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Example 2 for PROC GAM

/****************************************************************/
/*          S A S   S A M P L E   L I B R A R Y                 */
/*                                                              */
/*    NAME: gamex2                                              */
/*   TITLE: Example 2 for PROC GAM                              */
/*    DESC: Reliability data                                    */
/*     REF:                                                     */
/* PRODUCT: STAT                                                */
/*  SYSTEM: ALL                                                 */
/*    KEYS: Generalized Additive Model: Poisson Link            */
/*   PROCS: GAM                                                 */
/*                                                              */
/* SUPPORT: Weijie Cai                                          */
/****************************************************************/

title 'Analysis of Component Reliability';
data equip;
   input year month removals @@;
   datalines;
1987   1  2 1987   2  4 1987   3  3
1987   4  3 1987   5  3 1987   6  8
1987   7  2 1987   8  6 1987   9  3
1987  10  9 1987  11  4 1987  12 10
1988   1  4 1988   2  6 1988   3  4
1988   4  4 1988   5  3 1988   6  5
1988   7  3 1988   8  4 1988   9  5
1988  10  3 1988  11  6 1988  12  3
1989   1  2 1989   2  6 1989   3  1
1989   4  5 1989   5  5 1989   6  4
1989   7  2 1989   8  2 1989   9  2
1989  10  5 1989  11  1 1989  12 10
1990   1  3 1990   2  8 1990   3 12
1990   4  7 1990   5  3 1990   6  2
1990   7  4 1990   8  3 1990   9  0
1990  10  6 1990  11  6 1990  12  6
;

title2 'Two-way model';
proc genmod data=equip;
   class year month;
   model removals=year month / dist=Poisson link=log type3;
run;

title2 'One-way model';
proc gam data=equip;
   class month;
   model removals=param(month) / dist=Poisson;
   output out=est p;
run;

proc sort data=est;by month;run;

proc sgplot data=est;
   title "Predicted Seasonal Trend";
   yaxis label="Number of Removals";
   xaxis integer values=(1 to 12);
   scatter x=Month y=Removals / name="points"
                                legendLabel="Removals";
   series  x=Month y=p_Removals / name="line"
                                  legendLabel="Predicted Removals"
                                  lineattrs = GRAPHFIT;
   discretelegend "points" "line";
run;

title 'Analysis of Component Reliability';
title2 'Spline model';
proc gam data=equip;
   model removals=spline(month) / dist=Poisson method=gcv;
run;
ods graphics on;

proc gam data=equip plots=components(clm);
   model removals=spline(month) / dist=Poisson method=gcv;
run;

ods graphics off;