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High Quality Content by WIKIPEDIA articles! Seasonal adjustment is a statistical method for removing the seasonal component of a time series used when analyzing non-seasonal trends.Unlike the trend and cyclical components, seasonal components, theoretically, happen with the same magnitude during the same time period each year. The seasonal component of a series are often considered uninteresting and cause a series to be ambiguous. By removing the seasonal component, it is easier to focus on other components.