pastas.stats.signatures.avg_seasonal_fluctuation ================================================ .. py:function:: pastas.stats.signatures.avg_seasonal_fluctuation(series: pandas.Series, normalize: bool = False) -> float Average seasonal fluctuation after :cite:t:`martens_groundwater_2013`. :param series: Pandas Series with DatetimeIndex and head values. :type series: pandas.Series :param normalize: normalize the time series to values between zero and one. :type normalize: bool, optional :returns: Average seasonal fluctuation (s). :rtype: float .. rubric:: Notes Mean annual difference between the averaged 3 highest monthly heads per year and the averaged 3 lowest monthly heads per year. Average seasonal fluctuation (s): s = MHW - MLW A higher value of s indicates a more seasonal head, and vice versa. .. warning:: In this formulating the water table is referenced to a certain datum and positive, not as depth below the surface! .. !! processed by numpydoc !!