Silvia,

perhaps could be more simple to predice the mm of rain really fallen in the next day.

And set Pop=1 if the mm was grater than 0.

Wait to read more of...

Interesting post.

Just a few suggestions:

NNs works better, as someone said, with real numbers not with integers. NNs is a non-linear interpolation so the result will be spreaded in the range...