datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
guiowl-aw-mix-full
GUI-Owl AndroidWorld SFT Mix — FULL / generalization
Purpose: AndroidWorld (116-task) SFT for a GUI-Owl-1.5-2B block-diffusion VLA.
This dataset is an action-balanced, source-mixed SFT corpus assembled from five Android
GUI-agent trajectory sources. It is built for in-domain supervised fine-tuning ahead of RL.
The mix deliberately includes AndroidWorld task-family coverage (via the openmobile anchor,
whose app field holds AW task-family names) and accepts in-domain overlap by… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/guiowl-aw-mix-full.guiowl-aw-mix-targeted
GUI-Owl AndroidWorld SFT Mix — TARGETED / in-domain
Purpose: AndroidWorld (116-task) SFT for a GUI-Owl-1.5-2B block-diffusion VLA.
This dataset is an action-balanced, source-mixed SFT corpus assembled from five Android
GUI-agent trajectory sources. It is built for in-domain supervised fine-tuning ahead of RL.
The mix deliberately includes AndroidWorld task-family coverage (via the openmobile anchor,
whose app field holds AW task-family names) and accepts in-domain overlap by… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/guiowl-aw-mix-targeted.guiowl-aw-mix-hybrid-packed
guiowl-aw-mix-hybrid-packed
Episode-PACKED AndroidWorld-SFT mix for GUI-Owl-1.5-2B block-diffusion VLA.
600,040 steps / 57,669 episodes (whole-episode, ordered, action-trace history). 151 shards.
Source mix: openmobile 28% (AW-app anchor), gui_odyssey 26% (long/cross-app), aitw 18% (visual ballast), androidcontrol 16% (open donor), amex 12%.
Episode-presence: type 64% / swipe 57% / terminate 45% / open 13% / answer 7%. ep_len mean 10.4, p90 20, max 60.
Validated:… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/guiowl-aw-mix-hybrid-packed.agentnet-partial-and-fail-v1
agentnet-partial-and-fail-v1
GUI state transitions (s, a, s') walked on an Ubuntu desktop by
Qwen3.8-27B, from tasks taken from AgentNet and run inside OSWorld's
Docker environment.
Walks the judge ruled partial or failed. These are the larger half and, for a world model, the more useful one: a walk that did not finish still opened dialogs, switched tabs and changed settings, and each of those is a real transition. Measured over eighty-eight walks, a failure visits 13.5 distinct… See the full description on the dataset page: https://huggingface.co/datasets/gui-wm/agentnet-partial-and-fail-v1.AIRBOT_MMK2_play_the_guitar
AIRBOT_MMK2_play_the_guitar
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: discover_robotics_aitbot_mmk2
| Codebase Version: v2.1
End-Effector Type: five_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
pick
place
pull
📊 Dataset Statistics… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/AIRBOT_MMK2_play_the_guitar.fineweb-atlas
FineWeb Atlas (v0.1)
FineWeb Atlas annotates 14.9 million FineWeb documents (95.5M chunks, 10.2B tokens) with 16,790 human-readable concepts spanning entities, topics, tones, and document types. Each chunk receives ~15 concept labels on average. The release includes chunk- and document-level annotations, a concept metadata table with prevalence stats, a reverse index for concept-first retrieval, and a packed cooccurrence matrix.
For background on how the atlas was built, see the… See the full description on the dataset page: https://huggingface.co/datasets/guidelabs/fineweb-atlas.spine
GUI World Model — Spine Transitions
(s, a, s') transitions collected by walking task instructions on a live
Ubuntu desktop. Every state is captured from the running machine: a screenshot,
the accessibility tree as XML, and the rendered element table the model reads.
This set is spine only — the path an agent actually took. No branches.
