Method, system, and algorithm to analyze data series to create a set of rules

A method of analysing a data series, the method comprising:

• receiving, using a communication device, a data series;
• analyzing, using a processing device, the data series;
• dynamically generating, using a processing device, one or more rules based on the analyzing, wherein the one or more rules form a grammar, wherein the grammar is represented as a directed graph comprising one or more nodes and one or more edges, wherein the one or more nodes representing the one or more rules, wherein the one or more edges forming a unique path through the one or more nodes;
• assigning one or more cycle values for one or more cycles in the directed graph to obtain an enhanced directed graph, wherein a cycle in the one or more cycles is a path that leads back to a root node, wherein one or more charge values are assigned to the one or more cycles;
• and
• storing, using a storage device, the one or more rules, the one or more cycle values and the one or more charge values.