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Data Provenance Support in Entity Resolution Wang
Supervisor: Dr. Qing WangCOMP4560: Advanced Computing Project
Australian National University Semester 2, 2016
October 28, 2016AcknowledgementsI wish
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How to fill out data provenance support in
01
To fill out data provenance support, follow these steps:
02
Start by identifying the source of the data. This could be a database, file, sensor, or any other means of data collection.
03
Document the data collection process. Include details such as the date and time of collection, the methodology used, and any relevant parameters.
04
Record any transformations or manipulations applied to the data. This includes data cleaning, filtering, aggregation, or any other data manipulation techniques.
05
Keep track of any software or tools used during the data processing. This could include programming languages, libraries, algorithms, or specific software versions.
06
Document any changes or updates made to the data. This includes updates to the data structure, schema, or any modifications to individual data points.
07
Capture any metadata associated with the data. This includes information such as the data format, data size, data type, and any associated metadata files.
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Finally, ensure that all the above information is recorded in a clear and consistent manner, preferably using standardized formats or metadata models.
Who needs data provenance support in?
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Data provenance support is needed by various stakeholders including:
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- Data scientists and analysts who need to understand the origin and processing of data to ensure its reliability and suitability for analysis.
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- Regulatory bodies and auditors who require a clear audit trail of data to ensure compliance with regulations and standards.
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- Organizations involved in data sharing or collaborations, where the provenance of data plays a crucial role in trust and accountability.
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- Researchers who need to reproduce and validate experiments, where understanding data provenance is essential.
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- Data governance teams who are responsible for maintaining data quality and integrity throughout its lifecycle.
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- Data consumers who need to make informed decisions based on reliable and trustworthy data.
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- Data engineers and developers who need to debug and troubleshoot data-related issues.
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- Data privacy and security officers who need to track and monitor the flow of sensitive data.
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What is data provenance support in?
Data provenance support is in ensuring the traceability and history of data from its origin to its current state.
Who is required to file data provenance support in?
All organizations handling sensitive data are required to file data provenance support.
How to fill out data provenance support in?
Data provenance support is filled out by documenting the sources, transformations, and movements of data.
What is the purpose of data provenance support in?
The purpose of data provenance support is to enhance data transparency, reproducibility, and trustworthiness.
What information must be reported on data provenance support in?
Information such as data sources, data transformations, data movements, and timestamps must be reported on data provenance support.
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