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check_reference_data() now returns the (possibly coerced) reference_data and the call site captures the result so downstream code sees the fixed columns. A new coerce_reference_data_columns() helper is called before the strict class check inside check_reference_data(). It coerces columns to the expected types: - mo -> as.mo() if not already <mo> class - ab -> as.ab() if not already <ab> class - character columns -> as.character() (e.g. host = NA becomes NA_character_) - numeric columns -> as.double() - logical columns -> as.logical() This allows users to build a custom reference_data from a plain data.frame without having to pre-apply as.mo()/as.ab() or worry about NA column types. Updated the reference_data roxygen argument to document the auto-coercion and restored the tests to the simpler form that uses plain character assignments, relying on the new coercion instead of workarounds. https://claude.ai/code/session_01Q8KtFFGG9qrjAgLJBbxG2U