datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
indoor-safety-hazard-detection-and-work-zone-monitoring
Indoor Safety Hazard Detection & Work-Zone Monitoring
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled by… See the full description on the dataset page: https://huggingface.co/datasets/physicl/indoor-safety-hazard-detection-and-work-zone-monitoring.bedroom-change-detection-state-monitoring
Bedroom Change Detection & State Monitoring
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled by the sync… See the full description on the dataset page: https://huggingface.co/datasets/physicl/bedroom-change-detection-state-monitoring.indoor-anomaly-detection-path-obstruction-monitoring
Indoor Anomaly Detection & Path Obstruction Monitoring
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled… See the full description on the dataset page: https://huggingface.co/datasets/physicl/indoor-anomaly-detection-path-obstruction-monitoring.synthetic-driver-monitoring-detection
Synthetic DMS – Driver Monitoring System Dataset by AnywayLabs.ai
Need a custom synthetic dataset for your own road safety detection use case?
This dataset is an open-source sample of our synthetic data generation work at AnywayLabs.
If you're working on:
industrial defect detection
visual inspection
supervised anomaly detection
hard-to-collect defect classes
synthetic data for computer vision training
You can request a custom synthetic dataset here, or email:… See the full description on the dataset page: https://huggingface.co/datasets/1841819173liu/synthetic-driver-monitoring-detection.qatar-environmental-monitoring-register-template
Environmental Monitoring Register Template for Qatar Projects
This resource provides a practical structure for recording environmental monitoring activities during construction and operational projects.
The template can help project teams organize monitoring dates, locations, environmental parameters, results, observations, compliance status, corrective actions, responsibilities and close-out records.
What the Template Covers
The environmental monitoring register… See the full description on the dataset page: https://huggingface.co/datasets/waeyqatar/qatar-environmental-monitoring-register-template.synthetic-driver-monitoring-detection
Synthetic DMS – Driver Monitoring System Dataset by AnywayLabs.ai
Need a custom synthetic dataset for your own road safety detection use case?
This dataset is an open-source sample of our synthetic data generation work at AnywayLabs.
If you're working on:
industrial defect detection
visual inspection
supervised anomaly detection
hard-to-collect defect classes
synthetic data for computer vision training
You can request a custom synthetic dataset here, or email:… See the full description on the dataset page: https://huggingface.co/datasets/anywaylabs/synthetic-driver-monitoring-detection.transferable-monitoring-archive-2026-07-30
transferable-monitoring — archive (public half)
Post-submission archive of the transferable monitoring strategies project, 2026-07-30.
Code, data, numeric caches, tables and figures. No prose: notes, planning documents, drafts,
reports and reviews live in the private twin transferable-monitoring-archive-private-2026-07-30.
Paper revision: commit bbbe54ba5a7341d0b688785b538a374cff4933a4, tagged phase1-confirmatory-v1
in github.com/IdaCy/transferable-monitoring.
Layout… See the full description on the dataset page: https://huggingface.co/datasets/idacy/transferable-monitoring-archive-2026-07-30.trajectory-graph-monitoring
Trajectory Graph Monitoring v0.2; Research Release
Prospective boundary prediction from cumulative typed trajectory transitionsR.J. Sabouhi · Symbolic Suite · August 2026
What this is
Trajectory Graph Monitoring is a prospective runtime-evaluation benchmark. It asks whether structural information available in an incomplete execution trajectory can improve prediction of a boundary violation that occurs later. Every evaluated prefix ends before the violating action… See the full description on the dataset page: https://huggingface.co/datasets/rjsabouhi/trajectory-graph-monitoring.lion-responses-to-aerial-monitoring-dataset
Curated by: Elena Iannino
Language(s): English (metadata and documentation)
Dataset Overview
This dataset contains multi-modal UAV-based wildlife observations collected in Ol Pejeta Conservancy, a privately managed conservation area in central Kenya. The primary target species is the African lion, observed within open savannah and bushland ecosystems.
The dataset includes synchronized RGB and thermal video recordings captured using a UAV platform… See the full description on the dataset page: https://huggingface.co/datasets/EIannino/lion-responses-to-aerial-monitoring-dataset.bedroom-change-detection-state-monitoringbedroom-change-detection-state-monitoring-training-1075921b-d939a6b5
Bedroom Table Lamp Detection — RT-DETR Training
Training dataset to teach a robot to detect and locate table lamps of various kinds in bedrooms. Contains 30 renders (640x640) staged across eight bedroom environments, each framing a table lamp, with albedo and metric depth passes, per-frame annotations (bounding boxes, labels), and morning lighting. Built for object detection with an RT-DETR model.
This dataset mirrors public data-pack render outputs from Physicl.
Each row… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/bedroom-change-detection-state-monitoring-training-1075921b-d939a6b5.untrusted-monitoring-2026-paper
Untrusted Monitoring — eval logs for "When can we trust untrusted monitoring?"
