datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset
Dataset Card for NOAA-ESD-CORAL-Bleaching Classification Dataset v1
Overview
For the development of machine learning models to classify coral health, specifically identifying healthy hard coral (CORAL) and bleached hard coral (CORAL_BL).This dataset contains underwater imagery collected by NOAA's Ecosystem Sciences Division (ESD) and other benthic surveys.
Labels
Label
Name
Functional Group
CORAL
Healthy Hard Coral
Hard Coral
CORAL_BL… See the full description on the dataset page: https://huggingface.co/datasets/De129472/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset.NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset
Dataset Card for NOAA-ESD-CORAL-Bleaching Classification Dataset v1
Overview
For the development of machine learning models to classify coral health, specifically identifying healthy hard coral (CORAL) and bleached hard coral (CORAL_BL).This dataset contains underwater imagery collected by NOAA's Ecosystem Sciences Division (ESD) and other benthic surveys.
Labels
Label
Name
Functional Group
CORAL
Healthy Hard Coral
Hard Coral
CORAL_BL
Bleached… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset.NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset
Dataset Card for NOAA-ESD-CORAL-Bleaching Classification Dataset v1
Overview
For the development of machine learning models to classify coral health, specifically identifying healthy hard coral (CORAL) and bleached hard coral (CORAL_BL).This dataset contains underwater imagery collected by NOAA's Ecosystem Sciences Division (ESD) and other benthic surveys.
Labels
Label
Name
Functional Group
CORAL
Healthy Hard Coral
Hard Coral
CORAL_BL… See the full description on the dataset page: https://huggingface.co/datasets/Kshoarya-8/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset.NOAA-Buoy
NOAA Buoy meterological data
NOAA Buoy Data was downloaded, processed, and cleaned for tasks pertaining to tabular data. The data consists of meteorological measurements. There are two datasets
From 1980 through 2022 (denoted with "years" in file names)
From Jan 2023 through end of Sept 2023 (denoted with "2023" in file names)
The original intended use is for anomaly detection in tabular data.
Dataset Details
Dataset Description
This dataset contains weather… See the full description on the dataset page: https://huggingface.co/datasets/Qdrant/NOAA-Buoy.NOAA-PIFSC-ESD-ESA-CORAL-ICRA-Dataset
Dataset Card for NOAA-PIFSC-ESD-ESA-CORAL-ICRA-Dataset
Dataset Details
Dataset Description
This dataset contains annotated benthic coral reef imagery of Isopora crateriformis (ICRA) coral species. The dataset is formatted for object detection tasks.
Bounding box annotations for ICRA coral colonies
Stratified train/validation/test splits for robust model evaluation
License: Public Domain (NOAA Open Data Public Access)
Dataset Composition:
Total… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/NOAA-PIFSC-ESD-ESA-CORAL-ICRA-Dataset.noaa-ww3-multi1-points
NOAA WAVEWATCH III multi_1 Production Hindcast — Point Outputs
Complete mirror of the point-output products of NOAA/NCEP's WAVEWATCH III
multi-grid (multi_1) production wave hindcast, February 2005 through May 2019,
as published at https://polar.ncep.noaa.gov/waves/hindcasts/multi_1/.
Contents
One gzipped tar archive per month per product, exactly as published by NCEP,
with the original MD5 sidecar files.
Directory
Product
Coverage
Contents per month… See the full description on the dataset page: https://huggingface.co/datasets/phanerozoic/noaa-ww3-multi1-points.noaa-ghcn-daily
NOAA GHCN-Daily Historical
Dataset summary
Historical source snapshot of daily land climate observations from the Global Historical Climatology Network. This release retains NOAA's compressed station archive and official metadata.
Files
ghcnd_all.tar.gz: compressed daily station files in NOAA's fixed-width format.
Official station, inventory, country, state, version, and format metadata.
manifest.json: snapshot provenance and file checksums.… See the full description on the dataset page: https://huggingface.co/datasets/hsilvosa/noaa-ghcn-daily.noaa-isd
NOAA ISD Global Hourly Parquet
This dataset contains the full NOAA Integrated Surface Database / Global Hourly weather observations from 1901 to 2005, converted to Parquet and partitioned by year.
The source data is derived from NOAA/NCEI Integrated Surface Database observations distributed through the public NOAA Global Hourly archive.
Data layout
Each row is an observation report, not necessarily one row per station-hour. Some stations report more frequently… See the full description on the dataset page: https://huggingface.co/datasets/juliangehring/noaa-isd.noaa-storm-events
NOAA Storm Events 1950–2024
One-time dated snapshot.
Rebuilt storm-event snapshot with event-linked locations and fatalities, source provenance, and separate audit tables.
