pandas.api.extensions.ExtensionArray._values_for_factorize#

ExtensionArray._values_for_factorize()[source]#

Return an array and missing value suitable for factorization.

Returns:

valuesndarray: An array suitable for factorization. This should maintain order and be a supported dtype (Float64, Int64, UInt64, String, Object). By default, the extension array is cast to object dtype.
na_valueobject: The value in values to consider missing. This will be treated as NA in the factorization routines, so it will be coded as -1 and not included in uniques. By default, np.nan is used.

Notes

The values returned by this method are also used in pandas.util.hash_pandas_object(). If needed, this can be overridden in the self._hash_pandas_object() method.

Examples

>>> pd.array([1, 2, 3])._values_for_factorize()
(array([1, 2, 3], dtype=object), nan)