Double sampling distribution One bag contains $n_1$ white and $n_2$ red balls. Another bag contains $m_1$ white and $m_2$ red balls. 
$N$ balls are drawn at random from the first bag and transferred to the second.
Then $M$ balls are drawn at random from second bag.
What is the probability that


*

*exactly $x$ balls are white?

*$x$ balls or more are white?
 A: Let $n=n_1+n_2$ denote the total number of balls in the first bag and $m=m_1+m_2$ the total number of balls in the second bag. Let $N_1$ denote the number of white balls transferred to the second bag and $N_2$ the number of red balls transferred to the second bag. Let $M_1$ denote the number of white balls drawn from the second bag and $M_2$ the number of red balls drawn from the second bag. Hence $N_1$, $N_2$, $M_1$ and $M_2$ are random but $N=N_1+N_2$ and $M=M_1+M_2$ are deterministic.
Conditionally on $(N_1,N_2)$, $M_1$ is the number of white balls in a subset of $M$ balls chosen from $m_1+N_1$ white balls and $m_2+N_2$ red balls, hence
$$
P(M_1=x|N_1=y)={m_1+y\choose x}{m_2+N-y\choose M-x}{m+N\choose M}^{-1}.
$$
Likewise,
$$
P(N_1=y)={n_1 \choose y}{n_2\choose N-y}{n\choose N}^{-1}.
$$
Hence
$$
P(M_1=x)=\sum_y{n_1\choose y}{n_2\choose N-y}{m_1+y\choose x}{m_2+N-y\choose M-x}{n\choose N}^{-1}{m+N\choose M}^{-1}.
$$
The expectation is simpler, since one can get directly
$$
E(M_1)=\frac{M}{n}\frac{nm_1+n_1N}{m+N}.
$$
