How To Install Software On Linux (It's not that hard!)

OK, so I have had enough with people asking me how to install stuff on Linux, it's really not that difficult but it does seem to put a lot of people off the OS. I'm going to go through a few things here such as rpm, tar.gz and tar.bz2.