Verified coverage: Events: 1950–2024; locations: 1972, 1996–2024.
Records: 1,940,615 events; linked locations and fatalities.
This repository contains a 1,000-row public sample, not the full package. A sample does not establish complete historical coverage.
Limitations
Join locations and… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/noaa-storm-events.noaa-pacific-benthic-cover-t3-all
Dataset Card for NOAA Pacific Benthic Image Classification Dataset T3 (All Annotations, Unsplit)
Dataset Details
Dataset Description
This dataset contains benthic reef image crops for Tier-3 coral reef classification, built from CoralNet-derived annotations associated with NOAA Pacific Islands Fisheries Science Center (PIFSC) Ecosystem Sciences Division (ESD) monitoring programs.
Images are 224×224 crops associated with one label per crop. This all-annotations… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/noaa-pacific-benthic-cover-t3-all.NOAA-HRRR-CONUS-ImageCaptionnoaa-pacific-benthic-cover-t3
Dataset Card for NOAA Pacific Benthic Image Classification Dataset Tier 3 (Fine-Grained)
Dataset Details
Dataset Description
This dataset contains benthic reef image crops for Tier-3 coral reef classification, built from CoralNet-derived annotations associated with NOAA Pacific Islands Fisheries Science Center (PIFSC) Ecosystem Sciences Division (ESD) monitoring programs.
Images are 224×224 crops associated with one label per crop and split into… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/noaa-pacific-benthic-cover-t3.NOAA_GHCN_Dailynoaa-significant-storms
NOAA Significant US Storms (1950-2025)
14,770 major tornadoes, hurricanes, and fatal weather events (1950-2025)
Curated subset of NOAA Storm Events database - 98.8% reduction from 1.23 million records to focus on significant events: F3/EF3+ tornadoes, Category 3+ hurricanes, fatal events, and storms with $1M+ damage.
Dataset Structure
See demo_notebook.ipynb for data exploration examples.
Usage
from datasets import load_dataset
# Load the dataset
dataset =… See the full description on the dataset page: https://huggingface.co/datasets/lukeslp/noaa-significant-storms.NOAA_buoycams
NOAA Buoycam Dataset
This dataset provides NOAA buoycam images paired with meteorological observation data from the time the image was captured.
Dataset Details
Created using SeeSea (https://github.com/BrianOfrim/SeeSea)
Json Observation Data:
Key
Type
Unit
description
station_id
string
N/A
Id of the buoy
timestamp
string
YYYY_MM_dd_HHmm
Date/time of image & observation
description
string
N/A
Data
lat_deg
float
degrees [-90, 90]
Latitude… See the full description on the dataset page: https://huggingface.co/datasets/brianofrim/NOAA_buoycams.noaa-pacific-benthic-cover-t1
Dataset Card for NOAA Pacific Benthic Image Classification Dataset Tier 1(Broad)
Dataset Details
Dataset Description
This dataset contains benthic reef image crops for Tier-1 coral reef classification, built from CoralNet-derived annotations associated with NOAA Pacific Islands Fisheries Science Center (PIFSC) Ecosystem Sciences Division (ESD) monitoring programs.
Images are 224×224 crops associated with one label per crop and split into train/validation/test.… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/noaa-pacific-benthic-cover-t1.NOAA_event_with_summary
Name: event name according to NOAA
Disaster: disaster event type according to NOAA
Begin Date: event begin date according to NOAA
End Date: event end date according to NOAA
CPI-Adjusted Cost: CPI-adjusted cost of the event according to NOAA
Unadjusted Cost: non-adjusted cost of the event according to NOAA
Deaths: deaths caused by the event according to NOAA
Event Duration: event duration according to NOAA
Event ID: ID of the event in the NOAA billion-dollar dataset
Summary: event description… See the full description on the dataset page: https://huggingface.co/datasets/extreme-weather-impacts/NOAA_event_with_summary.bridgedeck-noaa
Bridgedeck — NOAA Storm Events (2000–2023)
Part of the bridgedeck dataset collection for US bridge deck deterioration research.
Overview
County-level severe weather event counts and damage totals for all US counties,
2000–2023. Derived from the NOAA National Centers for Environmental Information (NCEI)
Storm Events Database.
Events are grouped into 5 categories relevant to bridge deterioration: flood, wind,
hail, winter storms, and tornadoes. Includes single-year counts… See the full description on the dataset page: https://huggingface.co/datasets/sweetapricity/bridgedeck-noaa.noaa-storm-events
NOAA Storm Events Database 1950–Present
Every storm event recorded by the NOAA National Centers for Environmental
Information (NCEI) since 1950 — cleaned, structured, and linked across
3 relational tables. 1.94 million+ events covering tornadoes, floods,
hurricanes, hail, lightning, and 58 other event types across all US states
and territories. $662 billion in total documented damage.
