datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
plant-disease-trainPlantInquiryVQA
PlantInquiryVQA — Thinking Like a Botanist
Benchmark and framework for multi-turn, intent-driven visual question answering in plant pathology.
Accepted at ACL 2026 Findings.
Overview
PlantInquiryVQA formalises diagnostic reasoning in plant pathology as a Chain-of-Inquiry (CoI) — an ordered sequence of visually-grounded questions that adapts to the plant's severity and the expert's epistemic intent (Diagnosis / Prognosis / Management).
The benchmark evaluates… See the full description on the dataset page: https://huggingface.co/datasets/SyedNazmusSakib/PlantInquiryVQA.us-mass-layoff-and-plant-closing-statistics-monthly
US Mass Layoff & Plant Closing Statistics — monthly series, rebuilt every day
The federal government stopped publishing this. The Bureau of Labor
Statistics ran a Mass Layoff Statistics program until sequestration cut it:
the final release was 2013-06-21, covering May 2013
and the program was eliminated on 2013-09-30.
Since then there has been no monthly, national, machine-readable count of US
mass-layoff and plant-closing events.
This series is one answer to that gap, built… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-mass-layoff-and-plant-closing-statistics-monthly.upcoming-layoffs-job-cuts-plant-closings-us-warn-act
Upcoming US layoffs: 458 WARN notices take effect in the next 90 days - 44,620 workers, rebuilt daily
Rebuilt 2026-09-25. Window: 2026-09-25 to 2026-12-24.
Every other US layoffs dataset - including our own notice-level one - tells you
what was announced. This one tells you whose job ends next. One row per WARN Act notice
whose separation date falls inside the next 90 days, sorted by how soon. The people in these
rows are, as of the rebuild date above, still employed.… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/upcoming-layoffs-job-cuts-plant-closings-us-warn-act.us-plant-closings-vs-mass-layoffs-warn-act
US plant closings vs mass layoffs (WARN Act), normalized
The federal WARN Act is a statute about two events: a plant closing and a
mass layoff. Every US state publishes its notices with that distinction buried in
a free-text column — and across 48 states that column contains
531 distinct raw strings: Closure, Closing *, CL,
Plant Closing, facility closure, shutdown operations, LO, WR,
Mass Layoff - No Recall, Layoff Permanent, and hundreds more. About a fifth of
rows leave it… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-plant-closings-vs-mass-layoffs-warn-act.us-factory-plant-closings-manufacturing-layoffs-warn-act-notices-daily
US factory and plant closings — the actual WARN Act manufacturing filings, rebuilt every day
Last rebuilt: 2026-09-24. 4,835 layoff and closure notices filed by
factories and industrial plants, auto assembly and parts makers, food and beverage processors and packers, metal, plastics, paper, textile, furniture and electronics producers, and the industrial suppliers that close with them with US state labor departments — 616,065 workers,
2,773 employers, 48 states, 1989–2027.
1,507… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-factory-plant-closings-manufacturing-layoffs-warn-act-notices-daily.us-auto-plant-automotive-layoffs-warn-act-notices-daily
US automotive and auto-plant layoffs — the actual WARN Act filings, rebuilt every day
Last rebuilt: 2026-09-24. 1,316 layoff and closure notices filed by
vehicle assembly plants, auto-parts and powertrain suppliers, tire and axle makers, dealerships and dealer groups, collision and body shops, car washes and vehicle-rental fleets with US state labor departments — 184,301 workers,
665 employers, 39 states, 1989–2027.
276 of the notices (21.0%) were recorded by the state as a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-auto-plant-automotive-layoffs-warn-act-notices-daily.us-food-beverage-plant-meatpacking-agriculture-layoffs-warn-act-notices-daily
US food plant, meatpacking and agriculture layoffs — the actual WARN Act filings, rebuilt every day
Last rebuilt: 2026-09-24. 1,281 layoff and closure notices filed by
food and beverage manufacturers, meat and poultry packers, bakeries and snack plants, dairies and creameries, bottlers and brewers, seafood processors, farms, growers and packinghouses, and grain, feed and sugar mills with US state labor departments — 173,590 workers,
671 employers, 43 states, 1989–2026.
477 of… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-food-beverage-plant-meatpacking-agriculture-layoffs-warn-act-notices-daily.andropogoneae_alignment_raw_datavn-provinces-newly-planted-forest-area
Vietnam provinces newly planted forest area
Concentrated newly planted forest area (thousand hectares). Coverage 1995-2024. Year 2024 is preliminary. Includes historical Ha Tay through 2007. Some provinces absent in source. 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
Hero (continued)
Comparison… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-newly-planted-forest-area.power-plant-climate-exposure-index
Global Power-Plant Climate Exposure Screening Index (CESI)
Per-plant outdoor-environment severity for the world's power fleet: a 0-100 index, a CES1-CESX screening class and the dominant stressor, derived from each plant's own coordinates (WorldClim normals, Koppen-Geiger class, distance to coast). The full model ships as severity_model.py.
