Figure 1From: Detecting contaminated birthdates using generalized additive modelsThe number of individuals in a database grouped by birthdate, shown as a time series. Some large numbers are known to be caused by incorrectly replacing missing birthdates with some fill-in values. These are annotated with blue circles.Back to article page