Most data sets come equipped with a notion of the measure of similarity, which can often be encoded via a suitable distance or metric function. Equipping a set with a distance function can be thought of as equipping the data set with a notion of shape. Topology is the mathematical discipline which concerns itself with "measurement" and "representation" of shape, and over the last 10-15 years...