Raw Inspect AI eval logs behind the paper
When can we trust untrusted monitoring? A safety case sketch across
collusion strategies (arXiv:2602.20628).
Code and statistical pipeline:
NelsonG-C/lasr-labs-2025-control-project.
Two model classes, each an Inspect-log tree of per-sample monitor scores
(~300 samples per log):
class
U (policy + untrusted monitors)
T (trusted monitor)
H (honeypots)… See the full description on the dataset page: https://huggingface.co/datasets/jbostock/untrusted-monitoring-2026-paper.raw-advance-driver-monitoringmotor_temperature_monitoring.jsonNK-Oil-Well-Sensor-Monitoring
Oil Well Sensor Monitoring Dataset - NK Field
Dataset Description
This dataset contains hourly sensor readings from 10 oil wells at the NK field.
The monitoring period covers approximately seven months, from January 1, 2026, to July 20, 2026.
The data were provided by Galaz and Company LLP
(ТОО «Галаз и Компания») within the research project:
“Development and Implementation of Control Algorithms for Low-Production-Rate Wells in Mechanized Oil Production Systems… See the full description on the dataset page: https://huggingface.co/datasets/xiva15/NK-Oil-Well-Sensor-Monitoring.transferable-monitoring-vastn-public-20260522sentinel-2-forest-browning-monitoring-app-storageafrica-madagascar-fao-eve-global-flood-monitoring-system-0455437d
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
32,656 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-0455437d.africa-madagascar-fao-eve-global-flood-monitoring-system-78c826e3
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
49,880 rows - 1 Africa country - 2025-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-78c826e3.africa-madagascar-fao-eve-global-flood-monitoring-system-e0873fd8
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
25,672 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-e0873fd8.africa-namibia-fao-eve-global-flood-monitoring-system-8d228e9b
FAO EVE Global Flood Monitoring System | Africa (Namibia official open data)
21,008 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-fao-eve-global-flood-monitoring-system-8d228e9b.africa-namibia-fao-eve-global-flood-monitoring-system-c4d77f4a
FAO EVE Global Flood Monitoring System | Africa (Namibia official open data)
24,368 rows - 1 Africa country - 2025-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-fao-eve-global-flood-monitoring-system-c4d77f4a.africa-madagascar-fao-eve-global-flood-monitoring-system-d4465b63
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
18,184 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-d4465b63.transferable-monitoring-trajectoriestransferable monitoring trajectories
prompt_injections
345 raw jsonl action traces. the filenames encode benign and malicious labels.
mental_health_v2
24 raw jsonl action traces. the filenames encode benign and injection labels.
apps_eval
2 inspect eval archives containing replay samples.
rogue_eval
2 inspect eval archives containing replay samples.
mrt_transcripts
41871 transcript json files from the mrt task_pairs tree.
africa-madagascar-fao-eve-global-flood-monitoring-system-90d524bd
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
21,552 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-90d524bd.africa-namibia-fao-eve-global-flood-monitoring-system-3fc3386c
FAO EVE Global Flood Monitoring System | Africa (Namibia official open data)
53,864 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-fao-eve-global-flood-monitoring-system-3fc3386c.velib-monitoring-historical
Vélib' Paris — Monitoring & Forecasting (historical exports)
Ce dataset regroupe les exports historiques produits par le pipeline bike-forecast-paris-velib.Il contient les fichiers nécessaires pour entraîner des modèles de prévision, suivre la qualité des données et visualiser les indicateurs.
📂 Contenu
exports/velib.parquet : historique agrégé des disponibilités Vélib' (GBFS + météo).
exports/baseline.json : métriques de référence du modèle baseline.… See the full description on the dataset page: https://huggingface.co/datasets/Adrien97/velib-monitoring-historical.africa-drc-fao-eve-global-flood-monitoring-system-d23e2791
FAO EVE Global Flood Monitoring System | Africa (DRC official open data)
156,536 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC 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: FAO EVE Global Flood Monitoring System
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-fao-eve-global-flood-monitoring-system-d23e2791.africa-drc-drc-displacement-countrywide-monitoring-baseline-assessmen-1a07157d
DRC Displacement - Countrywide Monitoring - Baseline Assessment [IOM DTM] | Africa (DRC official open data)
551 rows - 1 Africa country - 2025-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC 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: DRC Displacement -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-drc-displacement-countrywide-monitoring-baseline-assessmen-1a07157d.africa-madagascar-fao-eve-global-flood-monitoring-system-1d2247ee
FAO EVE Global Flood Monitoring System | Africa (Madagascar official open data)
6,664 rows - 1 Africa country - 2025-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: FAO EVE Global Flood Monitoring System… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-fao-eve-global-flood-monitoring-system-1d2247ee.