Sorry, this may apply in winter in some places, but in the northern half of North America it's foolhardy at best. Immersion in ice water shuts down the human body with frightening speed.
The Broughty Ferry dook is in the River Tay in Scotland and the video was shot in January this year during a very cold winter spell, the water in the harbour was about 2 degrees Celsius.