The correct answer is: first a high-pressure system, and then a low-pressure system.
A sunny week is typically associated with high-pressure systems, which bring clear and stable weather. In contrast, a rainy weekend is usually associated with low-pressure systems, which are linked to cloudier, stormier conditions.