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The random walk model in Fig 1.4.1 describes when downbets win and lose. The starting point is yet again $100 with twenty-five days to expiry, except here the strike is $1 below at $99. In this instance the downbet is ‘out-of-the-money’ when the underlying is above the strike of $99 and ‘in-the-money’ below the strike.