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TACO: Visualizing Changes in Tables Over Time

机译:TACO:可视化表随时间的变化

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摘要

Multivariate, tabular data is one of the most common data structures used in many different domains. Over time, tables can undergo changes in both structure and content, which results in multiple versions of the same table. A challenging task when working with such derived tables is to understand what exactly has changed between versions in terms of additions/deletions, reorder, merge/split, and content changes. For textual data, a variety of commonplace “diff” tools exist that support the task of investigating changes between revisions of a text. Although there are some comparison tools which assist users in inspecting differences between multiple table instances, the resulting visualizations are often difficult to interpret or do not scale to large tables with thousands of rows and columns. To address these challenges, we developed TACO, an interactive comparison tool that visualizes the differences between multiple tables at various levels of detail. With TACO we show (1) the aggregated differences between multiple table versions over time, (2) the aggregated changes between two selected table versions, and (3) detailed changes between the selected tables. To demonstrate the effectiveness of our approach, we show its application by means of two usage scenarios.
机译:多元表格数据是在许多不同领域中使用的最常见的数据结构之一。随着时间的流逝,表的结构和内容都会发生变化,从而导致同一表的多个版本。使用此类派生表时,一项艰巨的任务是要了解各个版本之间在添加/删除,重新排序,合并/拆分和内容更改方面究竟发生了什么变化。对于文本数据,存在多种常用的“差异”工具,这些工具可支持调查文本修订版之间的更改的任务。尽管有一些比较工具可以帮助用户检查多个表实例之间的差异,但是最终的可视化效果通常难以解释,或者无法缩放到具有数千行和列的大型表。为了应对这些挑战,我们开发了TACO,这是一种交互式比较工具,可以在各个细节级别上可视化多个表之间的差异。使用TACO,我们可以显示(1)多个表版本之间的累计差异,(2)两个选定表版本之间的汇总变更,以及(3)选定表之间的详细变更。为了演示我们方法的有效性,我们通过两种使用场景来展示其应用。

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