If you want to turn a pandas Series into a NumPy array, use Series.values.
My previous tips on pandas.
DuckDB: Simplify DataFrame Analysis with Serverless SQL
Simplifying Dataset Comparison with Datacompy
Fuzzy Joining Tables with Non-Exact Matching Entries
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