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Get Started Free →Orchestrates matplotlib and seaborn pipelines for rendering figures.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 57% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -3% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -8% | 0% |
You are interacting with the src/visualization/ rendering layer.
random_state=42) for algorithmic layouts like spring_layout in NetworkX spatial mappings. Layouts should not drastically warp across identical runs.plt.show()) mid-pipeline. The Agg backend must be functional.Other measured skills in the registry, with their headline benchmark lift.