Pardew was given a three-game stadium ban and a further four-match suspension from the touchline.
But on Sunday, he was spotted in the smart seats at White Hart Lane just a few places away from Tottenham manager Tim Sherwood.
Newcastle play Southampton next weekend, when he will be allowed to watch his team from within the stadium for the first time since March 1.
Pardew has served two games of his stadium suspension and he will only be allowed to return to the dugout at the end of April when Newcastle visit Arsenal at the Emirates Stadium.