datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
hyperspectral-orchard
Living Optics Orchard Dataset
Overview
This dataset contains 435 images of captured in one of the UK's largest orchards, using the Living Optics Camera.
The data consists of RGB images, sparse spectral samples and instance segmentation masks.
The dataset is derived from 44 unique raw files corresponding to 435 frames.
Therefore, multiple frames could originate from the same raw file.
This structure emphasized the need for a split strategy that avoided data leakage.
To… See the full description on the dataset page: https://huggingface.co/datasets/LivingOptics/hyperspectral-orchard.robo_orchard_sim_assetsOrchard
Orchard Dataset
Overview
Orchard is the trajectory release accompanying the paper "Orchard: An Open-Source Agentic Modeling Framework" (Peng et al., 2026). It bundles two parallel agentic-modeling datasets distilled from strong teacher models, both produced inside the same Orchard Env sandbox infrastructure:
swe — 107,185 multi-turn software-engineering trajectories across 2,788 GitHub repositories, each labeled with whether the agent's final patch passed the… See the full description on the dataset page: https://huggingface.co/datasets/microsoft/Orchard.Video-To-Dataset-Orchard-Apple
Video-To-Dataset-Orchard-Apple Dataset
Dataset Description
This dataset provides a collection of representative image frames extracted from drone video sequences captured in various agricultural environments, with a particular focus on apple orchards. It also includes scenes from grasslands and panoramic views. The frame extraction and selection process followed the "Video-To-Dataset" methodology developed by the primary author.
The dataset is designed to support… See the full description on the dataset page: https://huggingface.co/datasets/sulaqy/Video-To-Dataset-Orchard-Apple.Video-To-Dataset-Orchard-Apple
Video-To-Dataset-Orchard-Apple Dataset
Dataset Description
This dataset provides a collection of representative image frames extracted from drone video sequences captured in various agricultural environments, with a particular focus on apple orchards. It also includes scenes from grasslands and panoramic views. The frame extraction and selection process followed the "Video-To-Dataset" methodology developed by the primary author.
The dataset is designed to support research… See the full description on the dataset page: https://huggingface.co/datasets/miroslavjaros/Video-To-Dataset-Orchard-Apple.Orchard-Sensor-Intake
Orchard Sensor Intake
Sensor intake
Record key
Disposition
Pages
Restriction
Archive
os/410
retain
46
open
Cedar Row
os/024
RETAIN
31
none
Packing Shed
os/188
retain
24
open
Cedar Row
os/305
retain
18
open
South Grove
os/700
retain
9
copyright
Cedar Row
os/024
retain
88
donor
Packing Shed
first-orchardThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 400,
"total_frames": 118483,
"total_tasks": 4,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:400"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/paultr/first-orchard.Orchard-Bloom-Event-Labels
Orchard-Bloom-Event-Labels
Source declaration
Registry code: RG-04
Origin archive: Cedar Row Field Logs
Declared license: CC0-1.0
Publication gate: source reviewed
PingTi-OrchardPick-JujubeThis dataset was created using LeRobot Data Studio.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_pingti_follower",
"total_episodes": 147,
"total_frames": 58253,
"total_tasks": 1,
"total_videos": 0,
"total_chunks": 0,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:147"
},
"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/zhenxuan/PingTi-OrchardPick-Jujube.Orchard-Frost-Sensor-Packets
Orchard-Frost-Sensor-Packets
Source declaration
Registry code: RG-17
Origin archive: North Slope Telemetry Vault
Declared license: CC BY-NC 4.0
Publication gate: ledger pending
Orchard-Scene-Summaries
Orchard Scene Summaries
This card contains concise scene descriptions generated for the Orchard Watershed audio-log collection.
Clearance preference
Apache-2.0
MIT
CC-BY-4.0
Rights ledger
Asset
Kind
License
Canopy Brief Model
summary-generation model
MIT
Orchard visitor handbook
descriptive reference
CC-BY-4.0
Streambank classifier
quality-screening model
Apache-2.0
Records pair a log identifier with a short scene summary and… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Orchard-Scene-Summaries.tree-orchard-detection
Tree Orchard Detection Dataset
This dataset consists of tiled satellite images and their corresponding annotations for tree orchard detection.
