Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/3517#issuecomment-65017377
  
    Instead of adding this note, what do you think about changing the existing 
documentation to not say "JSON file" (since that brings along confusing 
connotations)?  How about something like this:
    
    ```
    `jsonFile` - loads data from a directory of text files where each line of 
the files is a JSON object.
    ```


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