diff --git a/pandas/plotting/_misc.py b/pandas/plotting/_misc.py index 6b2b89ee2618c..0f2d824f37ffc 100644 --- a/pandas/plotting/_misc.py +++ b/pandas/plotting/_misc.py @@ -633,6 +633,15 @@ def autocorrelation_plot(series: Series, ax: Axes | None = None, **kwargs) -> Ax """ Autocorrelation plot for time series. + This method generates an autocorrelation plot for a given time series, + which helps to identify any periodic structure or correlation within the + data across various lags. It shows the correlation of a time series with a + delayed copy of itself as a function of delay. Autocorrelation plots are useful for + checking randomness in a data set. If the data are random, the autocorrelations + should be near zero for any and all time-lag separations. If the data are not + random, then one or more of the autocorrelations will be significantly + non-zero. + Parameters ---------- series : Series