Consider a sequence of i.i.d. random variables $X_i \sim \text{Bernoulli}(p)$. Let $Y_n = \sum_{i=1}^n X_i$. For a fixed $n$ and large $p$, which distribution serves as the best approximation for the distribution of $Y_n$ if we center and scale it appropriately?