Hi Sarah, I guess you have arrived now, or are just about to. I know of lots of playgroups around the Mawson Lakes area, so it really depends on where you move to. I too have children of the same age (3.5 and 1.5 years). I found lots of groups that accommodated the ages of both my children so that none of them got bored.
If you need any suggestions just let me know.