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Showing content from https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ravel.html below:

pandas.Series.ravel — pandas 2.3.1 documentation

Return the flattened underlying data as an ndarray or ExtensionArray.

Deprecated since version 2.2.0: Series.ravel is deprecated. The underlying array is already 1D, so ravel is not necessary. Use to_numpy() for conversion to a numpy array instead.

>>> s = pd.Series([1, 2, 3])
>>> s.ravel()  
array([1, 2, 3])

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