Visual Motif Discovery uses a heuristic search approach that everyone understands. We all use Google and Bing to search for words and phrases in documents and web pages. The analogy for wearables and medical sensors is searching time series data streams which require a visual motif discovery and search. Clinicians and academic researchers are very familiar with charts showing time series (patterns) of vital signs. With visual motif discovery a clinician can see a pattern once and search patients for occurrences elsewhere. ….