Yicong-Huang opened a new pull request, #52897:
URL: https://github.com/apache/spark/pull/52897

   ### What changes were proposed in this pull request?
   Following up with #52680, this PR removes the additional intermedia data 
frame in non-arrow code path of `df.toPandas`. 
   
   
   ### Why are the changes needed?
   We no longer needs to convert to an intermediate data frame, then convert it 
again. 
   
   ### Does this PR introduce _any_ user-facing change?
   No
   
   ### How was this patch tested?
   Unit tests.
   
   
   ### Was this patch authored or co-authored using generative AI tooling?
   No
   


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