Diff for /imach/src/imach.c between versions 1.186 and 1.191

version 1.186, 2015/04/23 12:01:52 version 1.191, 2015/07/14 10:00:33
Line 1 Line 1
 /* $Id$  /* $Id$
   $State$    $State$
   $Log$    $Log$
     Revision 1.191  2015/07/14 10:00:33  brouard
     Summary: Some fixes
   
     Revision 1.190  2015/05/05 08:51:13  brouard
     Summary: Adding digits in output parameters (7 digits instead of 6)
   
     Fix 1+age+.
   
     Revision 1.189  2015/04/30 14:45:16  brouard
     Summary: 0.98q2
   
     Revision 1.188  2015/04/30 08:27:53  brouard
     *** empty log message ***
   
     Revision 1.187  2015/04/29 09:11:15  brouard
     *** empty log message ***
   
   Revision 1.186  2015/04/23 12:01:52  brouard    Revision 1.186  2015/04/23 12:01:52  brouard
   Summary: V1*age is working now, version 0.98q1    Summary: V1*age is working now, version 0.98q1
   
Line 585 Line 602
  end   end
 */  */
   
   /* #define DEBUG */
   /* #define DEBUGBRENT */
 #define POWELL /* Instead of NLOPT */  #define POWELL /* Instead of NLOPT */
 /* #define POWELLORIGINAL /\* Don't use Directest to decide new direction but original Powell test *\/ */  /* #define POWELLORIGINAL /\* Don't use Directest to decide new direction but original Powell test *\/ */
 /* #define MNBRAKORIGINAL /\* Don't use mnbrak fix *\/ */  /* #define MNBRAKORIGINAL /\* Don't use mnbrak fix *\/ */
Line 673  typedef struct { Line 692  typedef struct {
 /* $Id$ */  /* $Id$ */
 /* $State$ */  /* $State$ */
   
 char version[]="Imach version 0.98q1, April 2015,INED-EUROREVES-Institut de longevite-Japan Society for the Promotion of Science (Grant-in-Aid for Scientific Research 25293121), Intel Software 2015";  char version[]="Imach version 0.98q2, April 2015,INED-EUROREVES-Institut de longevite-Japan Society for the Promotion of Science (Grant-in-Aid for Scientific Research 25293121), Intel Software 2015";
 char fullversion[]="$Revision$ $Date$";   char fullversion[]="$Revision$ $Date$"; 
 char strstart[80];  char strstart[80];
 char optionfilext[10], optionfilefiname[FILENAMELENGTH];  char optionfilext[10], optionfilefiname[FILENAMELENGTH];
 int erreur=0, nberr=0, nbwarn=0; /* Error number, number of errors number of warnings  */  int erreur=0, nberr=0, nbwarn=0; /* Error number, number of errors number of warnings  */
 int nvar=0, nforce=0; /* Number of variables, number of forces */  int nagesqr=0, nforce=0; /* nagesqr=1 if model is including age*age, number of forces */
 /* Number of covariates model=V2+V1+ V3*age+V2*V4 */  /* Number of covariates model=V2+V1+ V3*age+V2*V4 */
 int cptcovn=0; /**< cptcovn number of covariates added in the model (excepting constant and age and age*product) */  int cptcovn=0; /**< cptcovn number of covariates added in the model (excepting constant and age and age*product) */
 int cptcovt=0; /**< cptcovt number of covariates added in the model (excepting constant and age) */  int cptcovt=0; /**< cptcovt number of covariates added in the model (excepting constant and age) */
Line 819  int **s; /* Status */ Line 838  int **s; /* Status */
 double *agedc;  double *agedc;
 double  **covar; /**< covar[j,i], value of jth covariate for individual i,  double  **covar; /**< covar[j,i], value of jth covariate for individual i,
                   * covar=matrix(0,NCOVMAX,1,n);                     * covar=matrix(0,NCOVMAX,1,n); 
                   * cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2]; */                    * cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*age; */
 double  idx;   double  idx; 
 int **nbcode, *Tvar; /**< model=V2 => Tvar[1]= 2 */  int **nbcode, *Tvar; /**< model=V2 => Tvar[1]= 2 */
 int *Ndum; /** Freq of modality (tricode */  int *Ndum; /** Freq of modality (tricode */
Line 915  char *trimbb(char *out, char *in) Line 934  char *trimbb(char *out, char *in)
   return s;    return s;
 }  }
   
   /* char *substrchaine(char *out, char *in, char *chain) */
   /* { */
   /*   /\* Substract chain 'chain' from 'in', return and output 'out' *\/ */
   /*   char *s, *t; */
   /*   t=in;s=out; */
   /*   while ((*in != *chain) && (*in != '\0')){ */
   /*     *out++ = *in++; */
   /*   } */
   
   /*   /\* *in matches *chain *\/ */
   /*   while ((*in++ == *chain++) && (*in != '\0')){ */
   /*     printf("*in = %c, *out= %c *chain= %c \n", *in, *out, *chain);  */
   /*   } */
   /*   in--; chain--; */
   /*   while ( (*in != '\0')){ */
   /*     printf("Bef *in = %c, *out= %c *chain= %c \n", *in, *out, *chain);  */
   /*     *out++ = *in++; */
   /*     printf("Aft *in = %c, *out= %c *chain= %c \n", *in, *out, *chain);  */
   /*   } */
   /*   *out='\0'; */
   /*   out=s; */
   /*   return out; */
   /* } */
   char *substrchaine(char *out, char *in, char *chain)
   {
     /* Substract chain 'chain' from 'in', return and output 'out' */
     /* in="V1+V1*age+age*age+V2", chain="age*age" */
   
     char *strloc;
   
     strcpy (out, in); 
     strloc = strstr(out, chain); /* strloc points to out at age*age+V2 */
     printf("Bef strloc=%s chain=%s out=%s \n", strloc, chain, out);
     if(strloc != NULL){ 
       /* will affect out */ /* strloc+strlenc(chain)=+V2 */ /* Will also work in Unicode */
       memmove(strloc,strloc+strlen(chain), strlen(strloc+strlen(chain))+1);
       /* strcpy (strloc, strloc +strlen(chain));*/
     }
     printf("Aft strloc=%s chain=%s in=%s out=%s \n", strloc, chain, in, out);
     return out;
   }
   
   
 char *cutl(char *blocc, char *alocc, char *in, char occ)  char *cutl(char *blocc, char *alocc, char *in, char occ)
 {  {
   /* cuts string in into blocc and alocc where blocc ends before first occurence of char 'occ'     /* cuts string in into blocc and alocc where blocc ends before FIRST occurence of char 'occ' 
      and alocc starts after first occurence of char 'occ' : ex cutv(blocc,alocc,"abcdef2ghi2j",'2')       and alocc starts after first occurence of char 'occ' : ex cutv(blocc,alocc,"abcdef2ghi2j",'2')
      gives blocc="abcdef2ghi" and alocc="j".       gives blocc="abcdef" and alocc="ghi2j".
      If occ is not found blocc is null and alocc is equal to in. Returns blocc       If occ is not found blocc is null and alocc is equal to in. Returns blocc
   */    */
   char *s, *t;    char *s, *t;
Line 945  char *cutl(char *blocc, char *alocc, cha Line 1007  char *cutl(char *blocc, char *alocc, cha
 }  }
 char *cutv(char *blocc, char *alocc, char *in, char occ)  char *cutv(char *blocc, char *alocc, char *in, char occ)
 {  {
   /* cuts string in into blocc and alocc where blocc ends before last occurence of char 'occ'     /* cuts string in into blocc and alocc where blocc ends before LAST occurence of char 'occ' 
      and alocc starts after last occurence of char 'occ' : ex cutv(blocc,alocc,"abcdef2ghi2j",'2')       and alocc starts after last occurence of char 'occ' : ex cutv(blocc,alocc,"abcdef2ghi2j",'2')
      gives blocc="abcdef2ghi" and alocc="j".       gives blocc="abcdef2ghi" and alocc="j".
      If occ is not found blocc is null and alocc is equal to in. Returns alocc       If occ is not found blocc is null and alocc is equal to in. Returns alocc
Line 1256  double f1dim(double x) Line 1318  double f1dim(double x)
   
 /*****************brent *************************/  /*****************brent *************************/
 double brent(double ax, double bx, double cx, double (*f)(double), double tol,  double *xmin)   double brent(double ax, double bx, double cx, double (*f)(double), double tol,  double *xmin) 
 {   {
     /* Given a function f, and given a bracketing triplet of abscissas ax, bx, cx (such that bx is
      * between ax and cx, and f(bx) is less than both f(ax) and f(cx) ), this routine isolates
      * the minimum to a fractional precision of about tol using Brent’s method. The abscissa of
      * the minimum is returned as xmin, and the minimum function value is returned as brent , the
      * returned function value. 
     */
   int iter;     int iter; 
   double a,b,d,etemp;    double a,b,d,etemp;
   double fu=0,fv,fw,fx;    double fu=0,fv,fw,fx;
Line 1339  values at the three points, fa, fb , and Line 1407  values at the three points, fa, fb , and
    */     */
   double ulim,u,r,q, dum;    double ulim,u,r,q, dum;
   double fu;     double fu; 
    
