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HYPNOS: Interactive Data Lineage Tracing for Data Transformation Scripts.

Xiwen Cai, Xiaodong Ge, Kai Xiong

    IEEE Transactions on Visualization and Computer Graphics
    |March 18, 2025
    PubMed
    Summary
    This summary is machine-generated.

    HYPNOS is a new visualization system that simplifies data lineage tracing for data transformation scripts. It helps data analysts efficiently understand how data is processed and identify issues by providing interactive lineage views.

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    Area of Science:

    • Data Science
    • Information Visualization
    • Software Engineering

    Background:

    • Data validation is crucial for reliable data analysis.
    • Manual data lineage tracing is complex and time-consuming for analysts.
    • Understanding data derivation is essential for debugging and validation.

    Purpose of the Study:

    • To introduce HYPNOS, a visualization system for interactive data lineage tracing.
    • To support both schema-level and instance-level data lineage capture from transformation scripts.
    • To provide intuitive views for data transformation process overview and detailed tracing.

    Main Methods:

    • Developed a lineage module to parse and adapt data transformation scripts.
    • Implemented a visualization system with a lineage view and a detail view.
    • Captured schema-level and instance-level data lineage.
    • Conducted a use case, expert interviews, and a user study to evaluate the system.

    Main Results:

    • HYPNOS effectively captures and visualizes data lineage from transformation scripts.
    • The system provides interactive views for exploring data relationships at different levels.
    • Users can efficiently trace instance-level data lineage and inspect details.
    • Demonstrated usability and effectiveness through user studies and expert feedback.

    Conclusions:

    • HYPNOS significantly aids data analysts in understanding and debugging data transformation pipelines.
    • The system reduces the complexity and time required for data lineage tracing.
    • Interactive visualization is a powerful approach for managing complex data workflows.