You would have a representative dataset but you'd still be stuck with the curse of dimensionality that plagues nearest neighbors: in high dimensions, everything

You would have a representative dataset but you'd still be stuck with the curse of dimensionality that plagues nearest neighbors: in high dimensions, everything is far away from each other and nothing is close to the center.