mlsanityData to 14 Oct 2026

A Formalism and Library for Database Visualization

arXiv 2504.08979 ↗First posted 11 Apr 2025cs.DB cs.HCcited by 1

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Abstract (arXiv)

Existing data visualization formalisms are restricted to single-table inputs, which makes existing visualization grammars like Vega-lite or ggplot2 tedious to use, have overly complex APIs, and unsound when visualization multi-table data. This paper presents the first visualization formalism to support databases as input -- in other words, *database visualization*. A visualization specification is defined as a mapping from database constraints (e.g., schemas, types, foreign keys) to visual representations of those constraints, and we state that a visualization is *faithful* if it visually preserves the underlying database constraints. This formalism explains how visualization designs are the result of implicit data modeling decisions. We further develop a javascript library called dvl and use a series of case studies to show its expressiveness over specialized visualization systems and existing grammar-based languages.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 11 Apr 2025.

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