itholic opened a new pull request #33735:
URL: https://github.com/apache/spark/pull/33735


   ### What changes were proposed in this pull request?
   
   This PR proposes to fix `Series.astype` when converting datetime to 
StringDtype, to match the behavior of pandas 1.3.
   
   In pandas < 1.3,
   ```python
   >>> pd.Series(["2020-10-27 00:00:01", None], 
name="datetime").astype("string")
   0    2020-10-27 00:00:01
   1                    NaT
   Name: datetime, dtype: string
   ```
   
   This is changed to
   
   ```python
   0    2020-10-27 00:00:01
   1                   <NA>
   Name: datetime, dtype: string
   ```
   
   in pandas >= 1.3, so we follow the behavior of latest pandas.
   
   ### Why are the changes needed?
   
   Because pandas-on-Spark always follow the behavior of latest pandas.
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes, the behavior is changed to latest pandas when converting datetime to 
nullable string (StringDtype)
   
   ### How was this patch tested?
   
   Unittest passed


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