Github user NathanHowell commented on the issue:

    https://github.com/apache/spark/pull/16386
  
    @HyukjinKwon I just pushed a change that makes the corrupt record handling 
consistent: if a corrupt record column is defined it will always get the json 
text for failed records. If `wholeFile` is enabled a warning is emitted.
    
    I think more discussion is needed to figure out the best way to handle 
corrupt records and exceptions, perhaps it can be shelved for now and we can 
pick it up later under another ticket?


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