The series of autocorrelations for a time series at lags 1, 2, ... . A plot of the ACF against the lag is known as the correlogram. ACF can be used for several purposes, such as to identify the presence and length of seasonality in a given time series, to identify time-series models for specific situations, and to determine whether the data are stationary. See stationary series.