In the end, I think the best way to avoid being fooled by dirty data is to understand as much as possible about how your data were created.
Ekugcineni, ngicabanga ukuthi indlela engcono yokugwema ukukhohliswa ngemininingwane engcolile ukuqonda ngangokunokwenzeka ukuthi idatha yakho yadalwa kanjani.