In this example toy data is being preprocessed using the Hessian Locally Linear Embedding algorithm
as described in

Donoho, D., & Grimes, C. (2003). 
Hessian eigenmaps: new tools for nonlinear dimensionality reduction.
Proceedings of National Academy of Science (Vol. 100, pp. 5591-5596).