Where the instructions come from
instruction_source
what it is
agentnet
Human recordings of people using their own… See the full description on the dataset page: https://huggingface.co/datasets/gui-wm/spine.guiowl-aw-mix-phoneonly-packedwidowxai-organize-table-generic-0-30ep-30v_20260825_160145This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"joint_0.pos",
"joint_1.pos",
"joint_2.pos",
"joint_3.pos",
"joint_4.pos",
"joint_5.pos",
"left_carriage_joint.pos"
]… See the full description on the dataset page: https://huggingface.co/datasets/Guilhermefrazao/widowxai-organize-table-generic-0-30ep-30v_20260825_160145.gui-libra-aw-packed
GUI-Libra AW-Packed (mobile_use, episode-packed)
Curated from GUI-Libra/GUI-Libra-81K-SFT (android subsets: aitw, amex,
android_control, gui-odyssey, coat-terminal) into the Fast-dVLM / GUI-Owl-1.5-2B
packed-parquet schema, action-balanced for AndroidWorld.
Schema matches KMK040412/guiowl-aw-mix-hybrid-packed EXACTLY:
source, episode_id, step_id, app, instruction, history, screenshot, screen_width, screen_height, target_json, action_type, coordinate, coordinate2, ep_len.… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/gui-libra-aw-packed.gui-libra-aw-packed-phone
GUI-Libra AW-Packed PHONE-PORTRAIT (mobile_use, episode-packed)
Phone-portrait-only filter of
KMK040412/gui-libra-aw-packed,
maximizing AndroidWorld (phone-portrait benchmark) relevance.
Drop criterion: an episode is landscape (dropped) if any of its steps has
screen_height / screen_width < 1.0. Portrait episodes are kept fully and intact.
Filtering is episode-level so multi-turn episodes stay contiguous.
Schema is byte-identical to the source (same columns/dtypes, target_json… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/gui-libra-aw-packed-phone.widowxai-fold-cloth-1_20260825_154027This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"joint_0.pos",
"joint_1.pos",
"joint_2.pos",
"joint_3.pos",
"joint_4.pos",
"joint_5.pos",
"left_carriage_joint.pos"
]… See the full description on the dataset page: https://huggingface.co/datasets/Guilhermefrazao/widowxai-fold-cloth-1_20260825_154027.open-materials-guide-2024
Open Materials Guide (OMG) Dataset
The OMG dataset is a collection of 17,000+ expert-verified synthesis recipes from open-access literature. It supports research in materials science and machine learning, enabling tasks such as raw materials prediction, synthesis procedure generation, and characterization outcome forecasting.
For more details, see our paper: Towards Fully-Automated Materials Discovery via Large-Scale Synthesis Dataset and Expert-Level LLM-as-a-Judge.
Key Features:… See the full description on the dataset page: https://huggingface.co/datasets/iknow-lab/open-materials-guide-2024.ipfs_guinea_laws_ir
Guinea legislation IR (CID-keyed sparse GraphRAG)
Research retrieval release of endomorphosis/ipfs_guinea_laws (revision c330b9fc21b5cb49b2d05ce79f6c9c1de8acb374) packaged as
country-laws-ir-graphrag/v1 (layout family skillcenter-huggingface-release/v3 / publicus-ir).
Not legal advice. This is a research snapshot. The official gazette /
authentic source of Guinea prevails over this corpus. Retrieved documents
and graph edges are retrieval evidence only. No legal text was… See the full description on the dataset page: https://huggingface.co/datasets/justicedao/ipfs_guinea_laws_ir.widowxai-fold-cloth-0_20260825_152912This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"joint_0.pos",
"joint_1.pos",
"joint_2.pos",
"joint_3.pos",
"joint_4.pos",
"joint_5.pos",
"left_carriage_joint.pos"
]… See the full description on the dataset page: https://huggingface.co/datasets/Guilhermefrazao/widowxai-fold-cloth-0_20260825_152912.widowxai-fold-cloth-2_20260825_154251This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"joint_0.pos",
"joint_1.pos",
"joint_2.pos",
"joint_3.pos",
"joint_4.pos",
"joint_5.pos",
"left_carriage_joint.pos"
]… See the full description on the dataset page: https://huggingface.co/datasets/Guilhermefrazao/widowxai-fold-cloth-2_20260825_154251.ipfs_guineabissau_laws_ir
Guineabissau legislation IR (CID-keyed sparse GraphRAG)
Research retrieval release of endomorphosis/ipfs_guineabissau_laws (revision a8f9cc04584f3e14a3f0558e8b9ea625c8262940) packaged as
country-laws-ir-graphrag/v1 (layout family skillcenter-huggingface-release/v3 / publicus-ir).
