Metric/loss for bin classification
It looks like you should redefine your task as a regression problem instead of a classification problem, because your target variable is numerical. 

The performance will be much better and it will avoid the need for a questionable pseudo-regression-like measure. Mean absolute error and mean squared error are standard regression evaluation measures.