1. 'A large number' refers generally to one group. 'Large numbers' means more than one group, and these groups may be large or small, but the total is large. The total number of individuals is not a factor in choosing between these two terms. That said, they are sometimes used interchangeably.
3. Unless I'm missing something, this is the same as question #2. Use of the word number defines countability.