>USE "Z:\mydocs\ys209\Longley.syd" SYSTAT Rectangular file Z:\mydocs\ys209\Longley.syd, created Mon Feb 25, 2002 at 11:20:38, contains variables: DEFLATOR GNP UNEMPLOY ARMFORCE POPULATN TIME TOTAL >regress >model total=constant+deflator+gnp+unemploy+armforce+populatn+time >estimate Dep Var: TOTAL N: 16 Multiple R: 0.998 Squared multiple R: 0.995 Adjusted squared multiple R: 0.992 Standard error of estimate: 304.854 Effect Coefficient Std Error Std Coef Tolerance t P(2 Tail) CONSTANT -3482258.635 890420.384 0.000 . -3.911 0.004 DEFLATOR 15.062 84.915 0.046 0.007 0.177 0.863 GNP -0.036 0.033 -1.014 0.001 -1.070 0.313 UNEMPLOY -2.020 0.488 -0.538 0.030 -4.136 0.003 ARMFORCE -1.033 0.214 -0.205 0.279 -4.822 0.001 POPULATN -0.051 0.226 -0.101 0.003 -0.226 0.826 TIME 1829.151 455.478 2.480 0.001 4.016 0.003 Analysis of Variance Source Sum-of-Squares df Mean-Square F-ratio P Regression 1.84172E+08 6 3.06954E+07 330.285 0.000 Residual 836424.056 9 92936.006 ------------------------------------------------------------------------------- Durbin-Watson D Statistic 2.559 First Order Autocorrelation -0.348 >rem variables have all low TOL except for ARMFORCE >rem delet non significant variables >model total=constant+unemploy+armforce+time >estimate Dep Var: TOTAL N: 16 Multiple R: 0.996 Squared multiple R: 0.993 Adjusted squared multiple R: 0.991 Standard error of estimate: 332.084 Effect Coefficient Std Error Std Coef Tolerance t P(2 Tail) CONSTANT -1797221.112 68641.553 0.000 . -26.183 0.000 UNEMPLOY -1.470 0.167 -0.391 0.301 -8.793 0.000 ARMFORCE -0.772 0.184 -0.153 0.450 -4.204 0.001 TIME 956.380 35.525 1.297 0.257 26.921 0.000 Analysis of Variance Source Sum-of-Squares df Mean-Square F-ratio P Regression 1.83685E+08 3 6.12285E+07 555.209 0.000 Residual 1323360.743 12 110280.062 ------------------------------------------------------------------------------- *** WARNING *** Case 10 is an outlier (Studentized Residual = 3.248) Durbin-Watson D Statistic 1.463 First Order Autocorrelation 0.134 >rem now TOLs are fine; Voila! ------------------ Last modified 6 Apr 2006