Migration from gpmapr

gpmappy keeps function parity while using Python conventions.

Mapping examples

• gpmapr::all_traits() -> gpmappy.all_traits()
• gpmapr::trait(trait_id) -> gpmappy.trait(trait_id)
• gpmapr::variants(variants, expand=TRUE) -> gpmappy.variants(variants, expand=True)
• gpmapr::upload_gwas(...) -> gpmappy.upload_gwas(...)

Key differences

• Snake_case naming is preserved where already present.
• Module wrappers and GpmapClient class are both supported.
• Tabular outputs auto-convert to pandas DataFrames when pandas is installed.
• Set as_dataframe=False on supported methods for a pure list-of-dict output.