Dataset Structure
image/: Contains the spectral tiles (TIF format).
train/: Training images (153 tiles).
test/: Testing images (40 tiles).
annotation/: Contains the annotation masks (TIF format).
train/: Training masks (153 tiles).
test/: Testing masks (40 tiles).
Usage
This dataset is intended for training machine… See the full description on the dataset page: https://huggingface.co/datasets/harshinde/tree-orchard-detection.Orchard-Field-Notes
Orchard Field Notes
Clearance inputs
rights_status: revoked
attribution_required: no
commercial_use: yes
Collection note
These transcribed orchard observations are retained for internal provenance review. The revocation status takes priority over all other fields.
Orchard-Audio-Logs
Orchard Audio Logs
This card documents clipped dawn and evening audio logs collected across the Orchard Watershed listening route.
Clearance preference
CC0-1.0
CC-BY-4.0
ODC-BY-1.0
Rights ledger
Asset
Kind
License
Alder Bend recorder reels
field recording source
CC-BY-4.0
Orchard weather index
contextual reference
CC0-1.0
Volunteer transcription guide
annotation method
ODC-BY-1.0
Each log includes a route segment, collection… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Orchard-Audio-Logs.Orchard-Soil-Logs
Orchard Soil Logs
Field notebooks from soil sampling and root archive transfers.
Orchard custody queue
Crate ID
Items
Status
Security
Collection
OR/044
130
released
open
Root archive
OR/119
101
RELEASED
shelf
East orchard
OR/031
52
released
open
North orchard
OR/205
73
released
open
East orchard
OR/031
41
released
open
North orchard
OR/600
401
released
open
Root archive
OR/811
210
pending
open
North orchard
OR/244
133
released
restricted… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Orchard-Soil-Logs.Orchard-PestTrap-Logs
Orchard Pest Trap Logs
Counts from pheromone traps checked along the northern windbreak and packing-shed boundary.
trap_line
traps_checked
target_insects
north-windbreak
8
34
shed-boundary
6
21
Field status: pending follow-up.
Orchard-SoilMoisture-Readings
Orchard Soil Moisture Readings
Daily volumetric-water-content readings collected from probes in the lower orchard blocks.
block
probe_depth_cm
reading_days
lower-west
30
18
creek-border
45
17
Field status: pending follow-up.
Orchard-AppleBloom-Counts
Orchard Apple Bloom Counts
Weekly blossom counts from tagged apple trees across the central orchard rows.
row
tagged_trees
counted_blooms
central-3
16
428
central-5
14
391
Field status: pending follow-up.
OrchardPulse-Pollinator-Audio
OrchardPulse Pollinator Audio
This dataset contains clipped orchard pollinator recordings with coarse habitat and collection-window labels.
Dataset location: https://huggingface.co/datasets/SOTAagi2030/OrchardPulse-Pollinator-Audio
Coordination repository: https://github.com/nextatlas20/Annoy-DataSync
Authorization ledger
Evidence class
Decision
Derivative use
Permit score
License wording
field recording
approved
allowed
61
Creative Commons Attribution… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/OrchardPulse-Pollinator-Audio.OrchardPulse-Synthetic-Calls
OrchardPulse Synthetic Calls
This dataset provides generated pollinator-call segments for testing acoustic event detectors in orchard monitoring pipelines.
Dataset location: https://huggingface.co/datasets/SOTAagi2030/OrchardPulse-Synthetic-Calls
Coordination repository: https://github.com/nextatlas20/Annoy-DataSync
Authorization ledger
Evidence class
Decision
Derivative use
Permit score
License wording
field recording
approved
allowed
55
CC BY-SA 4.0… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/OrchardPulse-Synthetic-Calls.OrchardLedger-Soil-Observations
OrchardLedger Soil Observations
This card contains plot-level soil condition observations prepared for the orchard renewal program.
