Standardise Country Names

Normalise a country column so each country has a single canonical spelling.

When to invoke

• User says the dataset has inconsistent country names, duplicates like "USA" vs "United States", mixed casing, or aliases.
• Preparing data for add-iso3166 — standardising first improves lookup hit rate.

Procedure