Not legal advice. This is a research snapshot. The official gazette /
authentic source of Guineabissau prevails over this corpus. Retrieved documents
and graph edges are retrieval evidence only. No… See the full description on the dataset page: https://huggingface.co/datasets/justicedao/ipfs_guineabissau_laws_ir.code-execution-llmguitar-demo
CERES capture dataset
LeRobot v3 episodes captured with CERES.
Open in the CERES dataset viewer
Acquisition statistics
Episodes: 1
Retained recorder slots: 2683
Explicit tracking gaps: 22
Captured duration: 1 min 29 s
Recorder rate: 30 Hz
Device: Native WebXR; Quest 3
Captured with CERES.
g1_hand_guide_valThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "Unitree_G1_Inspire",
"total_episodes": 8,
"total_frames": 3499,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:8"
},
"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/JunnDooChoi/g1_hand_guide_val.africa-guinea-bissau-small-business-surveys-aggregated-data-d23a2038
Small Business Surveys - Aggregated Data | Africa (Guinea-Bissau official open data)
11,734 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Small Business Surveys - Aggregated… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-small-business-surveys-aggregated-data-d23a2038.career-guidance-redditafrica-guinea-bissau-africa-covid-19-death-cases-national-ba31668e
Africa: Covid-19 Death cases (National) | Africa (Guinea-Bissau official open data)
996 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Africa: Covid-19 Death cases… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-africa-covid-19-death-cases-national-ba31668e.africa-guinea-bissau-small-business-surveys-aggregated-data-2d646d73
Small Business Surveys - Aggregated Data | Africa (Guinea-Bissau official open data)
184 rows - 1 Africa country - 2021 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Small Business Surveys - Aggregated… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-small-business-surveys-aggregated-data-2d646d73.africa-equatorial-guinea-equatorial-guinea-risk-assessment-indicators-ebfd0b9d
Equatorial Guinea - Risk Assessment Indicators | Africa (Equatorial Guinea official open data)
32 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Equatorial… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-risk-assessment-indicators-ebfd0b9d.africa-guinea-bissau-guinea-bissau-high-resolution-population-density-maps-demo-d40b11ad
Guinea-Bissau: High Resolution Population Density Maps + Demographic Estimates | Africa (Guinea-Bissau official open data)
11,929 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-high-resolution-population-density-maps-demo-d40b11ad.africa-guinea-bissau-africa-covid-19-recoveries-national-373dc934
Africa: Covid-19 Recoveries (National) | Africa (Guinea-Bissau official open data)
996 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Africa: Covid-19 Recoveries… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-africa-covid-19-recoveries-national-373dc934.guiowl-aw-mix-hybrid
GUI-Owl AndroidWorld SFT Mix — HYBRID / recommended
Purpose: AndroidWorld (116-task) SFT for a GUI-Owl-1.5-2B block-diffusion VLA.
This dataset is an action-balanced, source-mixed SFT corpus assembled from five Android
GUI-agent trajectory sources. It is built for in-domain supervised fine-tuning ahead of RL.
The mix deliberately includes AndroidWorld task-family coverage (via the openmobile anchor,
whose app field holds AW task-family names) and accepts in-domain overlap by… See the full description on the dataset page: https://huggingface.co/datasets/KMK040412/guiowl-aw-mix-hybrid.africa-guinea-bissau-guinea-bissau-accessibility-indicators-5f6d46db
Guinea Bissau - Accessibility Indicators | Africa (Guinea-Bissau official open data)
1,284 rows - 1 Africa country - 2020-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Guinea Bissau - Accessibility… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-accessibility-indicators-5f6d46db.africa-equatorial-guinea-african-development-bank-food-security-december-2011-f783794e
African Development Bank, Food Security, December 2011 | Africa (Equatorial Guinea official open data)
43,983 rows - 1 Africa country - 2011 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: African… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-african-development-bank-food-security-december-2011-f783794e.