In $1$ bag there are $22$ red balls and $19$ green balls. Answer this.
If $12$ balls are drawn from the bag, determine the probability that at least $8$ drawn out are red? You are to assume that each ball is returned to the bag after each draw. Show appropriate calculation to support your answer.