# how to determine percentage below which a feature can be removed from a model

Let feature $$feat$$ contain one value $$A$$ that occurs 5% of the time, while 95% of the time it is empty.

Instead of arbitrary saying features that have less than 5% should not be included into the model, is there a way to quantify mathematically this percentage?