datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
dev_plantcad2_ft_long_ctxus-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.PlantCAD2_zero_shot_tasks
🌱 PlantCAD2 Zero-Shot Tasks
Zero-shot evaluation tasks for plant genomics using PlantCAD2.This dataset contains tasks designed to evaluate model performance without task-specific training.
📂 Available Tasks
🔬 Cross-species Evolutionary Conservation
Task Name
Description
Samples
Metric
conservation_within_andropogoneae
Predict conserved vs non-conserved sites using alignments within 35 Andropogoneae genomes
19,030 vs 19,030
AUROC… See the full description on the dataset page: https://huggingface.co/datasets/plantcad/PlantCAD2_zero_shot_tasks.power-plant-olmoearth-segmentation
OlmoEarth v1.2-ready power energy dataset
Derived cook 20260830T191500Z from pinned source 35da3d0549b16e15114ded1eb7df3f4a378e9b4f.
The branch uses no train/validation/test split. Every accepted row is tagged all.
Accepted imagery rows: 12453
Quality-unavailable rows: 1
Release mode: partial with documented quality-unavailable exclusions
Clearest-available quality fallbacks: 10
Sentinel-2 L2A: uint16 [12,1,128,128]
Band order: B02,B03,B04,B08,B05,B06,B07,B8A,B11,B12,B01,B09… See the full description on the dataset page: https://huggingface.co/datasets/sarkarghya/power-plant-olmoearth-segmentation.PlantCAD2_fine_tuning_tasksupcoming-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.PlantCAD2_zero_shot_tasks
🌱 PlantCAD2 Zero-Shot Tasks
Zero-shot evaluation tasks for plant genomics using PlantCAD2.This dataset contains tasks designed to evaluate model performance without task-specific training.
📂 Available Tasks
🔬 Cross-species Evolutionary Conservation
Task Name
Description
Samples
Metric
conservation_within_andropogoneae
Predict conserved vs non-conserved sites using alignments within 35 Andropogoneae genomes
19,030 vs 19,030
AUROC… See the full description on the dataset page: https://huggingface.co/datasets/Yangximiao/PlantCAD2_zero_shot_tasks.plantcad2-c4096us-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.central-florida-native-plants
DeepEarth Central Florida Native Plants Dataset v0.2.0
🌿 Dataset Summary
A comprehensive multimodal dataset featuring 33,665 observations of 232 native plant species from Central Florida. This dataset combines citizen science observations with state-of-the-art vision and language embeddings for advancing multimodal self-supervised ecological intelligence research.
Key Features
🌍 Spatiotemporal Coverage: Complete GPS coordinates and timestamps for all… See the full description on the dataset page: https://huggingface.co/datasets/deepearth/central-florida-native-plants.maize-allele-frequency-test
Maize Allele Frequency Dataset
Source data described in PlantCaduceus paper. Raw data available at plantcad/maize-allele-frequency-raw-data.
Splits
validation: Chromosomes 1, 3, 5, 7, 9
test: Chromosomes 2, 4, 6, 8, 10
Configurations
full
Complete dataset with all variants.
Subsampled Configurations
Subsampled datasets (excluding repeats) with max N variants, filtered by consequence type:
{max_n}_balanced: Balanced sample across all… See the full description on the dataset page: https://huggingface.co/datasets/plantcad/maize-allele-frequency-test.us-grid-hourly-power-plants-dataset
US Grid Hourly Operations & Power Plants (EIA)
Hourly US electric-grid demand, generation, fuel mix and interchange from the official EIA grid monitor, joined with the EIA-860/923 power-plant master library.
