An open dataset of data lineage graphs for data governance research

IF 3.8 3区计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS

Visual Informatics Pub Date : 2024-03-01 DOI:10.1016/j.visinf.2024.01.001

Yunpeng Chen , Ying Zhao , Xuanjing Li , Jiang Zhang , Jiang Long , Fangfang Zhou

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引用次数: 0

Abstract

Data have become valuable assets for enterprises. Data governance aims to manage and reuse data assets, facilitating enterprise management and enabling product innovations. A data lineage graph (DLG) is an abstracted collection of data assets and their data lineages in data governance. Analyzing DLGs can provide rich data insights for data governance. However, the progress of data governance technologies is hindered by the shortage of available open datasets for DLGs. This paper introduces an open dataset of DLGs, including the DLG model, the dataset construction process, and applied areas. This real-world dataset is sourced from Huawei Cloud Computing Technology Company Limited, which contains 18 DLGs with three types of data assets and two types of relations. To the best of our knowledge, this dataset is the first open dataset of DLGs for data governance. This dataset can also support the development of other application areas, such as graph analytics and visualization.

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用于数据治理研究的开放式数据集--数据脉络图

数据已成为企业的宝贵资产。数据治理旨在管理和重用数据资产，促进企业管理和产品创新。数据脉络图（DLG）是数据治理中数据资产及其数据脉络的抽象集合。分析 DLG 可以为数据治理提供丰富的数据洞察力。然而，由于缺乏可用的 DLG 开放数据集，数据治理技术的发展受到了阻碍。本文介绍了一个 DLG 开放数据集，包括 DLG 模型、数据集构建过程和应用领域。这个真实世界的数据集来自华为云计算技术有限公司，包含 18 个 DLGs，其中有三类数据资产和两类关系。据我们所知，该数据集是首个用于数据治理的 DLGs 开放数据集。该数据集还可支持图分析和可视化等其他应用领域的开发。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Visual Informatics Computer Science-Computer Graphics and Computer-Aided Design

CiteScore

6.70

自引率

3.30%

发文量

审稿时长

79 days