data visualization
plotting
legend positioning
chart customization
matplotlib
How to put the legend outside the plot
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Goal: How to put the legend outside the plot
Direct Answer
Set layout and typography explicitly in Matplotlib instead of relying on defaults.
Recommended Workflow
- Reproduce the behavior with a minimal test case.
- Verify runtime, dependencies, and configuration.
- Apply the smallest targeted fix.
- Re-run the validation on real input.
Concrete Example
Validation Checklist
- Primary scenario behaves as expected.
- Edge cases are explicitly handled.
- The change is repeatable in the target environment.
Common Pitfalls
- Verify versions and active configuration before changing code.
- Use representative sample input instead of synthetic happy-path only.
- Change one variable at a time so regressions are attributable.
Summary
Solve for correctness first, then optimize. Tags: data visualization, plotting, legend positioning, chart customization, matplotlib.

