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Get Started Free →Publication-quality chart patterns for agentsociety-analysis Stage 4 refine — Okabe-Ito palettes, seaborn CI bands, small multiples, error bars, grayscale-safe encoding. Use when writing run-code chart scripts or reviewing chart QA failures.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | -16% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 80% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -38% | 0% |
| case-16 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-22 | ✓→✗ | ▼ Worse | -53% | 0% |
Active only during agentsociety-analysis explore/refine/produce. Does not replace figure contracts or harness gates.
charts/chart_NN_*.py via run-codevalidate-chartreferences/charts.mdreferences/chart-recipes.mdassets/chart_scaffold.reference.pyreferences/api.md| Source | Absorbed | | -------------------------------- | --------------------------------------------------------------------------- | | K-Dense scientific-visualization | Okabe-Ito, CI/error bars, multi-panel labels, grayscale test | | seaborn | set_theme(ticks, paper, colorblind), lineplot CI, boxplot+stripplot | | Observable Plot | Defaults-first workflow, faceting, shared scales | | Tufte | Small multiples, chart junk removal | | Cursor canvas | Mandatory metric titles, axis units, source in caption |
Agg requiredassets/ required; interactive HTML optionalCopy scaffold → pick recipe letter (A–G) → fill SQL/pandas → save_chart_bundle → rubric → compose-figure if needed.
Other measured skills in the registry, with their headline benchmark lift.