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Do you have a small digital multimeter for some testing? That is going to be needed to track this down. About $20 or so and easy to use. Most hardware stores sell them.
I would have the batteries load tested and the cables and connections cleaned. Most of these issues are battery related. If your batteries are over 3 years old there I a good chance they need replacing.