Now, you need to compute these derivatives so you use the difference is between epsilon at f of i and eps, epsilon at f of i minus one divided by, you know, f of i minus f of i minus one component-wise to get estimates for this derivative and that's why you needed two guesses to start with so, because you have to bootstrap this duration. 