Frontend Development 11 min read

A Comprehensive Front‑End Guide to Data Visualization Techniques

This article provides a thorough front‑end guide to data visualization, covering its definition, scientific and information branches, a step‑by‑step workflow, common pitfalls, and a curated list of tools and libraries such as AntV G2, F2, G6, L7 and others for various scenarios including general reports, mobile, large‑screen dashboards, graph editing, and geographic visualizations.

AntTech
AntTech
AntTech
A Comprehensive Front‑End Guide to Data Visualization Techniques

Data visualization transforms data into interactive graphics to enhance cognition, enabling discovery, explanation, analysis, decision‑making, and learning.

What is Data Visualization? It includes scientific visualization, information visualization, and visual analytics, each focusing on different data types and goals.

How to Perform Data Visualization The process involves defining the problem, selecting data and its structure, determining dimensions, choosing appropriate chart types, and designing interactions.

Typical Scenarios and Tools Common use cases are general reports, mobile charts, large‑screen dashboards, graph editing/analysis, and geographic visualizations. Recommended libraries include AntV G2 (general charts), AntV F2 (mobile), AntV G6 (graph), L7 (geographic), as well as BizCharts, VisER, and open‑source projects like Highcharts and ECharts.

Common Problems Misuse of chart types, handling large data volumes, and ensuring cross‑device compatibility are highlighted, with solutions such as data aggregation, sampling, and layering.

Recommendations Choose G2 for PC‑centric, feature‑rich dashboards; use F2 for mobile‑first applications; adopt G6 for graph editing and analysis; and leverage L7 for high‑performance geographic visualizations.

Overall, this guide serves as an entry point for front‑end developers interested in data visualization, offering practical steps, tool references, and best‑practice advice.

frontendData VisualizationG6AntVF2chart librariesG2L7
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