datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
tedrasim
TEDRASIM Dataset
Dataset Summary
This dataset is a multimodal training corpus for fine-tuning vision-language models to generate structured JSON scene-graph descriptions from rendered images.
This dataset contains:
a synthetic dataset of 10,000 scenes, each rendered from 2 views (20,000 images total),
a small real-world dataset of 120 images.
Each example consists of:
one image showing a object assembly,
a multi-turn chat-style prompt structure,
a target JSON… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/tedrasim.vestasv52-scada-windturbine-granadaDesigned and generated by https://simulatexp.dev
Vestas V52 Wind Turbine SCADA Synthetic Dataset - Granada Peri-Urban Installation
This synthetic dataset contains comprehensive SCADA (Supervisory Control and Data Acquisition) data simulating a Vestas V52 wind turbine operating in a peri-urban environment in Granada, Spain. The dataset captures 40,000 one-minute aggregated sensor readings across 24 parameters, simulating realistic operational conditions and fault scenarios for… See the full description on the dataset page: https://huggingface.co/datasets/vossmoos/vestasv52-scada-windturbine-granada.labeled_scadSlide_Insight_Images
About this Dataset
This Dataset contains data from several Presentation Slides. For each Slide the following information is available:
key: recordID_pdfNumber_slideNumber
image: each presentation slide as an PIL image
Zenodo Records Information
This repository contains data from Zenodo records.
Records
Zenodo Record 10008464Authors: Moore, JoshLicense: cc-by-4.0
Zenodo Record 10008465Authors: Moore, JoshLicense: cc-by-4.0
Zenodo Record… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/Slide_Insight_Images.Slide_Insight_Images_v2
About this Dataset
This Dataset contains several Presentation Slides as part of the NFDI4BIOIMAGE project SlideInsight to gain insights into presentation slides through multimodal AI models.
For each Slide the following information is available:
key: recordID_pdfNumber_slideNumber
image: each presentation slide as an PIL image
The corresponding embeddings and metadata can be found in this Huggingface Dataset.
Zenodo Records Information
This repository contains… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/Slide_Insight_Images_v2.wind-turbine-scada-data-for-early-fault-detection
Wind Turbine SCADA Data For Early Fault Detection
About the Dataset
This dataset, originally published as "CARE to Compare: Wind Turbine Anomaly Detection Dataset," contains real-world SCADA data from wind turbines. It is designed for testing and developing anomaly detection algorithms for wind energy systems.
Dataset Overview
Duration: 89 years of cumulative operating data
Turbines: 36 wind turbines across 3 wind farms
Datasets: 95 total datasets
44 contain… See the full description on the dataset page: https://huggingface.co/datasets/kevykibbz/wind-turbine-scada-data-for-early-fault-detection.industrial-scada-plc-automation-2026
⚙️ Industrial SCADA & PLC Automation (IEC 61131-3) SFT/DPO Suite
Frontier synthetic alignment dataset engineered for fine-tuning Large Language Models on mission-critical Industrial Automation, Siemens S7 SCL, Rockwell Studio 5000 ST, Beckhoff TwinCAT 3, Schneider M580, IEC 61508 SIL-3 Safety Systems, and SCADA fieldbus telemetry.
📊 Empirical Fine-Tuning Benchmark Delta Matrix
Evaluation Benchmark / Stress Dimension
Base Foundation Model… See the full description on the dataset page: https://huggingface.co/datasets/beatsprom/industrial-scada-plc-automation-2026.pipelinewatch-scada-synthetic
PipelineWatch — Synthetic Pipeline SCADA Leak-Detection Dataset
Part of the Aria AI oil, gas & petrochemical technical-validation portfolio.
See the companion model: alirezaaminzadeh/pipelinewatch-leak-detector
and Space: alirezaaminzadeh/pipelinewatch-leak-detection.
Data honesty
This dataset is 100% synthetic. It is generated by a simplified hydraulic/SCADA simulator
(src/pipelinewatch/simulate.py) — there is no real pipeline, SCADA historian, or customer data… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/pipelinewatch-scada-synthetic.XSB_and_MS-XSB
Dataset Overview
XSB and MS-XSB are benchmarks designed to systematically evaluate exaggerated safety behaviours in large language models (LLMs).
XSB focuses on single-turn interactions, while MS-XSB evaluates more complex, multi-turn conversational scenarios.
Data Composition
XSB (Single-Turn):
580 safe prompts across 12 categories that are often misclassified as unsafe.
MS-XSB (Multi-Turn):
600 prompts embedded within 30 conversational scenarios.
