where is the osx install disk for mac book air
There isn't one for Macs which shipped with 10.7 or newer. Use the preloaded recovery partition(press Option at startup) instead.
Can I do a re-install from there or a thumb drive boot?
Yes. Except that it's on the same physical drive as the installed OS, it works like an install DVD or thumbdrive.
Retrieving data ...