Fitting to a threshold distribution

I would like to fit a shifted gamma distribution and a generalized normal distribution to a time serie of precipitation data. Since the models are shifted, MLE usually fails. I also tried the method of moments using mean, variance and skewness of my data and I get a relatively acceptable answer, but they dont pass any goodness of fit test.
Is there another method to use?

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2014-12-5

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