Image courtesy of Newark

A capacitor is a device that stores electrical energy in an electric field. Electrolytic capacitors like this one are polarized, and are often used for decoupling purposes.

Buy a 10uF electrolytic capacitor from Amazon, Adafruit, SparkFun, or Newark.