There is simply way too much temporal and spatial variability in this data. (I am sure you have seen how it will rain heavily in one location and not a drop will fall a couple miles away.) Site/watershed specific precipitation data is needed for that (temperature, barometric pressure, humidity, and other variables can generally be applied over a wider area if these are utilized in the model).