uros-b opened a new pull request, #58179:
URL: https://github.com/apache/spark/pull/58179

   ### What changes were proposed in this pull request?
   
   Fixes typos in two rendered documentation pages:
   - `docs/quick-start.md`: "Spark's primary abstracted is called a Dataset" -> 
"abstraction" (2 occurrences, in the Scala and Python sections), and "the Spark 
souce directory" -> "source directory" (2 occurrences).
   - `docs/security.md`: "The secret key used authentication" -> "used for 
authentication".
   
   ### Why are the changes needed?
   
   These are user-facing typos and a grammar error. `quick-start.md` is the 
first tutorial many users read.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No. Documentation-only typo fixes.
   
   ### How was this patch tested?
   
   No tests needed; documentation-only. The corrected words were checked to 
read correctly in context.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Claude Code (Opus 4.8)
   


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