Apparently you need to query each flight ID to see if it was cancelled: FXML3 AirportBoards Feedback: Fringe Cases, Duplicate Flight IDs - #9 by dogrock
I think it’s a significant oversight that you can’t building a flight board that includes cancellations with FlightBoard, but, that’s what they have now.