   *fa=(*func)(*ax);     double scale=10.;
   *fb=(*func)(*bx);     int iterscale=0;
   
     *fa=(*func)(*ax); /*  xta[j]=pcom[j]+(*ax)*xicom[j]; fa=f(xta[j])*/
     *fb=(*func)(*bx); /*  xtb[j]=pcom[j]+(*bx)*xicom[j]; fb=f(xtb[j]) */
   
   
     /* while(*fb != *fb){ /\* *ax should be ok, reducing distance to *ax *\/ */
     /*   printf("Warning mnbrak *fb = %lf, *bx=%lf *ax=%lf *fa==%lf iter=%d\n",*fb, *bx, *ax, *fa, iterscale++); */
     /*   *bx = *ax - (*ax - *bx)/scale; */
     /*   *fb=(*func)(*bx);  /\*  xtb[j]=pcom[j]+(*bx)*xicom[j]; fb=f(xtb[j]) *\/ */
     /* } */
   
   if (*fb > *fa) {     if (*fb > *fa) { 
     SHFT(dum,*ax,*bx,dum)       SHFT(dum,*ax,*bx,dum) 
     SHFT(dum,*fb,*fa,dum)       SHFT(dum,*fb,*fa,dum) 
Line 1374  values at the three points, fa, fb , and Line 1453  values at the three points, fa, fb , and
 #endif   #endif 
 #ifdef MNBRAKORIGINAL  #ifdef MNBRAKORIGINAL
 #else  #else
       if (fu > *fc) {  /*       if (fu > *fc) { */
 #ifdef DEBUG  /* #ifdef DEBUG */
       printf("mnbrak4  fu > fc \n");  /*       printf("mnbrak4  fu > fc \n"); */
       fprintf(ficlog, "mnbrak4 fu > fc\n");  /*       fprintf(ficlog, "mnbrak4 fu > fc\n"); */
 #endif  /* #endif */
         /* SHFT(u,*cx,*cx,u) /\* ie a=c, c=u and u=c; in that case, next SHFT(a,b,c,u) will give a=b=b, b=c=u, c=u=c and *\/  */  /*      /\* SHFT(u,*cx,*cx,u) /\\* ie a=c, c=u and u=c; in that case, next SHFT(a,b,c,u) will give a=b=b, b=c=u, c=u=c and *\\/  *\/ */
         /* SHFT(*fa,*fc,fu,*fc) /\* (b, u, c) is a bracket while test fb > fc will be fu > fc  will exit *\/ */  /*      /\* SHFT(*fa,*fc,fu,*fc) /\\* (b, u, c) is a bracket while test fb > fc will be fu > fc  will exit *\\/ *\/ */
         dum=u; /* Shifting c and u */  /*      dum=u; /\* Shifting c and u *\/ */
         u = *cx;  /*      u = *cx; */
         *cx = dum;  /*      *cx = dum; */
         dum = fu;  /*      dum = fu; */
         fu = *fc;  /*      fu = *fc; */
         *fc =dum;  /*      *fc =dum; */
       } else { /* end */  /*       } else { /\* end *\/ */
   /* #ifdef DEBUG */
   /*       printf("mnbrak3  fu < fc \n"); */
   /*       fprintf(ficlog, "mnbrak3 fu < fc\n"); */
   /* #endif */
   /*      dum=u; /\* Shifting c and u *\/ */
   /*      u = *cx; */
   /*      *cx = dum; */
   /*      dum = fu; */
   /*      fu = *fc; */
   /*      *fc =dum; */
   /*       } */
 #ifdef DEBUG  #ifdef DEBUG
       printf("mnbrak3  fu < fc \n");        printf("mnbrak34  fu < or >= fc \n");
       fprintf(ficlog, "mnbrak3 fu < fc\n");        fprintf(ficlog, "mnbrak34 fu < fc\n");
 #endif  #endif
         dum=u; /* Shifting c and u */        dum=u; /* Shifting c and u */
         u = *cx;        u = *cx;
         *cx = dum;        *cx = dum;
         dum = fu;        dum = fu;
         fu = *fc;        fu = *fc;
         *fc =dum;        *fc =dum;
       }  
 #endif  #endif
     } else if ((*cx-u)*(u-ulim) > 0.0) { /* u is after c but before ulim */      } else if ((*cx-u)*(u-ulim) > 0.0) { /* u is after c but before ulim */
 #ifdef DEBUG  #ifdef DEBUG
Line 1458  void linmin(double p[], double xi[], int Line 1547  void linmin(double p[], double xi[], int
   int j;     int j; 
   double xx,xmin,bx,ax;     double xx,xmin,bx,ax; 
   double fx,fb,fa;    double fx,fb,fa;
   
     double scale=10., axs, xxs, xxss; /* Scale added for infinity */
     
   ncom=n;     ncom=n; 
   pcom=vector(1,n);     pcom=vector(1,n); 
Line 1467  void linmin(double p[], double xi[], int Line 1558  void linmin(double p[], double xi[], int
     pcom[j]=p[j];       pcom[j]=p[j]; 
     xicom[j]=xi[j];       xicom[j]=xi[j]; 
   }     } 
   ax=0.0;   
   xx=1.0;     axs=0.0;
   mnbrak(&ax,&xx,&bx,&fa,&fx,&fb,f1dim); /* Find a bracket a,x,b in direction n=xi ie xicom */    xxss=1; /* 1 and using scale */
   *fret=brent(ax,xx,bx,f1dim,TOL,&xmin); /* Find a minimum P+lambda n in that direction (lambdamin), with TOL between abscisses */    xxs=1;
     do{
       ax=0.;
       xx= xxs;
       mnbrak(&ax,&xx,&bx,&fa,&fx,&fb,f1dim);  /* Outputs: xtx[j]=pcom[j]+(*xx)*xicom[j]; fx=f(xtx[j]) */
       /* brackets with inputs ax=0 and xx=1, but points, pcom=p, and directions values, xicom=xi, are sent via f1dim(x) */
       /* xt[x,j]=pcom[j]+x*xicom[j]  f(ax) = f(xt(a,j=1,n)) = f(p(j) + 0 * xi(j)) and  f(xx) = f(xt(x, j=1,n)) = f(p(j) + 1 * xi(j))   */
       /* Outputs: fa=f(p(j)) and fx=f(p(j) + xxs * xi(j) ) and f(bx)= f(p(j)+ bx* xi(j)) */
       /* Given input ax=axs and xx=xxs, xx might be too far from ax to get a finite f(xx) */
       /* Searches on line, outputs (ax, xx, bx) such that fx < min(fa and fb) */
       /* Find a bracket a,x,b in direction n=xi ie xicom, order may change. Scale is [0:xxs*xi[j]] et non plus  [0:xi[j]]*/
       if (fx != fx){
           xxs=xxs/scale; /* Trying a smaller xx, closer to initial ax=0 */
           printf("\nLinmin NAN : input [axs=%lf:xxs=%lf], mnbrak outputs fx=%lf <(fb=%lf and fa=%lf) with xx=%lf in [ax=%lf:bx=%lf] \n",  axs, xxs, fx,fb, fa, xx, ax, bx);
       }
     }while(fx != fx);
   
