normalization standards

This paper will discuss the intricacies of data and its abilities to automate user information from domain hierarchies. The paper will discuss the advent of data based on normalization standards and derive an understanding to rectify anomalies from automation standpoint. It will also discuss the standards of clustering and finding data definitions where numbers can quantify data. The paper will also discuss the SOM and LVQ, which both adhered to data mapping.