untar filename.tr.gz to directory "filename"
You can change directory before extracting with the -C flag, but the directory has to exist already. (If you create file-specific directories, I strongly recommend against calling them foo.tar.gz - the extension implies that it's an archive file but it's actually a directory. That will lead to confusion.)