datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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: 461 WARN notices take effect in the next 90 days - 44,751 workers, rebuilt daily
Rebuilt 2026-09-24. Window: 2026-09-24 to 2026-12-23.
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.vn-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.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.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.continual-energy-plants-anomaly-detectionplant-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.PlantSeqsPlantPairMatch
PlantPairMatch
tags: companion planting, species interaction, compatibility scoring
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'PlantPairMatch' dataset comprises records of plant species identified as beneficial companions in various gardening and agricultural contexts. Each entry contains information about the species pairing, the type of relationship (e.g., mutualistic, antagonistic), and a compatibility score that… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/PlantPairMatch.plant_hub_details