I tried to detect outliers in the energy gas consumption of some dutch buildings, building a neural network model. I have very bad results, but I don't find the reason.

I am not an expert so I would like to ask you what I can improve and what I'm doing wrong. This is the complete description: https://github.com/denadai2/Gas-consumption-outliers