Before revision:  We hope that this document will form a basis for implementation of an open toolbox of standard tools to study correlations, hierarchies, networks and clustering in financial markets.
After revision:  We hope that this review will form the basis of an open toolbox of standard tools to study correlations, hierarchies, networks and clustering in financial markets.