celestehorgan opened a new pull request, #54428:
URL: https://github.com/apache/spark/pull/54428

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   ### What changes were proposed in this pull request?
   
   This pull request clarifies some of the language around DataFrames and 
Datasets in the Python Quickstart, and corrects some grammar/sentence structure 
in the first section of the Quickstart guide. No breaking changes are 
introduced. 
   
   
   ### Why are the changes needed?
   
   The Quickstart is one of the highest traffic-ed pages in any documentation 
website. The original authors saw fit to introduce the idea of DataFrames vs. 
Datasets in the Python quickstart, but the user needs to understand *why* that 
matters (namely, that other languages they might use Spark in implement things 
differently – indeed, the Scala quickstart one tab over sticks entirely with 
the concept of Datasets).
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes! Some language in https://spark.apache.org/docs/latest/quick-start.html 
changes.
   
   ### How was this patch tested?
   
   This patch was built locally to ensure the website still built.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   No
   


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