In the context of defining which flights are cancelled, shouldn't the dep_delay variable be considered more important here? As you go on to say, just because a flight as arr_delay as NA doesn't necessarily mean the flight was cancelled. Whereas every flight that has NA for dep_delay also has NA for dep_arr; these are the flights that have been cancelled.