This repository contains a 1,000-row sample of the Details table (Public Domain).
Full dataset (all… See the full description on the dataset page: https://huggingface.co/datasets/AsukaWasHere/noaa-storm-events.NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset
Dataset Card for NOAA-ESD-CORAL-Bleaching Classification Dataset v1
Overview
For the development of machine learning models to classify coral health, specifically identifying healthy hard coral (CORAL) and bleached hard coral (CORAL_BL).This dataset contains underwater imagery collected by NOAA's Ecosystem Sciences Division (ESD) and other benthic surveys.
Labels
Label
Name
Functional Group
CORAL
Healthy Hard Coral
Hard Coral
CORAL_BL… See the full description on the dataset page: https://huggingface.co/datasets/Ansssss/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset.NOAA_narratives_NERnoaa-storm-eventsoceanservice-noaa-factsnoaa-pacific-benthic-cover-t1-all
Dataset Card for NOAA Pacific Benthic Image Classification Dataset T1 (All Annotations, Unsplit)
Dataset Details
Dataset Description
This dataset contains benthic reef image crops for Tier-1 coral reef classification, built from CoralNet-derived annotations associated with NOAA Pacific Islands Fisheries Science Center (PIFSC) Ecosystem Sciences Division (ESD) monitoring programs.
Images are 224×224 crops associated with one label per crop. This all-annotations… See the full description on the dataset page: https://huggingface.co/datasets/NMFS-OSI/noaa-pacific-benthic-cover-t1-all.noaa-rules
NOAA Fisheries Federal Register Final Rules (8,764 docs: 3,069 catch limits + 1,999 fishery management + 520 seasonal closures + 299 endangered species)
Every NOAA/NMFS Final Rule 1994-2026 — Magnuson-Stevens Act fishery management plan amendments, annual catch limits across all 10 US fishery management regions (North Pacific, New England, Mid-Atlantic, South Atlantic, Gulf of Mexico, Caribbean, West Coast, Western Pacific, Hawaii, HMS), seasonal closures, vessel monitoring (VMS)… See the full description on the dataset page: https://huggingface.co/datasets/emperor-mew/noaa-rules.NOAA_30YR_ClimateNormals_HRLY
The SQLite schema (what you get)
stations(id, ghcn_id, name, latitude, longitude, elevation)
variables(id, code, timing, element, stat, qualifier)
hourly_normals(
station_id, var_id, month, day, hour,
value_i, -- scaled integer value
meas_flag, -- measurement flag (if present in CSVs)
comp_flag, -- completeness flag (if present)
years_used -- how many years used (if present)
)
-- For spatial filtering / bounding boxes
stations_rtree(rowid, min_lat, max_lat… See the full description on the dataset page: https://huggingface.co/datasets/Armencrete/NOAA_30YR_ClimateNormals_HRLY.kl3m-data-dotgov-www.noaa.gov
KL3M Data Project
Note: This page provides general information about the KL3M Data Project. Additional details specific to this dataset will be added in future updates. For complete information, please visit the GitHub repository or refer to the KL3M Data Project paper.
Description
This dataset is part of the ALEA Institute's KL3M Data Project, which provides copyright-clean training resources for large language models.
Dataset Details
Format: Parquet… See the full description on the dataset page: https://huggingface.co/datasets/alea-institute/kl3m-data-dotgov-www.noaa.gov.kl3m-data-dotgov-www.nws.noaa.gov
KL3M Data Project
Note: This page provides general information about the KL3M Data Project. Additional details specific to this dataset will be added in future updates. For complete information, please visit the GitHub repository or refer to the KL3M Data Project paper.
Description
This dataset is part of the ALEA Institute's KL3M Data Project, which provides copyright-clean training resources for large language models.
Dataset Details
Format: Parquet… See the full description on the dataset page: https://huggingface.co/datasets/alea-institute/kl3m-data-dotgov-www.nws.noaa.gov.NOAA_AFSC_MML_Iceseals_TransectsNOAA-PIFSC-ESD-CORAL-Bleaching-Dataset
Dataset Card for NOAA-ESD-CORAL-Bleaching Classification Dataset v1
Overview
For the development of machine learning models to classify coral health, specifically identifying healthy hard coral (CORAL) and bleached hard coral (CORAL_BL).This dataset contains underwater imagery collected by NOAA's Ecosystem Sciences Division (ESD) and other benthic surveys.
Labels
Label
Name
Functional Group
CORAL
Healthy Hard Coral
Hard Coral
CORAL_BL
Bleached… See the full description on the dataset page: https://huggingface.co/datasets/krithik274/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset.