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Bounded in probability ($o_{P}$)

In Larry Wasserman's lecture notes on $o_{P}$ and $O_{P}$, I am not able to follow the derivation of the following example in page 9. Consider $m$ coins with probabilities $p_{1}, \ldots ,p_{m}$. ...