The correct option is B correctly
If the data is not meaningful then we cannot do the analysis correctly. For example, you would like to know the average height of your classmates. You asked one of your friends to collect the data but by mistake, he collected the data about their favourite colour. In any way, this recorded information is not going to help you to find the average age of your classmates.