Moving averages

Daily data have a cycle length of 7 days, so each 7-point running mean averages exactly one value from each day of the week. If the seasonal pattern was to repeat exactly every week, 7-point moving averages will be the same every day, as illustrated below.

The diagram below removes a monthly seasonal effect with 12-point moving averages.