   #ifdef DEBUGLINMIN
     printf("\nLinmin after mnbrak: ax=%12.7f xx=%12.7f bx=%12.7f fa=%12.2f fx=%12.2f fb=%12.2f\n",  ax,xx,bx,fa,fx,fb);
   #endif
     *fret=brent(ax,xx,bx,f1dim,TOL,&xmin); /* Giving a bracketting triplet (ax, xx, bx), find a minimum, xmin, according to f1dim, *fret(xmin),*/
     /* fa = f(p[j] + ax * xi[j]), fx = f(p[j] + xx * xi[j]), fb = f(p[j] + bx * xi[j]) */
     /* fmin = f(p[j] + xmin * xi[j]) */
     /* P+lambda n in that direction (lambdamin), with TOL between abscisses */
     /* f1dim(xmin): for (j=1;j<=ncom;j++) xt[j]=pcom[j]+xmin*xicom[j]; */
 #ifdef DEBUG  #ifdef DEBUG
   printf("retour brent fret=%.12e xmin=%.12e\n",*fret,xmin);    printf("retour brent fret=%.12e xmin=%.12e\n",*fret,xmin);
   fprintf(ficlog,"retour brent fret=%.12e xmin=%.12e\n",*fret,xmin);    fprintf(ficlog,"retour brent fret=%.12e xmin=%.12e\n",*fret,xmin);
 #endif  #endif
   #ifdef DEBUGLINMIN
     printf("linmin end ");
   #endif
   for (j=1;j<=n;j++) {     for (j=1;j<=n;j++) { 
     xi[j] *= xmin;       /* printf(" before xi[%d]=%12.8f", j,xi[j]); */
     p[j] += xi[j];       xi[j] *= xmin; /* xi rescaled by xmin: if xmin=-1.237 and xi=(1,0,...,0) xi=(-1.237,0,...,0) */
       /* if(xxs <1.0) */
       /*   printf(" after xi[%d]=%12.8f, xmin=%12.8f, ax=%12.8f, xx=%12.8f, bx=%12.8f, xxs=%12.8f", j,xi[j], xmin, ax, xx, bx,xxs ); */
       p[j] += xi[j]; /* Parameters values are updated accordingly */
   }     } 
     /* printf("\n"); */
   #ifdef DEBUGLINMIN
     printf("Comparing last *frec(xmin=%12.8f)=%12.8f from Brent and frec(0.)=%12.8f \n", xmin, *fret, (*func)(p));
     for (j=1;j<=n;j++) { 
       printf(" xi[%d]= %12.7f p[%d]= %12.7f",j,xi[j],j,p[j]);
       if(j % ncovmodel == 0)
         printf("\n");
     }
   #endif
   free_vector(xicom,1,n);     free_vector(xicom,1,n); 
   free_vector(pcom,1,n);     free_vector(pcom,1,n); 
 }   } 
Line 1513  void powell(double p[], double **xi, int Line 1643  void powell(double p[], double **xi, int
   for (j=1;j<=n;j++) pt[j]=p[j];     for (j=1;j<=n;j++) pt[j]=p[j]; 
     rcurr_time = time(NULL);        rcurr_time = time(NULL);  
   for (*iter=1;;++(*iter)) {     for (*iter=1;;++(*iter)) { 
     fp=(*fret);       fp=(*fret); /* From former iteration or initial value */
     ibig=0;       ibig=0; 
     del=0.0;       del=0.0; 
     rlast_time=rcurr_time;      rlast_time=rcurr_time;
Line 1551  void powell(double p[], double **xi, int Line 1681  void powell(double p[], double **xi, int
         fprintf(ficlog,"   - if your program needs %d iterations to converge, convergence will be \n   reached in %s i.e.\n   on %s (current time is %s);\n",niterf, asc_diff_time(rforecast_time-rcurr_time,tmpout),strfor,strcurr);          fprintf(ficlog,"   - if your program needs %d iterations to converge, convergence will be \n   reached in %s i.e.\n   on %s (current time is %s);\n",niterf, asc_diff_time(rforecast_time-rcurr_time,tmpout),strfor,strcurr);
       }        }
     }      }
     for (i=1;i<=n;i++) {       for (i=1;i<=n;i++) { /* For each direction i */
       for (j=1;j<=n;j++) xit[j]=xi[j][i];         for (j=1;j<=n;j++) xit[j]=xi[j][i]; /* Directions stored from previous iteration with previous scales */
       fptt=(*fret);         fptt=(*fret); 
 #ifdef DEBUG  #ifdef DEBUG
           printf("fret=%lf, %lf, %lf \n", *fret, *fret, *fret);            printf("fret=%lf, %lf, %lf \n", *fret, *fret, *fret);
           fprintf(ficlog, "fret=%lf, %lf, %lf \n", *fret, *fret, *fret);            fprintf(ficlog, "fret=%lf, %lf, %lf \n", *fret, *fret, *fret);
 #endif  #endif
       printf("%d",i);fflush(stdout);            printf("%d",i);fflush(stdout); /* print direction (parameter) i */
       fprintf(ficlog,"%d",i);fflush(ficlog);        fprintf(ficlog,"%d",i);fflush(ficlog);
       linmin(p,xit,n,fret,func); /* xit[n] has been loaded for direction i */        linmin(p,xit,n,fret,func); /* Point p[n]. xit[n] has been loaded for direction i as input.*/
       if (fabs(fptt-(*fret)) > del) { /* We are keeping the max gain on each of the n directions                                       /* Outputs are fret(new point p) p is updated and xit rescaled */
                                        because that direction will be replaced unless the gain del is small        if (fabs(fptt-(*fret)) > del) { /* We are keeping the max gain on each of the n directions */
                                       in comparison with the 'probable' gain, mu^2, with the last average direction.          /* because that direction will be replaced unless the gain del is small */
                                       Unless the n directions are conjugate some gain in the determinant may be obtained          /* in comparison with the 'probable' gain, mu^2, with the last average direction. */
                                       with the new direction.          /* Unless the n directions are conjugate some gain in the determinant may be obtained */
                                       */          /* with the new direction. */
         del=fabs(fptt-(*fret));           del=fabs(fptt-(*fret)); 
         ibig=i;           ibig=i; 
       }         } 
Line 1585  void powell(double p[], double **xi, int Line 1715  void powell(double p[], double **xi, int
       printf("\n");        printf("\n");
       fprintf(ficlog,"\n");        fprintf(ficlog,"\n");
 #endif  #endif
     } /* end i */      } /* end loop on each direction i */
       /* Convergence test will use last linmin estimation (fret) and compare former iteration (fp) */ 
       /* But p and xit have been updated at the end of linmin, *fret corresponds to new p, xit  */
       /* New value of last point Pn is not computed, P(n-1) */
     if (2.0*fabs(fp-(*fret)) <= ftol*(fabs(fp)+fabs(*fret))) { /* Did we reach enough precision? */      if (2.0*fabs(fp-(*fret)) <= ftol*(fabs(fp)+fabs(*fret))) { /* Did we reach enough precision? */
         /* We could compare with a chi^2. chisquare(0.95,ddl=1)=3.84 */
         /* By adding age*age in a model, the new -2LL should be lower and the difference follows a */
         /* a chisquare statistics with 1 degree. To be significant at the 95% level, it should have */
         /* decreased of more than 3.84  */
         /* By adding age*age and V1*age the gain (-2LL) should be more than 5.99 (ddl=2) */
         /* By using V1+V2+V3, the gain should be  7.82, compared with basic 1+age. */
         /* By adding 10 parameters more the gain should be 18.31 */
   
         /* Starting the program with initial values given by a former maximization will simply change */
         /* the scales of the directions and the directions, because the are reset to canonical directions */
         /* Thus the first calls to linmin will give new points and better maximizations until fp-(*fret) is */
         /* under the tolerance value. If the tolerance is very small 1.e-9, it could last long.  */
 #ifdef DEBUG  #ifdef DEBUG
       int k[2],l;        int k[2],l;
       k[0]=1;        k[0]=1;
Line 1660  void powell(double p[], double **xi, int Line 1805  void powell(double p[], double **xi, int
     }       } 
       if (directest < 0.0) { /* Then we use it for new direction */        if (directest < 0.0) { /* Then we use it for new direction */
 #endif  #endif
         linmin(p,xit,n,fret,func); /* computes minimum on the extrapolated direction.*/  #ifdef DEBUGLINMIN
           printf("Before linmin in direction P%d-P0\n",n);
           for (j=1;j<=n;j++) { 
             printf("Before xit[%d]= %12.7f p[%d]= %12.7f",j,xit[j],j,p[j]);
             if(j % ncovmodel == 0)
               printf("\n");
           }
   #endif
           linmin(p,xit,n,fret,func); /* computes minimum on the extrapolated direction: changes p and rescales xit.*/
   #ifdef DEBUGLINMIN
           for (j=1;j<=n;j++) { 
             printf("After xit[%d]= %12.7f p[%d]= %12.7f",j,xit[j],j,p[j]);
             if(j % ncovmodel == 0)
               printf("\n");
           }
   #endif
         for (j=1;j<=n;j++) {           for (j=1;j<=n;j++) { 
           xi[j][ibig]=xi[j][n]; /* Replace direction with biggest decrease by last direction n */            xi[j][ibig]=xi[j][n]; /* Replace direction with biggest decrease by last direction n */
           xi[j][n]=xit[j];      /* and this nth direction by the by the average p_0 p_n */            xi[j][n]=xit[j];      /* and this nth direction by the by the average p_0 p_n */
Line 1709  double **prevalim(double **prlim, int nl Line 1869  double **prevalim(double **prlim, int nl
     newm=savm;      newm=savm;
     /* Covariates have to be included here again */      /* Covariates have to be included here again */
     cov[2]=agefin;      cov[2]=agefin;
           if(nagesqr==1)
         cov[3]= agefin*agefin;;
     for (k=1; k<=cptcovn;k++) {      for (k=1; k<=cptcovn;k++) {
       cov[2+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]];        cov[2+nagesqr+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]];
       /*printf("prevalim ij=%d k=%d Tvar[%d]=%d nbcode=%d cov=%lf codtab[%d][Tvar[%d]]=%d \n",ij,k, k, Tvar[k],nbcode[Tvar[k]][codtab[ij][Tvar[k]]],cov[2+k], ij, k, codtab[ij][Tvar[k]]);*/        /*printf("prevalim ij=%d k=%d Tvar[%d]=%d nbcode=%d cov=%lf codtab[%d][Tvar[%d]]=%d \n",ij,k, k, Tvar[k],nbcode[Tvar[k]][codtab[ij][Tvar[k]]],cov[2+k], ij, k, codtab[ij][Tvar[k]]);*/
     }      }
     /*wrong? for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */      /*wrong? for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */
     for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]]*cov[2];      for (k=1; k<=cptcovage;k++) cov[2+nagesqr+Tage[k]]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]]*cov[2];
     for (k=1; k<=cptcovprod;k++) /* Useless */      for (k=1; k<=cptcovprod;k++) /* Useless */
       cov[2+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]] * nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];        cov[2+nagesqr+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]] * nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];
           
