The probability of any specific address is 1 in 2^160 or 1.4x10^48 right?
It's ~6.84x10
-49. Did you put "1 in 2^160" in Wolfram Alpha?

So the more addresses you have out there the higher the chance of a collision right (birthday problem?)
Yes. It is a birthday problem.