itholic commented on PR #38018:
URL: https://github.com/apache/spark/pull/38018#issuecomment-1261583694

   Yeah, and more specifically, the "pandas-on-Spark" is used when the another 
noun follows right after "pandas API on Spark".
   
   For example,
   
   "pandas API on Spark DataFrame is distributed"
   
   When reading the above sentence, the readers may confuse between:
   - is this indicate "pandas API" on Spark DataFrame ?
   - is this indicate "pandas API on Spark" DataFrame ?
   
   So, we use "pandas-on-Spark DataFrame" in this case.


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