Center and Spread · Superchallenge problem

Let $f(c) = \displaystyle\sum_{k=1}^{20} \left| c - k^2 \right|$, the total distance from $c$ to the twenty values $1, 4, 9, \ldots, 400$. What is the smallest value $f(c)$ can take?