Do these extra people come from merging? Or entering people by hand?
If by merging from trees, I suggest you cease and desist from merging family trees.
If by hand or merging entries from databases, I suggest you be more careful. Check spelling variations and reasonableness of birth dates with others in your file before entering someone.