A bead falls through rows of pegs, each time deflecting left or right with equal probability. The bin it lands in is determined by the number of right-deflections — a Bernoulli sum, which is Binomial(n, ½).
For large n, the distribution approaches Normal with mean n/2 and standard deviation √(n/4).