datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
kl3m-data-dotgov-www.fsis.usda.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.fsis.usda.gov.usda_assetsUSDA_Plants_Database_By_State_WorkingGroupListSourced from USDA website, open published by working groups which collected this data amidst their work as they identified plants growing within each state, in the field.
From the USDA website:
"NRCS personnel and cooperators can download an NRCS State Plants List which includes Symbol, Synonym Symbol, Scientific Name with Authors, preferred State Common Name, and Family. Fields in the State Plants text file are delimited by commas and enclosed in double quotes. You can import this file into… See the full description on the dataset page: https://huggingface.co/datasets/Solshine/USDA_Plants_Database_By_State_WorkingGroupList.USDA-Phytochemical-Database-JSON
Ethno-API v2.4.0 — Public Sample
Hugging Face hosts a 400-row public sample of Ethno-API v2.4.0: a cleaned and enriched phytochemical data-engineering project derived from the USDA Dr. Duke source data.The full project contains 76,907 records, 2,313 plant species, 24,746 unique chemical entities, and a 16-field public schema with PubMed, ClinicalTrials.gov, ChEMBL, PatentsView, PubChem CID/SMILES, and partner-assisted CID/IUPAC resolution fields.QA-gated public dataset… See the full description on the dataset page: https://huggingface.co/datasets/wirthal1990-tech/USDA-Phytochemical-Database-JSON.usda-fdc-foods-cleaned
Comprehensive & Cleaned USDA Foods Nutrition Dataset
Dataset Summary
This dataset is a cleaned, de-duplicated, and enhanced version of the USDA's FoodData Central (FDC) database, combining Branded Foods, Foundation Foods (generic), and SR Legacy data into a single, analysis-ready file. It is designed to be a robust resource for nutritional analysis, machine learning, and food-related applications.
The raw USDA data is spread across dozens of CSV files, contains numerous… See the full description on the dataset page: https://huggingface.co/datasets/omid5/usda-fdc-foods-cleaned.usda-nal-ai-documents-en-markdownusda-branded-food-data
USDA Branded Food Dataset
The USDA Branded Food Dataset is a cleaned and structured dataset created from USDA FoodData Central (FDC) data. This dataset consolidates extensive information on branded food items available in the U.S., providing a valuable resource for nutrition analysis, machine learning, and consumer research.
Overview
The USDA Branded Food Dataset compiles data on over 456,000 branded food items, including:
Nutrient Profiles: Detailed nutrient content for… See the full description on the dataset page: https://huggingface.co/datasets/jacktol/usda-branded-food-data.kl3m-data-dotgov-www.ars.usda.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.ars.usda.gov.kl3m-data-dotgov-www.ers.usda.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.ers.usda.gov.usda-crop-insurance-indemnities-weather
USDA Crop Insurance Indemnities 1989–2023
This repository contains a 1,000-row inspection sample from the corrected
4,173,884-row snapshot of USDA RMA Cause of Loss Summary of Business data.
All 35 commodity years, 1989–2023, are represented. Source files were retrieved
and hashed September 19, 2026. This is a single-table release with 65 fields.
Full snapshot details and availability
What changed
The financial mapping was rebuilt against the official 30-field… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/usda-crop-insurance-indemnities-weather.20210915_JGI-AK_MK_506588_SoilWaterRep_final_QE-HF_C18_USDAY63680
➡️ This dataset has moved
The maintained version now lives at
lbnl-metabolomics/20210915_JGI-AK_MK_506588_SoilWaterRep_final_QE-HF_C18_USDAY63680
The new copy holds the same 144 LCMS runs, re-encoded to the current signed
SpectraCodec format: each run carries a
per-run unique_file_id, a files[] payload with sha256, and an Ed25519
provenance block you can verify against the project's published key. The data
files have been removed from this location — please use the link above.… See the full description on the dataset page: https://huggingface.co/datasets/bpbowen/20210915_JGI-AK_MK_506588_SoilWaterRep_final_QE-HF_C18_USDAY63680.20210915_JGI-AK_MK_506588_SoilWaterRep_final_QE-HF_C18_USDAY63680
Soil water repellency (SWR) (i.e. soil hydrophobicity or decreased soil wettability) is a major cause of global soil degradation and a key agricultural concern. This metabolomics data will support the larger effort measuring soil water repellency and soil aggregate formation caused by microbial community composition through a combination of the standard drop penetration test, transmission electron microscopy characterization and physico-chemical analyses of soil aggregates at 6 timepoints.… See the full description on the dataset page: https://huggingface.co/datasets/lbnl-metabolomics/20210915_JGI-AK_MK_506588_SoilWaterRep_final_QE-HF_C18_USDAY63680.pubfs-rma.fpac.usda.govkl3m-filter-data-dotgov-www.ars.usda.govkl3m-data-dotgov-www.ams.usda.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.ams.usda.gov.kl3m-data-dotgov-www.aphis.usda.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.aphis.usda.gov.usda-income-limits-2026
USDA Income Limits 2026
USDA income limits for 1,064 counties across 13 states.
