Is it required to remove outliers in rainfall prediction?
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I recommend fitting some distributions like gamma and use it to remove outliers. Another test is to review rainfall-runoff relationship to identify unusual behavior. They should correlate. Before labeling any observation as an outlier, I recommend looking at unusual events at that time or instrumental errors.
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