Image courtesy of Adafruit

A capacitor is a device that stores electrical energy in an electric field. Ceramic capacitors like this one are not polarized, and are often used for creating filter circuits.

Buy a 0.1uF Ceramic Capacitor from Amazon, Pololu, Adafruit, or SparkFun.