Yes, definitely store any lead acid type battery fully charged and somewhere cool, and if stored for a long time top, up the charge every 2 - 6 months (more often if it's warm).
And ideally when you use them they should be swapped and recharged before the voltage drops below 12.2v for maximum life.
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PS NiCads should be stored discharged.