Part of the DataForge Open Data program — full production
packages, free for academic and personal use. Canonical dataset page:
https://data.zalize.com/datasets/us-grid-hourly-power-plants-dataset
Package inventory (original bundles, served from CDN)… See the full description on the dataset page: https://huggingface.co/datasets/zalizedata/us-grid-hourly-power-plants-dataset.plant_pour_dataThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 50,
"total_frames": 22519,
"total_tasks": 1,
"total_videos": 100,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:50"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/sucrammal/plant_pour_data.plant_pour_data_againThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 50,
"total_frames": 25876,
"total_tasks": 1,
"total_videos": 100,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:50"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/sucrammal/plant_pour_data_again.gbif-plants-raw
gbif-plants-raw
A large-scale dataset of 96.1 million research-grade plant observations sourced from iNaturalist Open Data and aligned with GBIF taxonomy.
Each row contains species metadata, taxonomic identifiers, geolocation, event timing, dataset source info, and a direct image URL.
This dataset is designed for large-scale image classification, biodiversity modelling, and pretraining work.
Dataset Summary
This dataset aggregates all research-grade Plantae… See the full description on the dataset page: https://huggingface.co/datasets/juppy44/gbif-plants-raw.maize-allele-frequency
Maize Allele Frequency Dataset
Source data described in PlantCaduceus paper. Raw data available at plantcad/maize-allele-frequency-raw-data.
Splits
validation: Chromosomes 1, 3, 5, 7, 9
test: Chromosomes 2, 4, 6, 8, 10
Configurations
full
Complete dataset with all variants.
Subsampled Configurations
Subsampled datasets (excluding repeats) with max N variants, filtered by consequence type:
{max_n}_all_consequences: Balanced sample across… See the full description on the dataset page: https://huggingface.co/datasets/plantcad/maize-allele-frequency.agilex_water_plant_4This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "arx5_bimanual",
"total_episodes": 30,
"total_frames": 12555,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 25,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/agilex_water_plant_4.water_plants_1000_25_08_09_lerobotv21water_plants_25_08_03_lerobotv21agilex_water_plant_2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "arx5_bimanual",
"total_episodes": 19,
"total_frames": 7919,
"total_tasks": 1,
"total_videos": 57,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 25,
"splits": {
"train": "0:19"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/agilex_water_plant_2.Angiosperm_65_genomes_8192bp
Revision Notice!
This dataset was updated on 2025-12-010 to correct the duplicated sequences, see issues here. The update replaces the previous version
in this repository.
Old version: b5b4eadfd32c6baea27a3e6fb7275ea34f064e87
🌱 Angiosperm_65_genomes_8192bp: 8,192 bp Genomic Windows from 65 Angiosperm Genomes
This dataset provides tokenized 8,192 base-pair (bp) genomic windows across 65 plant genomes from the Phytozome database. It is formatted using the Hugging Face… See the full description on the dataset page: https://huggingface.co/datasets/plantcad/Angiosperm_65_genomes_8192bp.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.nigerian_energy_and_utilities_power_plant_output
Nigerian Energy & Utilities – Power Plant Output | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_power_plant_output.agilex_water_plant_1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "arx5_bimanual",
"total_episodes": 18,
"total_frames": 7947,
"total_tasks": 1,
"total_videos": 54,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 25,
"splits": {
"train": "0:18"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/agilex_water_plant_1.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_pour_testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 2,
"total_frames": 771,
"total_tasks": 1,
"total_videos": 4,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/sucrammal/plant_pour_test.central-florida-native-plants-language-embeddings
Central Florida Native Plants Language Embeddings
This dataset contains language embeddings for 232 native plant species from Central Florida, extracted using the DeepSeek-V3 language model.
Dataset Summary
This dataset provides pre-computed language embeddings for Central Florida plant species. Each species has been encoded using the prompt "Ecophysiology of {species_name}:" to capture semantic information about the plant's ecological characteristics.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/deepearth/central-florida-native-plants-language-embeddings.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_pour_test_againThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100",
"total_episodes": 2,
"total_frames": 910,
"total_tasks": 1,
"total_videos": 4,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/sucrammal/plant_pour_test_again.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.