Details
Records: 1054
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Beau Thompson, NMLS #1615561
Publisher: Thompson Mortgage Group
Thompson Alpha Logic
The definitive 13-state database for 2026 USDA income caps, layered with 'Suburban Edge' boundary mapping for exurb growth corridors. Shows where 115% AMI thresholds create eligibility zones that overlap… See the full description on the dataset page: https://huggingface.co/datasets/wendymthompson/usda-income-limits-2026.usda_tokenized_target
Dataset Card for "usda_tokenized_target"
More Information needed
us_datasetusda-cdl-2025-30m-cog
USDA NASS Cropland Data Layer 2025 — 30 m COG (EPSG:3857)
The 2025 USDA National Agricultural Statistics Service (NASS) Cropland Data Layer
(CDL), reprojected from the official national release and repackaged as a
Cloud-Optimized GeoTIFF for streaming access via GDAL, rasterio, or Titiler.
Coverage: contiguous United States (CONUS).
Nominal resolution: 30 m (EPSG:5070 source); ~38 m Web Mercator units
/ ~28–33 m ground resolution at CONUS latitudes after reprojection.
Classes:… See the full description on the dataset page: https://huggingface.co/datasets/uffda-ag/usda-cdl-2025-30m-cog.usda-nutrition-eda
🥗 USDA FoodData Central – Nutrition EDA
Overview
This project presents an end-to-end Exploratory Data Analysis (EDA) of nutritional data
from the USDA FoodData Central database. The goal is to uncover patterns in food nutrition,
compare food categories, and explore relationships between key nutritional features.
Source: omid5/usda-fdc-foods-cleaned
Original size: 501,887 rows × 22 columns
Final clean size: 345,226 rows × 11 numeric features
Target Variable: data_type… See the full description on the dataset page: https://huggingface.co/datasets/amitbenavraham/usda-nutrition-eda.usda_tokenized_source
Dataset Card for "usda_tokenized_source"
More Information needed
midwest-corn-weather-usda-sampleThis is a small sample dataset shared to evaluate external interest.
Midwest Corn – Weather & USDA Crop Data (Sample)
This repository contains a small sample of cleaned, QA-validated agricultural data
combining weather and USDA crop statistics.
What’s included
This sample covers:
State: Iowa (IA)
Crop: Corn
Years: 2018–2022
Datasets:
Daily weather
Sources: NOAA, ACIS, NLDAS
Metrics: temperature, precipitation, soil moisture, evapotranspiration
Weekly USDA crop… See the full description on the dataset page: https://huggingface.co/datasets/Agro-Geek/midwest-corn-weather-usda-sample.kl3m-data-dotgov-www.usda.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.usda.gov.usda_recipes_with_embed
Dataset Card for "usda_recipes_with_embed"
More Information needed
kl3m-data-dotgov-www.fas.usda.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.fas.usda.gov.kl3m-filter-data-dotgov-www.ams.usda.govusda-fdc-foods-cleaned
Comprehensive & Cleaned USDA Foods Nutrition Dataset
Dataset Summary
This dataset is a cleaned, de-duplicated, and enhanced version of the USDA's FoodData Central (FDC) database, combining Branded Foods, Foundation Foods (generic), and SR Legacy data into a single, analysis-ready file. It is designed to be a robust resource for nutritional analysis, machine learning, and food-related applications.
The raw USDA data is spread across dozens of CSV files, contains numerous… See the full description on the dataset page: https://huggingface.co/datasets/HughMungus420/usda-fdc-foods-cleaned.usda-program-comparison
USDA Program Comparison
72 USDA vs FHA vs Conventional comparison scenarios.
Details
Records: 72
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Tate Thompson, NMLS #2473962
Publisher: Thompson Mortgage Group
Thompson Alpha Logic
Side-by-side USDA vs FHA vs Conventional analysis across 72 buyer scenarios. Calculates monthly payment, total cost, and 5-year breakeven for each program by credit score, income, and location — with… See the full description on the dataset page: https://huggingface.co/datasets/wendymthompson/usda-program-comparison.usda-rules
USDA Federal Register Final Rules (~10k docs: AMS + APHIS + FSIS + FNS + FS + FSA)
Every USDA Final Rule 1994-2026 across the Department + sub-agencies. AMS marketing orders for specialty crops (citrus, vegetables, almonds), organic certification standards. APHIS animal/plant health rules, veterinary biologics, quarantine zones, GE plant deregulation. FSIS meat/poultry/egg inspection rules, HACCP, slaughter regulations. FNS SNAP/WIC/school lunch eligibility. Forest Service timber… See the full description on the dataset page: https://huggingface.co/datasets/emperor-mew/usda-rules.