When trying to extract useful information from data, straight analysis of the raw data can sometimes lead you to wrong conclusions. Adjustment of the data prior to analysis may give you more insight into the data.
In all cases where time series data are analysed, consider carefully whether you are using the most meaningful representation of the data.