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The capacitor provides the "startup energy" for the motor. Replace the capacitor when the shaft can be spun freely when turned by hand; and a the motor makes a 'buzz' or 'humming' noise.
Replace old capacitors with an exact match to the 'MF' value (Micro Farad).
The sizes of capacitors normally used in pool pumps: