Interesting question on Stack Overflow:
http://stackoverflow.com/questions/24402737/how-to-read-gz-files-in-spark-using-wholetextfiles

Is it possible to read gzipped files using wholeTextFiles()? Alternately,
is it possible to read the source file names using textFile()?
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