     /*printf("ij=%d cptcovprod=%d tvar=%d ", ij, cptcovprod, Tvar[1]);*/      /*printf("ij=%d cptcovprod=%d tvar=%d ", ij, cptcovprod, Tvar[1]);*/
     /*printf("ij=%d cov[3]=%lf cov[4]=%lf \n",ij, cov[3],cov[4]);*/      /*printf("ij=%d cov[3]=%lf cov[4]=%lf \n",ij, cov[3],cov[4]);*/
Line 1871  double ***hpxij(double ***po, int nhstep Line 2032  double ***hpxij(double ***po, int nhstep
   int i, j, d, h, k;    int i, j, d, h, k;
   double **out, cov[NCOVMAX+1];    double **out, cov[NCOVMAX+1];
   double **newm;    double **newm;
     double agexact;
   
   /* Hstepm could be zero and should return the unit matrix */    /* Hstepm could be zero and should return the unit matrix */
   for (i=1;i<=nlstate+ndeath;i++)    for (i=1;i<=nlstate+ndeath;i++)
Line 1884  double ***hpxij(double ***po, int nhstep Line 2046  double ***hpxij(double ***po, int nhstep
       newm=savm;        newm=savm;
       /* Covariates have to be included here again */        /* Covariates have to be included here again */
       cov[1]=1.;        cov[1]=1.;
       cov[2]=age+((h-1)*hstepm + (d-1))*stepm/YEARM;        agexact=age+((h-1)*hstepm + (d-1))*stepm/YEARM;
         cov[2]=agexact;
         if(nagesqr==1)
           cov[3]= agexact*agexact;
       for (k=1; k<=cptcovn;k++)         for (k=1; k<=cptcovn;k++) 
         cov[2+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]];          cov[2+nagesqr+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]];
       for (k=1; k<=cptcovage;k++) /* Should start at cptcovn+1 */        for (k=1; k<=cptcovage;k++) /* Should start at cptcovn+1 */
         /* cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */          /* cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */
         cov[2+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2];          cov[2+nagesqr+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2];
       for (k=1; k<=cptcovprod;k++) /* Useless because included in cptcovn */        for (k=1; k<=cptcovprod;k++) /* Useless because included in cptcovn */
         cov[2+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]]*nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];          cov[2+nagesqr+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]]*nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];
   
   
       /*printf("hxi cptcov=%d cptcode=%d\n",cptcov,cptcode);*/        /*printf("hxi cptcov=%d cptcode=%d\n",cptcov,cptcode);*/
Line 1943  double func( double *x) Line 2108  double func( double *x)
   int s1, s2;    int s1, s2;
   double bbh, survp;    double bbh, survp;
   long ipmx;    long ipmx;
     double agexact;
   /*extern weight */    /*extern weight */
   /* We are differentiating ll according to initial status */    /* We are differentiating ll according to initial status */
   /*  for (i=1;i<=npar;i++) printf("%f ", x[i]);*/    /*  for (i=1;i<=npar;i++) printf("%f ", x[i]);*/
Line 1964  double func( double *x) Line 2130  double func( double *x)
          to be observed in j being in i according to the model.           to be observed in j being in i according to the model.
        */         */
       for (k=1; k<=cptcovn;k++){ /* Simple and product covariates without age* products */        for (k=1; k<=cptcovn;k++){ /* Simple and product covariates without age* products */
         cov[2+k]=covar[Tvar[k]][i];            cov[2+nagesqr+k]=covar[Tvar[k]][i];
       }        }
       /* In model V2+V1*V4+age*V3+V3*V2 Tvar[1] is V2, Tvar[2=V1*V4]         /* In model V2+V1*V4+age*V3+V3*V2 Tvar[1] is V2, Tvar[2=V1*V4] 
          is 6, Tvar[3=age*V3] should not be computed because of age Tvar[4=V3*V2]            is 6, Tvar[3=age*V3] should not be computed because of age Tvar[4=V3*V2] 
Line 1977  double func( double *x) Line 2143  double func( double *x)
           }            }
         for(d=0; d<dh[mi][i]; d++){          for(d=0; d<dh[mi][i]; d++){
           newm=savm;            newm=savm;
           cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;            agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
             cov[2]=agexact;
             if(nagesqr==1)
               cov[3]= agexact*agexact;
           for (kk=1; kk<=cptcovage;kk++) {            for (kk=1; kk<=cptcovage;kk++) {
             cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2]; /* Tage[kk] gives the data-covariate associated with age */              cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact; /* Tage[kk] gives the data-covariate associated with age */
           }            }
           out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,            out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
                        1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));                         1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));
Line 2090  double func( double *x) Line 2259  double func( double *x)
     } /* end of individual */      } /* end of individual */
   }  else if(mle==2){    }  else if(mle==2){
     for (i=1,ipmx=0, sw=0.; i<=imx; i++){      for (i=1,ipmx=0, sw=0.; i<=imx; i++){
       for (k=1; k<=cptcovn;k++) cov[2+k]=covar[Tvar[k]][i];        for (k=1; k<=cptcovn;k++) cov[2+nagesqr+k]=covar[Tvar[k]][i];
       for(mi=1; mi<= wav[i]-1; mi++){        for(mi=1; mi<= wav[i]-1; mi++){
         for (ii=1;ii<=nlstate+ndeath;ii++)          for (ii=1;ii<=nlstate+ndeath;ii++)
           for (j=1;j<=nlstate+ndeath;j++){            for (j=1;j<=nlstate+ndeath;j++){
Line 2099  double func( double *x) Line 2268  double func( double *x)
           }            }
         for(d=0; d<=dh[mi][i]; d++){          for(d=0; d<=dh[mi][i]; d++){
           newm=savm;            newm=savm;
           cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;            agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
             cov[2]=agexact;
             if(nagesqr==1)
               cov[3]= agexact*agexact;
           for (kk=1; kk<=cptcovage;kk++) {            for (kk=1; kk<=cptcovage;kk++) {
             cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];              cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact;
           }            }
           out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,            out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
                        1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));                         1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));
Line 2120  double func( double *x) Line 2292  double func( double *x)
     } /* end of individual */      } /* end of individual */
   }  else if(mle==3){  /* exponential inter-extrapolation */    }  else if(mle==3){  /* exponential inter-extrapolation */
     for (i=1,ipmx=0, sw=0.; i<=imx; i++){      for (i=1,ipmx=0, sw=0.; i<=imx; i++){
       for (k=1; k<=cptcovn;k++) cov[2+k]=covar[Tvar[k]][i];        for (k=1; k<=cptcovn;k++) cov[2+nagesqr+k]=covar[Tvar[k]][i];
       for(mi=1; mi<= wav[i]-1; mi++){        for(mi=1; mi<= wav[i]-1; mi++){
         for (ii=1;ii<=nlstate+ndeath;ii++)          for (ii=1;ii<=nlstate+ndeath;ii++)
           for (j=1;j<=nlstate+ndeath;j++){            for (j=1;j<=nlstate+ndeath;j++){
Line 2129  double func( double *x) Line 2301  double func( double *x)
           }            }
         for(d=0; d<dh[mi][i]; d++){          for(d=0; d<dh[mi][i]; d++){
           newm=savm;            newm=savm;
           cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;            agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
             cov[2]=agexact;
             if(nagesqr==1)
               cov[3]= agexact*agexact;
           for (kk=1; kk<=cptcovage;kk++) {            for (kk=1; kk<=cptcovage;kk++) {
             cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];              cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact;
           }            }
           out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,            out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
                        1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));                         1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));
Line 2150  double func( double *x) Line 2325  double func( double *x)
     } /* end of individual */      } /* end of individual */
   }else if (mle==4){  /* ml=4 no inter-extrapolation */    }else if (mle==4){  /* ml=4 no inter-extrapolation */
     for (i=1,ipmx=0, sw=0.; i<=imx; i++){      for (i=1,ipmx=0, sw=0.; i<=imx; i++){
       for (k=1; k<=cptcovn;k++) cov[2+k]=covar[Tvar[k]][i];        for (k=1; k<=cptcovn;k++) cov[2+nagesqr+k]=covar[Tvar[k]][i];
       for(mi=1; mi<= wav[i]-1; mi++){        for(mi=1; mi<= wav[i]-1; mi++){
         for (ii=1;ii<=nlstate+ndeath;ii++)          for (ii=1;ii<=nlstate+ndeath;ii++)
           for (j=1;j<=nlstate+ndeath;j++){            for (j=1;j<=nlstate+ndeath;j++){
Line 2159  double func( double *x) Line 2334  double func( double *x)
           }            }
         for(d=0; d<dh[mi][i]; d++){          for(d=0; d<dh[mi][i]; d++){
           newm=savm;            newm=savm;
           cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;            agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
             cov[2]=agexact;
             if(nagesqr==1)
               cov[3]= agexact*agexact;
           for (kk=1; kk<=cptcovage;kk++) {            for (kk=1; kk<=cptcovage;kk++) {
             cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];              cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact;
           }            }
                   
