In the scenario described, a sunny week typically indicates the presence of a high-pressure system, which brings stable and clear weather. The subsequent prediction of a rainy weekend signifies the approach of a low-pressure system, which is associated with cloudiness and precipitation.
Thus, the correct answer is: first a high-pressure system, and then a low-pressure system.