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"""Clip time series using a three point median filter.
r"""Clip time series using a three point median filter.
The sigma (standard deviation) for the time series is computed from the median absolute deviation (MAD) as to reduce the effects from extreme outliers, where
sigma \sim 1.4826*MAD. If more than 10% of the data points are removed, the upper
sigma :math:`\sim` 1.4826*MAD. If more than 10% of the data points are removed, the upper
bound will be lifted gradually until that fraction drops bellow 10%.