Canonical record: doi.org/10.5281/zenodo.22172589 · Publisher: Inzonex
Load
from datasets import load_dataset
ds =… See the full description on the dataset page: https://huggingface.co/datasets/Inzinion/power-plant-climate-exposure-index.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.plant-multi-species-histone-modificationsThis is the fine-tune dataset for predicting three types of histone modification (H3K27ac, H3K27me3 and H3K4me3) in plants.
plant-health-points-synthetic
Synthetic Plant Health Points
A deterministic, fully synthetic tabular dataset for learning ML/deep learning workflows such as MLP regression and classification. It is not appropriate for scientific conclusions, production agronomy, or plant-care decisions.
Splits
train.csv: 2,000 rows
test.csv: 500 rows
Columns
Column
Meaning
plant_type
Plant species/type
habitat
Growing context
season
Seasonal category
air_humidity_pct /… See the full description on the dataset page: https://huggingface.co/datasets/soumikmahato/plant-health-points-synthetic.plant-multi-species-sequence-conservationThis is the fine-tune dataset for predicting sequence conservation in plants.
plant-disease-faiss-indexplant-multi-species-open-chromatinThis is the fine-tune dataset for predicting open chromatin in plants.
african-cement-plant-operations
African Cement Plant Operations | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/african-cement-plant-operations.plant-multi-species-promoter-strengthThis is the fine-tune dataset for predicting promoter strength in two validation systems (tobacco leaves and maize protoplasts) in plants.
continual-energy-plants-anomaly-detectionplant-multi-species-lncRNAsThis is the fine-tune dataset for predicting long non-coding RNAs (lncRNAs) in plants.
plant-multi-species-terminator-strengthplant-multi-species-core-promotersThis is the fine-tune dataset for predicting active core promoters in plants.
plant-promoters-induced-in-nodulesThis is the dataset used for fine-tuning the nodule-AI model.
The dataset consists of 3 kb-long promoter sequences from nodule-induced genes, compiled across 14 plant genomes within the nitrogen-fixing clade.
plant-database-2
Dataset Card for Dataset Name
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
Curated by: [More Information Needed]
Funded by [optional]: [More Information Needed]
Shared by [optional]: [More Information Needed]
Language(s) (NLP): [More Information Needed]
License: [More Information Needed]
Dataset Sources [optional]
Repository: [More… See the full description on the dataset page: https://huggingface.co/datasets/jibrand/plant-database-2.NEON-plant-subplot-pilot
Dataset Card for NEON Plant Presence and Percent Cover Subplot Pilot Images
Pilot dataset for using subplot images from the National Ecological Observatory Network (NEON) to detect plant diversity.
Dataset Details
Dataset Description
Repository: PlotDiversiVision
This dataset contains plant diversity images from two NEON sites: CPER and SCBI.
Each image captures a 1-square-meter subplot labeled with plant species.
NEON curated subplot… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/NEON-plant-subplot-pilot.plant-variety-database
Plant Variety Database
An open dataset that joins cultivar-level seed-catalog data with USDA hardiness zones and per-zone monthly planting calendars — 1,972 varieties × 13 zones × 12 months, fully sourced, CC BY 4.0.
The hero rows aren't the 1,972 varieties (USDA PLANTS already has ~98K species). They're the joins:
20,728 variety × zone planting-calendar entries (indoor sow / transplant / direct sow / harvest windows)
21,880 companion-plant pairings with relationship and reason
2… See the full description on the dataset page: https://huggingface.co/datasets/WindRiverGreens/plant-variety-database.sea-medicinal-plants
license: cc0-1.0
task_categories:
- text-classification
- table-to-text
- knowledge-base
language:
- en
pretty_name: Southeast Asian Medicinal Plants
size_categories:
- 1K<n<10K
Medicinal Plants in Southeast Asia
📖 Description
This dataset lists commonly used medicinal plants in Southeast Asia, including their local names, plant types, and traditional uses.
Useful for:
Herbal medicine research
Knowledge-based AI systems
NLP and educational tools
Cultural… See the full description on the dataset page: https://huggingface.co/datasets/jomarie04/sea-medicinal-plants.PlantHelixSeek-CRE
PlantHelixSeek-CRE Dataset
Fine-tuning dataset for cis-regulatory element (CRE) prediction — binary classification. Used to train PlantHelixSeek-CRE.
Format
CSV, columns:
Column
Type
Description
sequence
string
DNA sequence
label
int
0 = non-CRE, 1 = CRE
Splits
Split
Size
train
961 MB
dev
121 MB
test
121 MB
License
CC-BY-NC-4.0
SAM2-based-plant-disease-lesion-segmentation-model-DATASET