Publication graphics gallery

This is a supplementary Python visual guide. It does not change the frozen 59/59 canonical article parity. Every image is generated deterministically from package functions.

Diagnostic dashboard.
plot_diagnostic_dashboard()

Reporting checklist.
plot_reporting_checklist()

Model comparison.
plot_model_comparison()

Model weights.
plot_model_weights()

Uncertainty decomposition.
plot_uncertainty_decomposition()

Group effects.
plot_group_effects()

Variance components.
plot_variance_components()

Interpretation boundary

Visual diagnostics remain descriptive evidence. They do not automatically certify adequacy, exclude observations, or select a model.

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