Your suggestion 3 is not good English. You could try things along the lines of:
I chose (to do) X because ...
Whilst it may not be immediately obvious why I chose X, the reason is quite simple ...
Presented with a choice between X and Y, I opted for X for the simple reason that ...
By the way, it should be "the reason FOR choosing something", not "the reason OF choosing something"