Floating Solar PV Electrical Safety and Fault Counterfactual QA Dataset

#counterfactual reasoning #electrical fault analysis #risk chain assessment #floating solar PV safety assessment #photovoltaic fault diagnosis #electrical risk management

5000
0.3GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-03

AI Analysis & Value Prop

This dataset presents fault and risk scenarios involving cable routing, connectors, insulation, and electrical protection in floating solar PV systems, paired with questions that change a specified condition. Answers examine whether a fault could still occur, how the risk chain and protective response may change, and which conclusions depend on missing information. It supports electrical safety analysis, fault reasoning, and model training or evaluation for reasoning tasks.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
answer	string	A direct response explaining whether the fault or risk remains possible under the specified change.
risk_chain_analysis	string	An explanation of how the changed condition affects electrical hazards, fault propagation, or protective responses.
scenario_description	string	The original fault or risk scenario, including relevant cable routing, connectors, insulation, and electrical protection details.
evidence_dependencies	string	A statement distinguishing conclusions supported by the provided information from those that depend on unstated assumptions or missing details.
counterfactual_question	string	The question specifying a changed condition to assess in relation to the original scenario.
fault_persistence_assessment	string	An assessment of whether the original fault could still occur under the counterfactual condition, with appropriate qualifications when information is insufficient.

Compliance Statement

Authorization Type	Proprietary - Commercial AI Training License (No Redistribution)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What does the dataset cover?: It focuses on fault and risk scenarios involving cable routing, connectors, insulation, and electrical protection in floating solar PV systems. Counterfactual questions change a specified condition, and answers assess fault persistence, changes to risk propagation or protective responses, and limitations caused by insufficient information.

What is the data format, and which tasks does it support?: The data is organized as text-based question-answer records with fields for the original scenario, counterfactual question, answer, fault persistence assessment, risk chain analysis, and evidence dependencies. It can support counterfactual reasoning, electrical fault analysis, risk assessment, reasoning-oriented supervised fine-tuning, and related evaluations.

What information is available about dataset size and quality?: The available information does not specify sample count, coverage, or quality metrics; consult the product listing or delivered files for those details. The records are designed to explain the effects of changed conditions and identify evidence or assumptions behind conclusions. Expert review is still recommended before operational use.

How can I obtain the data, and what are the licensing terms?: Use the delivery channel provided on the product page or platform, and check the stated license scope, commercial-use conditions, and redistribution restrictions before downloading or using the data. No specific license terms are provided here, so free commercial use or resale should not be assumed.

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Cite this Work

@dataset{Mobiusi2026,
  title={Floating Solar PV Electrical Safety and Fault Counterfactual QA Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/4bdf935c4d91d11e8869222ae10a448c},
  urldate={2026-10-19},
  keywords={floating solar PV,electrical safety,fault QA,counterfactual reasoning data,cable fault analysis,insulation risk,risk chain analysis,reasoning SFT data},
  version={1.0}
}

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