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b. Regression analysis output are shown as follows, Analysis of Variance Error 1971 159 Corrected Total 2041 153 Parameter Estimates Estimate Std. Error t value

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b. Regression analysis output are shown as follows, Analysis of Variance Error 1971 159 Corrected Total 2041 153 Parameter Estimates Estimate Std. Error t value Pr>|t|1 Intercept 3.825098 2.1511?0 1.?79 0.0772 time -2.6T6970 1.056423 -2.534 0.0113 income -0.004215 0.005963 0.?07 0.4806 r1 1.092612 1.280399 0.353 0.3948 r2 2.253141 1.151844 1.95E 0.0522

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