If you're using the script, you should be running Ubuntu MATE 15.04. If it opens the script as a text file, you're probably running vanilla Ubuntu. That's what the instructions link to, so it's semi-confusing :)
The official download for MATE 15.04 is broken right now, but if you Google there...