knowledge discovery within maintenance data by transforming data records into ontology-
based event graphs and providing several filterable visualizations of event sequences
through time. We accomplish several major preprocessing objectives, such as records-to-
ontology event mapping and the resolution of date conflicts in the aggregated records of
events.