Using event data from the internet computer network at Los Alamos National Lab, we can predict if a future connection between a source and destination will be malicious. Using a single table of log lines recording Internet Traffic, we will create an Entity Set which can be used to automatically generate features. These features will use to construct a classifier which will predict ahead of time if a future connection between a source and destination will be malicious.