           out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,            out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
Line 2185  double func( double *x) Line 2363  double func( double *x)
     } /* end of individual */      } /* end of individual */
   }else{  /* ml=5 no inter-extrapolation no jackson =0.8a */    }else{  /* ml=5 no inter-extrapolation no jackson =0.8a */
     for (i=1,ipmx=0, sw=0.; i<=imx; i++){      for (i=1,ipmx=0, sw=0.; i<=imx; i++){
       for (k=1; k<=cptcovn;k++) cov[2+k]=covar[Tvar[k]][i];        for (k=1; k<=cptcovn;k++) cov[2+nagesqr+k]=covar[Tvar[k]][i];
       for(mi=1; mi<= wav[i]-1; mi++){        for(mi=1; mi<= wav[i]-1; mi++){
         for (ii=1;ii<=nlstate+ndeath;ii++)          for (ii=1;ii<=nlstate+ndeath;ii++)
           for (j=1;j<=nlstate+ndeath;j++){            for (j=1;j<=nlstate+ndeath;j++){
Line 2194  double func( double *x) Line 2372  double func( double *x)
           }            }
         for(d=0; d<dh[mi][i]; d++){          for(d=0; d<dh[mi][i]; d++){
           newm=savm;            newm=savm;
           cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;            agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
             cov[2]=agexact;
             if(nagesqr==1)
               cov[3]= agexact*agexact;
           for (kk=1; kk<=cptcovage;kk++) {            for (kk=1; kk<=cptcovage;kk++) {
             cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];              cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact;
           }            }
                   
           out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,            out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
Line 2232  double funcone( double *x) Line 2413  double funcone( double *x)
   double llt;    double llt;
   int s1, s2;    int s1, s2;
   double bbh, survp;    double bbh, survp;
     double agexact;
   /*extern weight */    /*extern weight */
   /* We are differentiating ll according to initial status */    /* We are differentiating ll according to initial status */
   /*  for (i=1;i<=npar;i++) printf("%f ", x[i]);*/    /*  for (i=1;i<=npar;i++) printf("%f ", x[i]);*/
Line 2243  double funcone( double *x) Line 2425  double funcone( double *x)
   for(k=1; k<=nlstate; k++) ll[k]=0.;    for(k=1; k<=nlstate; k++) ll[k]=0.;
   
   for (i=1,ipmx=0, sw=0.; i<=imx; i++){    for (i=1,ipmx=0, sw=0.; i<=imx; i++){
     for (k=1; k<=cptcovn;k++) cov[2+k]=covar[Tvar[k]][i];      for (k=1; k<=cptcovn;k++) cov[2+nagesqr+k]=covar[Tvar[k]][i];
     for(mi=1; mi<= wav[i]-1; mi++){      for(mi=1; mi<= wav[i]-1; mi++){
       for (ii=1;ii<=nlstate+ndeath;ii++)        for (ii=1;ii<=nlstate+ndeath;ii++)
         for (j=1;j<=nlstate+ndeath;j++){          for (j=1;j<=nlstate+ndeath;j++){
Line 2252  double funcone( double *x) Line 2434  double funcone( double *x)
         }          }
       for(d=0; d<dh[mi][i]; d++){        for(d=0; d<dh[mi][i]; d++){
         newm=savm;          newm=savm;
         cov[2]=agev[mw[mi][i]][i]+d*stepm/YEARM;          agexact=agev[mw[mi][i]][i]+d*stepm/YEARM;
           cov[2]=agexact;
           if(nagesqr==1)
             cov[3]= agexact*agexact;
         for (kk=1; kk<=cptcovage;kk++) {          for (kk=1; kk<=cptcovage;kk++) {
           cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];            cov[Tage[kk]+2+nagesqr]=covar[Tvar[Tage[kk]]][i]*agexact;
         }          }
   
         /* savm=pmij(pmmij,cov,ncovmodel,x,nlstate); */          /* savm=pmij(pmmij,cov,ncovmodel,x,nlstate); */
         out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,          out=matprod2(newm,oldm,1,nlstate+ndeath,1,nlstate+ndeath,
                      1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));                       1,nlstate+ndeath,pmij(pmmij,cov,ncovmodel,x,nlstate));
Line 3139  void tricode(int *Tvar, int **nbcode, in Line 3325  void tricode(int *Tvar, int **nbcode, in
       /* getting the maximum value of the modality of the covariate        /* getting the maximum value of the modality of the covariate
          (should be 0 or 1 now) Tvar[j]. If V=sex and male is coded 0 and           (should be 0 or 1 now) Tvar[j]. If V=sex and male is coded 0 and
          female is 1, then modmaxcovj=1.*/           female is 1, then modmaxcovj=1.*/
     }      } /* end for loop on individuals */
     printf(" Minimal and maximal values of %d th covariate V%d: min=%d max=%d \n", j, Tvar[j], modmincovj, modmaxcovj);      printf(" Minimal and maximal values of %d th covariate V%d: min=%d max=%d \n", j, Tvar[j], modmincovj, modmaxcovj);
     cptcode=modmaxcovj;      cptcode=modmaxcovj;
     /* Ndum[0] = frequency of 0 for model-covariate j, Ndum[1] frequency of 1 etc. */      /* Ndum[0] = frequency of 0 for model-covariate j, Ndum[1] frequency of 1 etc. */
    /*for (i=0; i<=cptcode; i++) {*/     /*for (i=0; i<=cptcode; i++) {*/
     for (i=modmincovj;  i<=modmaxcovj; i++) { /* i=-1 ? 0 and 1*//* For each value of the modality of model-cov j */      for (i=modmincovj;  i<=modmaxcovj; i++) { /* i=-1 ? 0 and 1*//* For each value of the modality of model-cov j */
       printf("Frequencies of covariates %d V%d %d\n", j, Tvar[j], Ndum[i]);        printf("Frequencies of covariates %d ie V%d with value %d: %d\n", j, Tvar[j], i, Ndum[i]);
       if( Ndum[i] != 0 ){ /* Counts if nobody answered, empty modality */        if( Ndum[i] != 0 ){ /* Counts if nobody answered, empty modality */
         ncodemax[j]++;  /* ncodemax[j]= Number of non-null modalities of the j th covariate. */          ncodemax[j]++;  /* ncodemax[j]= Number of non-null modalities of the j th covariate. */
       }        }
Line 3182  void tricode(int *Tvar, int **nbcode, in Line 3368  void tricode(int *Tvar, int **nbcode, in
       
  for (k=-1; k< maxncov; k++) Ndum[k]=0;    for (k=-1; k< maxncov; k++) Ndum[k]=0; 
       
   for (i=1; i<=ncovmodel-2; i++) { /* -2, cste and age */     for (i=1; i<=ncovmodel-2-nagesqr; i++) { /* -2, cste and age and eventually age*age */ 
    /* Listing of all covariables in statement model to see if some covariates appear twice. For example, V1 appears twice in V1+V1*V2.*/      /* Listing of all covariables in statement model to see if some covariates appear twice. For example, V1 appears twice in V1+V1*V2.*/ 
    ij=Tvar[i]; /* Tvar might be -1 if status was unknown */      ij=Tvar[i]; /* Tvar might be -1 if status was unknown */ 
    Ndum[ij]++;      Ndum[ij]++; /* Might be supersed V1 + V1*age */
  }    } 
   
