Your question is Outliers and Missing Data. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How would you handle outliers and missing data in a time-series dataset without biasing your statistical results?