Solution (source code)

= Solution

When $\mu=\mathbb E X>0$, the event $X=0$ implies $|X-\mu|\geq\mu$. The <Chebyshev inequality> therefore gives
$$
\boxed{\mathbb P(X=0)\leq
\frac{\operatorname{Var}(X)}{(\mathbb E X)^2}}.
$$
This is the <second moment method> for proving that a nonnegative count is positive.