I have found an old exercise that seems very interesting: let $X_{1},X_{2},...$ be i.i.d. bernoullian random variables with $\mathbb{P}(X_{n}=1) = \mathbb{P}(X_{n}=0) = 1/2$. Define $S_{n} := X_{1} + ... + X_{n}$. It is to show that the random variable
$$
M := \sup_\limits{n \in \mathbb{N}}\frac{S_{n}}{n}
$$
with probability $1$ only takes rational values in the intervall $(1/2,1]$. Anyone has an idea, how to prove it?
Answer
Lemma Let $f: \mathbb{N} \to \mathbb{Q} \cap [0,1]$ be a mapping such that $\lim_{n \to \infty} f(n) = c \in (0,1)$ exists. Then $$M := \sup_{n \in \mathbb{N}} f(n)$$ satisfies $$M \in \{c\} \cup (\mathbb{Q} \cap [c,1]).$$
Proof: Since $\lim_{n \to \infty} f_n = c$ we clearly have $M \geq c$. If $M=c$ we are done, and therefore we will from now assume that $M>c$. Since $\lim_{n \to \infty} f(n)=c By the strong law of large numbers, we can apply the above lemma to $f(n) := S_n(\omega)/n$ with $c:=1/2$. This proves the assertion.
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