Notes on Trading Day Adjustment Methodology and Weight Patterns The shipments data in the M3 survey are adjusted for calendar month variations, both length of month and number of trading days per month. The selection of these adjustment factors is based primarily on recognition of patterns contained in the data using the regression and spectral analysis capabilities of the X-11 seasonal adjustment software. Factors are considered optimal when the daily weights assigned to the industry eliminate or diminish the peaks in the spectral plots, which are based on calendar frequencies, and lower the absolute value of the month- to-month change in the residual irregular component (I) of the data series. Several variations of the calculation and application of these weights provided multiple versions of the irregular component values. The set of weights selected were those which realized the lowest I value. Table F-1 in the printed report contains the daily weights used for each industry; this table is not presented on the CD-ROM. For trading day weights before 1987, see table F-1 of M3-1(90). New orders data in this publication are implicitly trading day adjusted by using the trading day adjusted shipments as input to their derivation. The change in unfilled orders is not trading day adjusted.