  ij=1;   ij=1;
Line 4039  To be simple, these graphs help to under Line 4225  To be simple, these graphs help to under
       gm=vector(1,(nlstate)*(nlstate+ndeath));        gm=vector(1,(nlstate)*(nlstate+ndeath));
       for (age=bage; age<=fage; age ++){         for (age=bage; age<=fage; age ++){ 
         cov[2]=age;          cov[2]=age;
           if(nagesqr==1)
             cov[3]= age*age;
         for (k=1; k<=cptcovn;k++) {          for (k=1; k<=cptcovn;k++) {
           cov[2+k]=nbcode[Tvar[k]][codtab[j1][Tvar[k]]];/* j1 1 2 3 4            cov[2+nagesqr+k]=nbcode[Tvar[k]][codtab[j1][Tvar[k]]];/* j1 1 2 3 4
                                                          * 1  1 1 1 1                                                           * 1  1 1 1 1
                                                          * 2  2 1 1 1                                                           * 2  2 1 1 1
                                                          * 3  1 2 1 1                                                           * 3  1 2 1 1
Line 4050  To be simple, these graphs help to under Line 4238  To be simple, these graphs help to under
         /* for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */          /* for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=cov[2+Tage[k]]*cov[2]; */
         for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2];          for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2];
         for (k=1; k<=cptcovprod;k++)          for (k=1; k<=cptcovprod;k++)
           cov[2+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]]*nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];            cov[2+nagesqr+Tprod[k]]=nbcode[Tvard[k][1]][codtab[ij][Tvard[k][1]]]*nbcode[Tvard[k][2]][codtab[ij][Tvard[k][2]]];
                   
           
         for(theta=1; theta <=npar; theta++){          for(theta=1; theta <=npar; theta++){
Line 4510  plot [%.f:%.f]  ", ageminpar, agemaxpar) Line 4698  plot [%.f:%.f]  ", ageminpar, agemaxpar)
   } /* end covariate */      } /* end covariate */  
       
   /* proba elementaires */    /* proba elementaires */
     fprintf(ficgp,"\n##############\n#MLE estimated parameters\n#############\n");
   for(i=1,jk=1; i <=nlstate; i++){    for(i=1,jk=1; i <=nlstate; i++){
       fprintf(ficgp,"# initial state %d\n",i);
     for(k=1; k <=(nlstate+ndeath); k++){      for(k=1; k <=(nlstate+ndeath); k++){
       if (k != i) {        if (k != i) {
           fprintf(ficgp,"#   current state %d\n",k);
         for(j=1; j <=ncovmodel; j++){          for(j=1; j <=ncovmodel; j++){
           fprintf(ficgp,"p%d=%f ",jk,p[jk]);            fprintf(ficgp,"p%d=%f; ",jk,p[jk]);
           jk++;             jk++; 
           fprintf(ficgp,"\n");  
         }          }
           fprintf(ficgp,"\n");
       }        }
     }      }
    }     }
     fprintf(ficgp,"##############\n#\n");
   
   /*goto avoid;*/    /*goto avoid;*/
     fprintf(ficgp,"\n##############\n#Graphics of of probabilities or incidences\n#############\n");
     fprintf(ficgp,"# logi(p12/p11)=a12+b12*age+c12age*age+d12*V1+e12*V1*age\n");
     fprintf(ficgp,"# logi(p12/p11)=p1 +p2*age +p3*age*age+ p4*V1+ p5*V1*age\n");
     fprintf(ficgp,"# logi(p13/p11)=a13+b13*age+c13age*age+d13*V1+e13*V1*age\n");
     fprintf(ficgp,"# logi(p13/p11)=p6 +p7*age +p8*age*age+ p9*V1+ p10*V1*age\n");
     fprintf(ficgp,"# p12+p13+p14+p11=1=p11(1+exp(a12+b12*age+c12age*age+d12*V1+e12*V1*age)\n");
     fprintf(ficgp,"#                      +exp(a13+b13*age+c13age*age+d13*V1+e13*V1*age)+...)\n");
     fprintf(ficgp,"# p11=1/(1+exp(a12+b12*age+c12age*age+d12*V1+e12*V1*age)\n");
     fprintf(ficgp,"#                      +exp(a13+b13*age+c13age*age+d13*V1+e13*V1*age)+...)\n");
     fprintf(ficgp,"# p12=exp(a12+b12*age+c12age*age+d12*V1+e12*V1*age)/\n");
     fprintf(ficgp,"#     (1+exp(a12+b12*age+c12age*age+d12*V1+e12*V1*age)\n");
     fprintf(ficgp,"#       +exp(a13+b13*age+c13age*age+d13*V1+e13*V1*age))\n");
     fprintf(ficgp,"#       +exp(a14+b14*age+c14age*age+d14*V1+e14*V1*age)+...)\n");
     fprintf(ficgp,"#\n");
    for(ng=1; ng<=2;ng++){ /* Number of graphics: first is probabilities second is incidence per year*/     for(ng=1; ng<=2;ng++){ /* Number of graphics: first is probabilities second is incidence per year*/
        fprintf(ficgp,"# ng=%d\n",ng);
        fprintf(ficgp,"#   jk=1 to 2^%d=%d\n",cptcoveff,m);
      for(jk=1; jk <=m; jk++) {       for(jk=1; jk <=m; jk++) {
          fprintf(ficgp,"#    jk=%d\n",jk);
        fprintf(ficgp,"\nset out \"%s%d_%d.png\" \n",subdirf2(optionfilefiname,"pe"),jk,ng);          fprintf(ficgp,"\nset out \"%s%d_%d.png\" \n",subdirf2(optionfilefiname,"pe"),jk,ng); 
        if (ng==2)         if (ng==2)
          fprintf(ficgp,"\nset ylabel \"Quasi-incidence per year\"\n");           fprintf(ficgp,"\nset ylabel \"Quasi-incidence per year\"\n");
Line 4536  plot [%.f:%.f]  ", ageminpar, agemaxpar) Line 4746  plot [%.f:%.f]  ", ageminpar, agemaxpar)
          for(k=1; k<=(nlstate+ndeath); k++) {           for(k=1; k<=(nlstate+ndeath); k++) {
            if (k != k2){             if (k != k2){
              if(ng==2)               if(ng==2)
                fprintf(ficgp," %f*exp(p%d+p%d*x",YEARM/stepm,i,i+1);                 if(nagesqr==0)
                    fprintf(ficgp," %f*exp(p%d+p%d*x",YEARM/stepm,i,i+1);
                  else /* nagesqr =1 */
                    fprintf(ficgp," %f*exp(p%d+p%d*x+p%d*x*x",YEARM/stepm,i,i+1,i+1+nagesqr);
              else               else
                fprintf(ficgp," exp(p%d+p%d*x",i,i+1);                 if(nagesqr==0)
                    fprintf(ficgp," exp(p%d+p%d*x",i,i+1);
                  else /* nagesqr =1 */
                    fprintf(ficgp," exp(p%d+p%d*x+p%d*x*x",i,i+1,i+1+nagesqr);
              ij=1;/* To be checked else nbcode[0][0] wrong */               ij=1;/* To be checked else nbcode[0][0] wrong */
              for(j=3; j <=ncovmodel; j++) {               for(j=3; j <=ncovmodel-nagesqr; j++) {
                if(((j-2)==Tage[ij]) &&(ij <=cptcovage)) { /* Bug valgrind */                 if(((j-2)==Tage[ij]) &&(ij <=cptcovage)) { /* Bug valgrind */
                  fprintf(ficgp,"+p%d*%d*x",i+j-1,nbcode[Tvar[j-2]][codtab[jk][Tvar[j-2]]]);                   fprintf(ficgp,"+p%d*%d*x",i+j+nagesqr-1,nbcode[Tvar[j-2]][codtab[jk][Tvar[j-2]]]);
                  ij++;                   ij++;
                }                 }
                else                 else
                  fprintf(ficgp,"+p%d*%d",i+j-1,nbcode[Tvar[j-2]][codtab[jk][j-2]]);                   fprintf(ficgp,"+p%d*%d",i+j+nagesqr-1,nbcode[Tvar[j-2]][codtab[jk][j-2]]);
              }               }
              fprintf(ficgp,")/(1");               fprintf(ficgp,")/(1");
                             
              for(k1=1; k1 <=nlstate; k1++){                  for(k1=1; k1 <=nlstate; k1++){ 
                fprintf(ficgp,"+exp(p%d+p%d*x",k3+(k1-1)*ncovmodel,k3+(k1-1)*ncovmodel+1);                 if(nagesqr==0)
                    fprintf(ficgp,"+exp(p%d+p%d*x",k3+(k1-1)*ncovmodel,k3+(k1-1)*ncovmodel+1);
                  else /* nagesqr =1 */
                    fprintf(ficgp,"+exp(p%d+p%d*x+p%d*x*x",k3+(k1-1)*ncovmodel,k3+(k1-1)*ncovmodel+1,k3+(k1-1)*ncovmodel+1+nagesqr);
     
