Abstract: In one embodiment, the present disclosure pertains to dynamically generating normalized master data. In one embodiment, input records comprising string representations of entities are received from multiple sources. The input records may be used as queries to a similarity search data store of master data records. One or more most likely matching master records are returned with corresponding similarity scores. The input record, master record, and a training set are processed using a machine learning algorithm. In one embodiment, one or more similarity scores are incorporated into the machine learning algorithm. The machine learning algorithm produces a final score. Data from input records may be merged into the master records if the final score is greater than a threshold.

Abstract: The Universal User Variable Control Utility (UUVCU) is a method and system provided to allow users increased variable control over electronic communication. This invention allows users to vary (not limited) symbols; color, movement rate, and add text. With this invention a child can manually or automatically signal a parent when in danger, a senior citizen or a Veteran can alert loved ones or caregivers in life threatening times of need. UUVCU in helping people provides real world value accomplished through practical application.