Let's now compute the probability distribution of a 1-dimensional random walk in the continuum limit. So let's start with our master equation from the previous slide for the probability distribution. I'm going to write it in a slightly different form that facilitates taking the continuum limit. So let's look at p(x), but instead of looking at it time t, let me look at time t+1. So instead of having 1, we're going to write the time increment as dt which will allow us to take the limit as dt goes to 0. So the master equation from the previous slide will be p(x,t+dt) is one half for a probability of hopping from x-1 to x. But instead of writing x-1 here, we'll write x-dx comma t, plus one half p(x+dx, t). Let's now take a Taylor series expansion of this equation. So, I'll write p(x,t) plus dt to partial derivative dp by dt to higher-ordered terms. And on the right-hand side I have one half and the (x-dx) term when we expand it in a Taylor series will be p(x,t-dx