                ij=1;                 ij=1;
                for(j=3; j <=ncovmodel; j++){                 for(j=3; j <=ncovmodel-nagesqr; j++){
                  if(((j-2)==Tage[ij]) &&(ij <=cptcovage)) {                   if(((j-2)==Tage[ij]) &&(ij <=cptcovage)) {
                    fprintf(ficgp,"+p%d*%d*x",k3+(k1-1)*ncovmodel+1+j-2,nbcode[Tvar[j-2]][codtab[jk][Tvar[j-2]]]);                     fprintf(ficgp,"+p%d*%d*x",k3+(k1-1)*ncovmodel+1+j-2+nagesqr,nbcode[Tvar[j-2]][codtab[jk][Tvar[j-2]]]);
                    ij++;                     ij++;
                  }                   }
                  else                   else
                    fprintf(ficgp,"+p%d*%d",k3+(k1-1)*ncovmodel+1+j-2,nbcode[Tvar[j-2]][codtab[jk][j-2]]);                     fprintf(ficgp,"+p%d*%d",k3+(k1-1)*ncovmodel+1+j-2+nagesqr,nbcode[Tvar[j-2]][codtab[jk][j-2]]);
                }                 }
                fprintf(ficgp,")");                 fprintf(ficgp,")");
              }               }
Line 5353  void removespace(char *str) { Line 5573  void removespace(char *str) {
 }  }
   
 int decodemodel ( char model[], int lastobs) /**< This routine decode the model and returns:  int decodemodel ( char model[], int lastobs) /**< This routine decode the model and returns:
    * Model  V1+V2+V3+V8+V7*V8+V5*V6+V8*age+V3*age     * Model  V1+V2+V3+V8+V7*V8+V5*V6+V8*age+V3*age+age*age
    * - cptcovt total number of covariates of the model nbocc(+)+1 = 8     * - nagesqr = 1 if age*age in the model, otherwise 0.
    * - cptcovn or number of covariates k of the models excluding age*products =6     * - cptcovt total number of covariates of the model nbocc(+)+1 = 8 excepting constant and age and age*age
      * - cptcovn or number of covariates k of the models excluding age*products =6 and age*age
    * - cptcovage number of covariates with age*products =2     * - cptcovage number of covariates with age*products =2
    * - cptcovs number of simple covariates     * - cptcovs number of simple covariates
    * - Tvar[k] is the id of the kth covariate Tvar[1]@12 {1, 2, 3, 8, 10, 11, 8, 3, 7, 8, 5, 6}, thus Tvar[5=V7*V8]=10     * - Tvar[k] is the id of the kth covariate Tvar[1]@12 {1, 2, 3, 8, 10, 11, 8, 3, 7, 8, 5, 6}, thus Tvar[5=V7*V8]=10
Line 5370  int decodemodel ( char model[], int last Line 5591  int decodemodel ( char model[], int last
   int  j1, k1, k2;    int  j1, k1, k2;
   char modelsav[80];    char modelsav[80];
   char stra[80], strb[80], strc[80], strd[80],stre[80];    char stra[80], strb[80], strc[80], strd[80],stre[80];
     char *strpt;
   
   /*removespace(model);*/    /*removespace(model);*/
   if (strlen(model) >1){ /* If there is at least 1 covariate */    if (strlen(model) >1){ /* If there is at least 1 covariate */
     j=0, j1=0, k1=0, k2=-1, ks=0, cptcovn=0;      j=0, j1=0, k1=0, k2=-1, ks=0, cptcovn=0;
     j=nbocc(model,'+'); /**< j=Number of '+' */  
     j1=nbocc(model,'*'); /**< j1=Number of '*' */  
     cptcovs=j+1-j1; /**<  Number of simple covariates V1+V2*age+V3 +V3*V4=> V1 + V3 =2  */  
     cptcovt= j+1; /* Number of total covariates in the model V1 + V2*age+ V3 + V3*V4=> 4*/  
                   /* including age products which are counted in cptcovage.  
                   * but the covariates which are products must be treated separately: ncovn=4- 2=2 (V1+V3). */  
     cptcovprod=j1; /**< Number of products  V1*V2 +v3*age = 2 */  
     cptcovprodnoage=0; /**< Number of covariate products without age: V3*V4 =1  */  
     strcpy(modelsav,model);   
     if (strstr(model,"AGE") !=0){      if (strstr(model,"AGE") !=0){
       printf("Error. AGE must be in lower case 'age' model=%s ",model);        printf("Error. AGE must be in lower case 'age' model=1+age+%s ",model);
       fprintf(ficlog,"Error. AGE must be in lower case model=%s ",model);fflush(ficlog);        fprintf(ficlog,"Error. AGE must be in lower case model=1+age+%s ",model);fflush(ficlog);
       return 1;        return 1;
     }      }
     if (strstr(model,"v") !=0){      if (strstr(model,"v") !=0){
Line 5393  int decodemodel ( char model[], int last Line 5606  int decodemodel ( char model[], int last
       fprintf(ficlog,"Error. 'v' must be in upper case model=%s ",model);fflush(ficlog);        fprintf(ficlog,"Error. 'v' must be in upper case model=%s ",model);fflush(ficlog);
       return 1;        return 1;
     }      }
           strcpy(modelsav,model); 
     /*   Design      if ((strpt=strstr(model,"age*age")) !=0){
      *  V1   V2   V3   V4  V5  V6  V7  V8  V9 Weight        printf(" strpt=%s, model=%s\n",strpt, model);
      *  <          ncovcol=8                >        if(strpt != model){
      * Model V2 + V1 + V3*age + V3 + V5*V6 + V7*V8 + V8*age + V8        printf("Error in model: 'model=%s'; 'age*age' should in first place before other covariates\n \
      *   k=  1    2      3       4     5       6      7        8   'model=1+age+age*age+V1' or 'model=1+age+age*age+V1+V1*age', please swap as well as \n \
      *  cptcovn number of covariates (not including constant and age ) = # of + plus 1 = 7+1=8   corresponding column of parameters.\n",model);
      *  covar[k,i], value of kth covariate if not including age for individual i:        fprintf(ficlog,"Error in model: 'model=%s'; 'age*age' should in first place before other covariates\n \
      *       covar[1][i]= (V2), covar[4][i]=(V3), covar[8][i]=(V8)   'model=1+age+age*age+V1' or 'model=1+age+age*age+V1+V1*age', please swap as well as \n \
      *  Tvar[k] # of the kth covariate:  Tvar[1]=2  Tvar[4]=3 Tvar[8]=8   corresponding column of parameters.\n",model); fflush(ficlog);
      *       if multiplied by age: V3*age Tvar[3=V3*age]=3 (V3) Tvar[7]=8 and         return 1;
      *  Tage[++cptcovage]=k      }
      *       if products, new covar are created after ncovcol with k1  
      *  Tvar[k]=ncovcol+k1; # of the kth covariate product:  Tvar[5]=ncovcol+1=10  Tvar[6]=ncovcol+1=11  
      *  Tprod[k1]=k; Tprod[1]=5 Tprod[2]= 6; gives the position of the k1th product  
      *  Tvard[k1][1]=m Tvard[k1][2]=m; Tvard[1][1]=5 (V5) Tvard[1][2]=6 Tvard[2][1]=7 (V7) Tvard[2][2]=8  
      *  Tvar[cptcovn+k2]=Tvard[k1][1];Tvar[cptcovn+k2+1]=Tvard[k1][2];  
      *  Tvar[8+1]=5;Tvar[8+2]=6;Tvar[8+3]=7;Tvar[8+4]=8 inverted  
      *  V1   V2   V3   V4  V5  V6  V7  V8  V9  V10  V11  
      *  <          ncovcol=8                >  
      *       Model V2 + V1 + V3*age + V3 + V5*V6 + V7*V8 + V8*age + V8    d1   d1   d2  d2  
      *          k=  1    2      3       4     5       6      7        8    9   10   11  12  
      *     Tvar[k]= 2    1      3       3    10      11      8        8    5    6    7   8  
      * p Tvar[1]@12={2,   1,     3,      3,   11,     10,     8,       8,   7,   8,   5,  6}  
      * p Tprod[1]@2={                         6, 5}  
      *p Tvard[1][1]@4= {7, 8, 5, 6}  
      * covar[k][i]= V2   V1      ?      V3    V5*V6?   V7*V8?  ?       V8     
      *  cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];  
      *How to reorganize?  
      * Model V1 + V2 + V3 + V8 + V5*V6 + V7*V8 + V3*age + V8*age  
      * Tvars {2,   1,     3,      3,   11,     10,     8,       8,   7,   8,   5,  6}  
      *       {2,   1,     4,      8,    5,      6,     3,       7}  
      * Struct []  
      */  
   
