infinite-dataset-hub/KeyFunctionalAnomalies

--- license: mit tags: - infinite-dataset-hub - synthetic --- # KeyFunctionalAnomalies tags: Anomaly Detection, Transformation Data, Integrator Function _Note: This is an AI-generated dataset so its content may be inaccurate or false_ **Dataset Description:** The 'KeyFunctionalAnomalies' dataset is designed to support machine learning practitioners in the development of anomaly detection systems, with a focus on identifying irregularities within functional keys during data transformation and integration processes. Each record contains details about key-related anomalies detected during the transformation of data by an integrator function. The dataset is intended for researchers and engineers working on maintaining data quality and integrity in the field of data science. **CSV Content Preview:** ```csv RecordID,Timestamp,KeyName,KeyValue,TransformType,IntegratorFunction,AnomalyType,Labels 1,2023-01-01T08:30:00,KF-123,ABC-456,Normalization,Integrator-X,Type-I,Anomaly: Key Value Deviation 2,2023-01-01T09:45:00,KF-124,DEF-789,Normalization,Integrator-Y,Type-II,Anomaly: Integrator Misalignment 3,2023-01-02T10:15:00,KF-125,GHI-012,Standardization,Integrator-Z,Type-I,Anomaly: Value Outlier 4,2023-01-02T11:00:00,KF-126,JKL-345,Normalization,Integrator-X,Type-II,Anomaly: Function Misconfiguration 5,2023-01-02T12:30:00,KF-127,MNO-678,Standardization,Integrator-Y,Type-I,Anomaly: Key Format Inconsistency ``` **Source of the data:** The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'KEY Transform Integrator Key Funktion': - **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=KEY+Transform+Integrator+Key+Funktion&dataset=KeyFunctionalAnomalies&tags=Anomaly+Detection,+Transformation+Data,+Integrator+Function - **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hublicense: MIT协议 tags: - infinite-dataset-hub - synthetic # 关键功能异常数据集（KeyFunctionalAnomalies） 标签：异常检测（Anomaly Detection）、转换数据（Transformation Data）、集成器函数（Integrator Function） 注意：本数据集由人工智能生成，其内容可能存在不准确或虚假信息 **数据集描述：** 本数据集旨在助力机器学习从业者开发异常检测系统，重点聚焦数据转换与集成过程中功能键内的异常识别。每条记录均包含集成器函数执行数据转换时检测到的键相关异常详情。本数据集面向数据科学领域中致力于维护数据质量与完整性的研究人员与工程师。 **CSV内容预览：** csv 记录ID,时间戳,键名,键值,转换类型,集成器函数,异常类型,标签 1,2023-01-01T08:30:00,KF-123,ABC-456,归一化,Integrator-X,Type-I,Anomaly: 键值偏差 2,2023-01-01T09:45:00,KF-124,DEF-789,归一化,Integrator-Y,Type-II,Anomaly: 集成器错位 3,2023-01-02T10:15:00,KF-125,GHI-012,标准化,Integrator-Z,Type-I,Anomaly: 值异常 4,2023-01-02T11:00:00,KF-126,JKL-345,归一化,Integrator-X,Type-II,Anomaly: 函数配置错误 5,2023-01-02T12:30:00,KF-127,MNO-678,标准化,Integrator-Y,Type-I,Anomaly: 键格式不一致 **数据来源：** 本数据集通过[无限数据集中心（Infinite Dataset Hub）](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub)与microsoft/Phi-3-mini-4k-instruct模型生成，所用查询语句为'KEY Transform Integrator Key Funktion'： - **数据集生成页面**：https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=KEY+Transform+Integrator+Key+Funktion&dataset=KeyFunctionalAnomalies&tags=Anomaly+Detection,+Transformation+Data,+Integrator+Function - **模型**：https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **更多数据集**：https://huggingface.co/datasets?other=infinite-dataset-hub