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- coerce_column_types: compare dtype string reprs, not dtype objects (elementwise dtype-object comparison raises under numpy 2.5) - strip_columns: select string columns via is_string_dtype, since pandas 3.0 renamed the default string dtype object -> str - validate_shapefile: build DataFrame then astype(str) (dtype=str at construction routes geometry through Arrow -> "1-dimensional arrays") - tests: str.replace repl now optional; geom_type returns nan not None; dtype label object -> str
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