A ‘best’ linear model was fitted for each lead time and for each period of interest. A generalized linear modeling (GLM) approach was selected as it is flexible and general. In GLM (McCullagh and Nelder 1989), the response or the dependent variable Y, can be assumed to be a realization from any distribution in the exponential family with a set of parameter