The gravitational force is responsible for the "return force" experienced by the pendulum's bob. It accelerates the mass when it moves toward the center, and slows until it stops on the way back.
The value of the acceleration due to gravity affects this force due to Newton's second law, and since at the poles g is 1% higher than at the equator, the period of the pendulum changes accordingly.
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