1. A method for performing a categorical analysis on one or more time dependent dynamic processes, the method comprising: capturing a time series associated with a selected type of dynamic process; based on the selected type of dynamic process, selecting a reference library of data of different quantifiable dynamic characteristics of reference time series, wherein the data is segmented into at least one classification of groups where each classification's segmentation into groups represents a correlation of quantified dynamic data of a predefined set of a plurality of quantifiable dynamic classification characteristics from among the different quantifiable dynamic characteristics; processing quantified dynamic data of the captured time series for the predefined set of quantifiable dynamic classification characteristics of a selected classification of groups within the reference library; and classifying the captured time series with respect to the groups of the selected classification based on the processed quantified dynamic data of the captured time series.