I draw 10 points on a piece of paper. I give you 10 coins of the same size. Show that you can always cover all the points using the coins, without any coins overlapping.
First note that it is not true in general if we have
Instead consider a infinite hexagonal packing of circles. The density of
such a packing is
Note that this is true regardless of the covariance of the probabilities. Covariance can only lower the calculated probability.
Since there the probability is less than 1, there is some probability that a random translation of the hexagonal packing will cover all the points. If there were no valid translations, then the probability would be 0, thus a convering translation must exist.
Finally, we note that at most 10 of the coins in the infinite packing must be covering points because each point can only be under at most one coin. Thus we only need to use 10 coins.