Hard to tell with the loud car, but thats sounds like the ball joints.
To be sure you can check them.
Start the video at about 3:15 and watch how he checks the ball joints. You jack up the front of your car. Then grab the wheel and shack. There shouldn't be alot of play in the wheel at all...