Individual… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/XSB_and_MS-XSB.aiwithcagri_wind-turbine-gearbox-anomaly-detection-5year-scada
Wind Turbine Gearbox Anomaly Detection 5Year SCADA
5 years of high-resolution SCADA data with 525,600 samples, featuring labeled ge
Dataset Info
Source: Kaggle
Original Size: 6.33 MB
Kaggle Downloads: 190
Files: 2
Files
turbine_5yr_complex_data.csv
turbine_5yr_labeled_data.csv
Mirrored from Kaggle
KELMARSH-SCADA
KELMARSH-SCADA — turbine availability state from the operating point (reasoning track)
Part of the AI4Manufacturing FORGE corpus (Category C, task T-C1), and the corpus's first
SCADA dataset. Each record is one ten-minute operating record of a utility-scale wind turbine,
drawn as two panels: on the left, where that record sits on the wind-speed/power plane against the
fleet's own measured power curve (median line, inter-quartile band, and a scatter of the fleet's
operating… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/KELMARSH-SCADA.example_dataset
example_dataset
This dataset was generated using a phospho starter pack.
This dataset contains a series of episodes recorded with a robot and multiple cameras. It can be directly used to train a policy using imitation learning. It's compatible with LeRobot and RLDS.
wind-turbine-scada-data-for-early-fault-detection
Wind Turbine SCADA Data For Early Fault Detection
About the Dataset
This dataset, originally published as "CARE to Compare: Wind Turbine Anomaly Detection Dataset," contains real-world SCADA data from wind turbines. It is designed for testing and developing anomaly detection algorithms for wind energy systems.
Dataset Overview
Duration: 89 years of cumulative operating data
Turbines: 36 wind turbines across 3 wind farms
Datasets: 95 total datasets… See the full description on the dataset page: https://huggingface.co/datasets/Chenglipzzc/wind-turbine-scada-data-for-early-fault-detection.ParaDeHate
PARADEHATE
Paper: LLM in the Loop: Creating the ParaDeHate Dataset for Hate Speech Detoxification
Dataset Summary
ParaDeHate is a parallel dataset designed for hate speech detoxification, containing 8,276 pairs of toxic (hate speech) and detoxified (non-hateful) text samples. It was created using an LLM-in-the-loop pipeline with GPT-4o-mini, automating the process of rewriting hate speech into non-toxic, semantically equivalent text. The dataset is sourced from four… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/ParaDeHate.wind-turbine-scada-dataSlideInsight_Cache
About this Dataset
This Dataset contains data from several Presentation Slides. For each Slide the following information is available:
key: recordID_pdfNumber_slideNumber
zenodo_record_id : record ID
zenodo_filename: PDF Filename
text_embedding: Text Embedding (using the mixedbread-ai/mxbai-embed-large-v1 model)
visual_embedding: Vision Embedding (using the openai/clip-vit-base-patch32 model)
mixed_embedding: Mixed Embedding (text embedding of a generated structured… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/SlideInsight_Cache.scad_event_entailment
Dataset Card for "scad_event_entailment"
More Information needed
SlideInsight_Cache_v2
About this Dataset
This Dataset contains data from several Presentation Slides as part of the NFDI4BIOIMAGE project SlideInsight to gain insights into presentation slides through multimodal AI models.
For each Slide the following information is available:
key: recordID_pdfNumber_slideNumber
zenodo_record_id: record ID
zenodo_filename: PDF Filename
page_number: PDF Slide Number
text_embedding: Text Embedding (using the mixedbread-ai/mxbai-embed-large-v1 model)… See the full description on the dataset page: https://huggingface.co/datasets/ScaDSAI/SlideInsight_Cache_v2.autotrain-data-DistilBert-500-500
Dataset Card for "autotrain-data-DistilBert-500-500"
More Information needed
vestasv52-scada-windturbine-granadaDesigned and generated by https://simulatexp.dev
Vestas V52 Wind Turbine SCADA Synthetic Dataset - Granada Peri-Urban Installation
This synthetic dataset contains comprehensive SCADA (Supervisory Control and Data Acquisition) data simulating a Vestas V52 wind turbine operating in a peri-urban environment in Granada, Spain. The dataset captures 40,000 one-minute aggregated sensor readings across 24 parameters, simulating realistic operational conditions and fault scenarios for… See the full description on the dataset page: https://huggingface.co/datasets/Sakura81537/vestasv52-scada-windturbine-granada.SCADscadaphotodatasetScadaData100kScadaomnivex