def METHOD_NAME():
    df = pd.read_csv("./tests/datasets/fake_1000_from_splink_demos.csv")
    linker = DuckDBLinker(df, connection=":memory:")
    linker.profile_columns(
        ["first_name", "surname", "first_name || surname", "concat(city, first_name)"],
        top_n=15,
        bottom_n=15,
    )
    linker.profile_columns(
        [
            "first_name",
            ["surname"],
            ["first_name", "surname"],
            ["city", "first_name", "dob"],
            ["first_name", "surname", "city", "dob"],
        ],
        top_n=15,
        bottom_n=15,
    )