Analysis of data encoded in manifolds (or weighted graphs) requires an added processing step known as a filtration. A filtration quantifies the topology of sublevel sets of the manifold. Given an n-dimensional manifold M and a continuous function f : M → R, a sublevel set of the manifold is defined as