinces-fires-explosions
Vietnam fires and explosions
Vietnam fires and explosions. 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 (189 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (18 rows)
data/regions.csv
data/regions.dta… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-fires-explosions.osfm-bml-censuses
FireApproved.com CAL FIRE OSFM Building Materials Listing — WUI category censuses
Complete public censuses of the CAL FIRE Office of the State Fire
Marshal Building Materials Listing, published by
FireApproved.com. One census per in-scope
category code, from a frozen snapshot. Every listing in a covered
category is present — a census, not a selection.
276 listings across 16 category codes (decking, siding, doors,
windows, vents, eaves, roofing, ignition-resistant and… See the full description on the dataset page: https://huggingface.co/datasets/fireapproved/osfm-bml-censuses.snt-fire-enose-sample
SNT Fire/Smoke E-Nose - Sample Data Subset
A small, curated sample of raw recordings from SmartNanotubes' 4×16-channel carbon-nanotube (CNT) electronic-nose arrays, released so that researchers and partners can see the signal quality and experiment with the data. This is a teaser subset, not the full training corpus.
It accompanies the model card at smartnanotubes/snt-fire-enose-5class and the interactive demo at smartnanotubes/snt-fire-enose-demo.
What's in it… See the full description on the dataset page: https://huggingface.co/datasets/smartnanotubes/snt-fire-enose-sample.ice_and_fire
Ice and Fire Comment Dataset
Description
The Ice and Fire Dataset is a collection of comments from the Icelandic blog platform, blog.is, that have been annotated in several tasks.
Dataset Structure
Data Fields
annotator_id: An integer identifier for the annotator who labeled the comment.
label: The label assigned to the comment.
task_type: The type of task the comment was annotated for (see paper).
show_blog_post: A boolean indicating whether the… See the full description on the dataset page: https://huggingface.co/datasets/hafsteinn/ice_and_fire.tweets_about_fireThis dataset is human-annotated and compiled by me from various sources, predominantly tweets.
fire-knowledge-embedding-wikipedia
Fire Domain Knowledge Safety Wikipedia Embeddings
Pre-computed vector embeddings from Wikipedia articles covering fire hazard safety, environmental effects, and related topics — ready to drop into your RAG pipeline without any embedding overhead.
Dataset Details
Property
Details
Embedding Model
nomic-ai/nomic-embed-text-v1.5 (135M)
Vector Dimensions
768
Source
Wikipedia
Topics
Fire safety, hazard prevention, environmental impact, and more
Format
CSV… See the full description on the dataset page: https://huggingface.co/datasets/rakhasetiawan/fire-knowledge-embedding-wikipedia.CA_Weather_Fire_Dataset_Cleaned📦 Dataset Card: CA_Weather_Fire_Dataset_Cleaned
Dataset Summary
This dataset contains cleaned and preprocessed weather and fire incident data for California (1984–2025).
The original dataset, California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features, includes features such as temperature, humidity, wind speed, fire occurrence, and seasonal indicators.
From the Original Dataset, I changed the data types to floats, rearranged the columns, removed… See the full description on the dataset page: https://huggingface.co/datasets/MaxPrestige/CA_Weather_Fire_Dataset_Cleaned.fire-classes-extinguishers-2026
Fire Classes & Extinguisher Selection Reference 2026
US (NFPA) and UK/EU (BS EN 2) fire classes with verified suitable and unsuitable extinguishing agents, colour codes, and governing standards.
Details
Publisher: SmartQHSE Ltd (https://www.smartqhse.com)
License: CC BY 4.0
Format: CSV (UTF-8)
DOI: 10.5281/zenodo.20446733
Landing page: https://www.smartqhse.com/datasets/fire-classes-extinguishers-2026
Citation
SmartQHSE Ltd (2026). Fire Classes… See the full description on the dataset page: https://huggingface.co/datasets/SmartQHSE/fire-classes-extinguishers-2026.FireClassificationTrainingData
FireClassificationTrainingData
tags: Classification, Wildfire Prediction, Image Recognition
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'FireClassificationTrainingData' CSV dataset is designed for machine learning purposes to classify images into different types of fire-related events. Each row represents an image file with associated metadata and a label indicating the type of fire event depicted in the image.
CSV Content… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/FireClassificationTrainingData.MusicCaps
Dataset Card for MusicCaps
Dataset Summary
The MusicCaps dataset contains 5,521 music examples, each of which is labeled with an English aspect list and a free text caption written by musicians. An aspect list is for example "pop, tinny wide hi hats, mellow piano melody, high pitched female vocal melody, sustained pulsating synth lead", while the caption consists of multiple sentences about the music, e.g.,
"A low sounding male voice is rapping over a fast paced drums… See the full description on the dataset page: https://huggingface.co/datasets/firefly-1/MusicCaps.fireprot_dbfirewall_knowledgebluesky-firehoseInternet-FirewallFireAndEyesFiRESFireAnt_newsfirefirerulesFireAnt_financial_newscleaned_scaled_fire_data.csv22
Dataset Card for MusicCaps
Dataset Summary
The MusicCaps dataset contains 5,521 music examples, each of which is labeled with an English aspect list and a free text caption written by musicians. An aspect list is for example "pop, tinny wide hi hats, mellow piano melody, high pitched female vocal melody, sustained pulsating synth lead", while the caption consists of multiple sentences about the music, e.g.,
"A low sounding male voice is rapping over a fast paced drums… See the full description on the dataset page: https://huggingface.co/datasets/firefly-1/22.fire-crash-injury-index
Fire / Crash / Injury Complaint Index
Failure patterns where owners alleged a fire, crash, injury, or death in their NHTSA complaint, ranked by alleged deaths then fires. These are UNVERIFIED consumer reports filed with NHTSA, not confirmed incidents — they indicate where owners report the most severe outcomes, not adjudicated causation.
Columns
column
meaning
year
Model year
make
Manufacturer
model
Model
component
Failure category
complaints… See the full description on the dataset page: https://huggingface.co/datasets/ProblemsByVin/fire-crash-injury-index.Fire_Datasetfire-eye-v8-results