Release authorization matrix
Origin route
Verification
Derivative use
Review rank
License designation
model transformation
validated
authorized
9
Open Data Commons Open Database License (ODbL) v1.0
on-site survey
validated
authorized
14
CC BY-SA 4.0
on-site survey
declined
authorized
3
CC0 1.0 Universal
supplier… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/OrchardLedger-Soil-Observations.eval_first-orchardThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 1,
"total_frames": 656,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/paultr/eval_first-orchard.Orchard-Land-Use-Monitoring-Dataset
Orchard Land Use Monitoring Dataset
The current agricultural sector faces significant challenges in land resource management and crop monitoring. Traditional methods are inefficient and insufficiently precise in understanding land use. Existing monitoring technologies lack real-time capability and accuracy, unable to meet the demands of agricultural production decision-making. This dataset aims to assist researchers and developers in creating more effective object detection models… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Orchard-Land-Use-Monitoring-Dataset.Orchard-Blight-Captions
Orchard Blight Captions
This collection provides concise descriptions of visible blight indicators for agronomy training exercises.
Dependency ledger
Asset
Use in release
Approval
Derivative distribution
Permission score
License
Extension-service field notes
source material
approved
allowed
61
ODC-BY-1.0
Plant pathology glossary
validation reference
approved
allowed
98
CC0-1.0
Caption generation engine
synthesis engine
approved
allowed
84
Apache-2.0… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Orchard-Blight-Captions.Orchard-Scene-Recognition-Dataset
Orchard Scene Recognition Dataset
The current agricultural industry faces issues with low orchard management efficiency and untimely monitoring of pests and diseases. Existing solutions offer a degree of monitoring but often lack real-time capabilities and precision, preventing farmers from reacting promptly. This dataset aims to enhance the application of object detection algorithms in orchard management by providing high-quality orchard scene images and annotations. Data… See the full description on the dataset page: https://huggingface.co/datasets/shangzx/Orchard-Scene-Recognition-Dataset.Orchard-Scene-Recognition-Dataset
Orchard Scene Recognition Dataset
The current agricultural industry faces issues with low orchard management efficiency and untimely monitoring of pests and diseases. Existing solutions offer a degree of monitoring but often lack real-time capabilities and precision, preventing farmers from reacting promptly. This dataset aims to enhance the application of object detection algorithms in orchard management by providing high-quality orchard scene images and annotations. Data… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Orchard-Scene-Recognition-Dataset.Orchard
Orchard Dataset
⚠️ Release on hold — we will re-upload the data soon. This dataset is temporarily paused; the schema and contents below are accurate but may not be the final form. Please check back later before integrating into downstream pipelines.
Overview
Orchard is the trajectory release accompanying the paper "Orchard: An Open-Source Agentic Modeling Framework" (Peng et al., 2026). It bundles two parallel agentic-modeling datasets distilled from strong teacher… See the full description on the dataset page: https://huggingface.co/datasets/nevillathiya001/Orchard.OrchardBench-Functions
OrchardBench Functions
OrchardBench Functions is a normalized collection of programming-function records used for evaluation of code documentation tools.
Provenance
This release adapts selected examples from the PythonEdu dataset by HuggingFaceTB. The upstream dataset is the immediate data source for this release.
Contents
Each record includes a function prompt, interface constraints, and reference implementation metadata.
The release contains only… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/OrchardBench-Functions.OrchardBench-Rationales
OrchardBench Rationales
OrchardBench Rationales provides explanatory solution drafts paired with selected OrchardBench function records.
Generation note
The rationale drafts in this release were generated with DeepSeek-V2.5. That model is the immediate generation provenance for the text in this dataset.
Scope
The files contain rationale text and record keys only; they do not redistribute model weights.
This card documents the generation path for the… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/OrchardBench-Rationales.all-restaurants-in-bremerton-silverdale-port-orchard-metro-washington-us-156969
All Restaurants in Bremerton-Silverdale-Port Orchard (Metro), Washington, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in the Bremerton‑Silverdale‑Port Orchard metropolitan area of Washington State. It contains 336 records, each representing a distinct establishment and refreshed on a weekly basis to keep the information current. The data include all available columns from the source, such as business name, address… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-bremerton-silverdale-port-orchard-metro-washington-us-156969.