1. A method for providing privacy protection, comprising: accessing dynamic data from a database; selecting a decay sum model; initiating an algorithm adapted to produce a polylogarithmic bounded error in the range of a sum function associated with the selected sum model and time step independent; assembling the dynamic data in a dyadic tree structure; adding a non-uniformity component to nodes of the dyadic tree structure; constructing differentially private estimators for fixed steps of time; and applying the differentially private estimators to a query to enhance privacy protection from potential adversaries.