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neural net

Hi
This is not very wise. It changes all numeric values to character. From documentation and your data frame there is nothing obviously wrong. However you did not provide info about structure of your data something like 

summary(mydata) or str(mydata).

Documentation does not say much about how neuralnet reacts e.g. on NA values. The best way how to proceed seems to try recommended data and compare them to your data to see where are the differences.

Or you can read sources to see where the error message originates.

Regards
Petr