Specify .tar.gz format for gzip-compressed tarballs

[mjang]

Proposed changes

Standardize on the use of tar.gz for gzip-compressed tarballs

• Preferred over tgz
  (There are also bzip2-compressed tarballs which are in a different format, tar.bz2

Closes #ISSUE

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