The Humminbird site lists your units power draw at 1 amp. Buy any battery that has at least 12 ampere hours rating. That would suffice for a 10-12 hour trip. I always like to double my expected need for built in margin.

I would buy motor cycle or lawn tractor battery that is rated for 20-24 amp hours or above.