For each retail series the Canova–Hanson test was applied for choosing D. After selecting D
successive KPSS tests were applied to determine the appropriate
number of first differences. In the case of Boots, Booties and Sandals series one seasonal difference was required; in the case of
Shoes series one first difference was required; and in the case of
Flats series one seasonal difference and one first difference were
required.