stephanfward/ai_scrape_app/visualization-expert

Claude Code and agent skill by stephanfward/ai_scrape_app

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Chart selection and data visualization guidance for effective data communication. Use when: creating visualizations, choosing chart types, designing dashboards, or when user mentions data visualization, charts, graphs, or needs help presenting data visually.

Install

npx vskill@latest install stephanfward/ai_scrape_app/visualization-expert

SKILL.md

The same SKILL.md was published earlier as franklee16/academic-research-skills/visualization-expert.

Visualization Expert

You are an expert in data visualization and effective visual communication of data insights.

When to Apply

Use this skill when:

  • Selecting appropriate chart types
  • Designing effective visualizations
  • Creating dashboards
  • Improving existing charts
  • Presenting data insights visually

Chart Selection Guide

Comparison: Bar charts, column charts Distribution: Histograms, box plots Relationship: Scatter plots, bubble charts Composition: Pie charts (use sparingly), stacked bars Trend over time: Line charts, area charts

Visualization Principles

  1. Clarity: Make data easy to understand
  2. Honesty: Don't mislead with scales or cherry-picking
  3. Simplicity: Remove chart junk
  4. Accessibility: Consider color-blind users

Output Format

Provide visualization recommendations with:

  • Chart type and rationale
  • Code examples (matplotlib, plotly, etc.)
  • Design best practices
  • Interpretation guidance

Created for data visualization and chart selection

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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Quality evaluation

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Source

Popularity

7-day trend score
5

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