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Get Started Free →Create analytical charts and plots from existing data. Use for exploratory or reporting visuals such as bars, lines, scatters, and dashboards; not for publication-grade scientific figures or AI-generated schematics.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -47% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -40% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -23% | 0% |
| case-05 | ✓→✓ | = Same ✓ | -44% | 0% |
| case-01 | ✓→✓ | = Same ✓ | -40% | 0% |
Use this skill when the user needs a chart from data that already exists.
This skill focuses on everyday analytical visualization choices: bars, lines, scatters, distributions, comparisons, and simple dashboards.
scientific-visualizationscientific-schematics or markdown-mermaid-writingscientific-reportingexploratory-data-analysis before plotting questionable datascientific-visualization if the chart must meet publication standardsOther measured skills in the registry, with their headline benchmark lift.