Image courtesy of Adafruit

Use an AC/DC adapter to power your Arduino via the barrel jack from a wall outlet. 9-12V at 500mA-1A is a common set of specifications to look for.

Buy an DC wall power supply from Amazon, Adafruit, or SparkFun.