     /* This loop fills the array Tvar from the string 'model'.*/        nagesqr=1;
     /* j is the number of + signs in the model V1+V2+V3 j=2 i=3 to 1 */        if (strstr(model,"+age*age") !=0)
     /*   modelsav=V2+V1+V4+age*V3 strb=age*V3 stra=V2+V1+V4  */          substrchaine(modelsav, model, "+age*age");
     /*  k=4 (age*V3) Tvar[k=4]= 3 (from V3) Tage[cptcovage=1]=4 */        else if (strstr(model,"age*age+") !=0)
     /*  k=3 V4 Tvar[k=3]= 4 (from V4) */          substrchaine(modelsav, model, "age*age+");
     /*  k=2 V1 Tvar[k=2]= 1 (from V1) */        else 
     /*  k=1 Tvar[1]=2 (from V2) */          substrchaine(modelsav, model, "age*age");
     /*  k=5 Tvar[5] */      }else
     /* for (k=1; k<=cptcovn;k++) { */        nagesqr=0;
     /*  cov[2+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]]; */      if (strlen(modelsav) >1){
     /*  } */        j=nbocc(modelsav,'+'); /**< j=Number of '+' */
     /* for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2]; */        j1=nbocc(modelsav,'*'); /**< j1=Number of '*' */
     /*        cptcovs=j+1-j1; /**<  Number of simple covariates V1+V1*age+V3 +V3*V4+age*age=> V1 + V3 =2  */
      * Treating invertedly V2+V1+V3*age+V2*V4 is as if written V2*V4 +V3*age + V1 + V2 */        cptcovt= j+1; /* Number of total covariates in the model, not including
     for(k=cptcovt; k>=1;k--) /**< Number of covariates */                     * cst, age and age*age 
                      * V1+V1*age+ V3 + V3*V4+age*age=> 4*/
                     /* including age products which are counted in cptcovage.
                     * but the covariates which are products must be treated 
                     * separately: ncovn=4- 2=2 (V1+V3). */
         cptcovprod=j1; /**< Number of products  V1*V2 +v3*age = 2 */
         cptcovprodnoage=0; /**< Number of covariate products without age: V3*V4 =1  */
   
       
         /*   Design
          *  V1   V2   V3   V4  V5  V6  V7  V8  V9 Weight
          *  <          ncovcol=8                >
          * Model V2 + V1 + V3*age + V3 + V5*V6 + V7*V8 + V8*age + V8
          *   k=  1    2      3       4     5       6      7        8
          *  cptcovn number of covariates (not including constant and age ) = # of + plus 1 = 7+1=8
          *  covar[k,i], value of kth covariate if not including age for individual i:
          *       covar[1][i]= (V2), covar[4][i]=(V3), covar[8][i]=(V8)
          *  Tvar[k] # of the kth covariate:  Tvar[1]=2  Tvar[4]=3 Tvar[8]=8
          *       if multiplied by age: V3*age Tvar[3=V3*age]=3 (V3) Tvar[7]=8 and 
          *  Tage[++cptcovage]=k
          *       if products, new covar are created after ncovcol with k1
          *  Tvar[k]=ncovcol+k1; # of the kth covariate product:  Tvar[5]=ncovcol+1=10  Tvar[6]=ncovcol+1=11
          *  Tprod[k1]=k; Tprod[1]=5 Tprod[2]= 6; gives the position of the k1th product
          *  Tvard[k1][1]=m Tvard[k1][2]=m; Tvard[1][1]=5 (V5) Tvard[1][2]=6 Tvard[2][1]=7 (V7) Tvard[2][2]=8
          *  Tvar[cptcovn+k2]=Tvard[k1][1];Tvar[cptcovn+k2+1]=Tvard[k1][2];
          *  Tvar[8+1]=5;Tvar[8+2]=6;Tvar[8+3]=7;Tvar[8+4]=8 inverted
          *  V1   V2   V3   V4  V5  V6  V7  V8  V9  V10  V11
          *  <          ncovcol=8                >
          *       Model V2 + V1 + V3*age + V3 + V5*V6 + V7*V8 + V8*age + V8    d1   d1   d2  d2
          *          k=  1    2      3       4     5       6      7        8    9   10   11  12
          *     Tvar[k]= 2    1      3       3    10      11      8        8    5    6    7   8
          * p Tvar[1]@12={2,   1,     3,      3,   11,     10,     8,       8,   7,   8,   5,  6}
          * p Tprod[1]@2={                         6, 5}
          *p Tvard[1][1]@4= {7, 8, 5, 6}
          * covar[k][i]= V2   V1      ?      V3    V5*V6?   V7*V8?  ?       V8   
          *  cov[Tage[kk]+2]=covar[Tvar[Tage[kk]]][i]*cov[2];
          *How to reorganize?
          * Model V1 + V2 + V3 + V8 + V5*V6 + V7*V8 + V3*age + V8*age
          * Tvars {2,   1,     3,      3,   11,     10,     8,       8,   7,   8,   5,  6}
          *       {2,   1,     4,      8,    5,      6,     3,       7}
          * Struct []
          */
   
         /* This loop fills the array Tvar from the string 'model'.*/
         /* j is the number of + signs in the model V1+V2+V3 j=2 i=3 to 1 */
         /*   modelsav=V2+V1+V4+age*V3 strb=age*V3 stra=V2+V1+V4  */
         /*        k=4 (age*V3) Tvar[k=4]= 3 (from V3) Tage[cptcovage=1]=4 */
         /*        k=3 V4 Tvar[k=3]= 4 (from V4) */
         /*        k=2 V1 Tvar[k=2]= 1 (from V1) */
         /*        k=1 Tvar[1]=2 (from V2) */
         /*        k=5 Tvar[5] */
         /* for (k=1; k<=cptcovn;k++) { */
         /*        cov[2+k]=nbcode[Tvar[k]][codtab[ij][Tvar[k]]]; */
         /*        } */
         /* for (k=1; k<=cptcovage;k++) cov[2+Tage[k]]=nbcode[Tvar[Tage[k]]][codtab[ij][Tvar[Tage[k]]]]*cov[2]; */
         /*
          * Treating invertedly V2+V1+V3*age+V2*V4 is as if written V2*V4 +V3*age + V1 + V2 */
         for(k=cptcovt; k>=1;k--) /**< Number of covariates */
         Tvar[k]=0;          Tvar[k]=0;
     cptcovage=0;        cptcovage=0;
     for(k=1; k<=cptcovt;k++){ /* Loop on total covariates of the model */        for(k=1; k<=cptcovt;k++){ /* Loop on total covariates of the model */
       cutl(stra,strb,modelsav,'+'); /* keeps in strb after the first '+'           cutl(stra,strb,modelsav,'+'); /* keeps in strb after the first '+' 
                                      modelsav==V2+V1+V4+V3*age strb=V3*age stra=V2+V1+V4 */                                            modelsav==V2+V1+V4+V3*age strb=V3*age stra=V2+V1+V4 */ 
       if (nbocc(modelsav,'+')==0) strcpy(strb,modelsav); /* and analyzes it */          if (nbocc(modelsav,'+')==0) strcpy(strb,modelsav); /* and analyzes it */
       /*      printf("i=%d a=%s b=%s sav=%s\n",i, stra,strb,modelsav);*/          /*      printf("i=%d a=%s b=%s sav=%s\n",i, stra,strb,modelsav);*/
       /*scanf("%d",i);*/          /*scanf("%d",i);*/
       if (strchr(strb,'*')) {  /**< Model includes a product V2+V1+V4+V3*age strb=V3*age */          if (strchr(strb,'*')) {  /**< Model includes a product V2+V1+V4+V3*age strb=V3*age */
         cutl(strc,strd,strb,'*'); /**< strd*strc  Vm*Vn: strb=V3*age(input) strc=age strd=V3 ; V3*V2 strc=V2, strd=V3 */            cutl(strc,strd,strb,'*'); /**< strd*strc  Vm*Vn: strb=V3*age(input) strc=age strd=V3 ; V3*V2 strc=V2, strd=V3 */
         if (strcmp(strc,"age")==0) { /**< Model includes age: Vn*age */            if (strcmp(strc,"age")==0) { /**< Model includes age: Vn*age */
           /* covar is not filled and then is empty */              /* covar is not filled and then is empty */
           cptcovprod--;              cptcovprod--;
           cutl(stre,strb,strd,'V'); /* strd=V3(input): stre="3" */              cutl(stre,strb,strd,'V'); /* strd=V3(input): stre="3" */
           Tvar[k]=atoi(stre);  /* V2+V1+V4+V3*age Tvar[4]=3 ; V1+V2*age Tvar[2]=2 */              Tvar[k]=atoi(stre);  /* V2+V1+V4+V3*age Tvar[4]=3 ; V1+V2*age Tvar[2]=2; V1+V1*age Tvar[2]=1 */
           cptcovage++; /* Sums the number of covariates which include age as a product */              cptcovage++; /* Sums the number of covariates which include age as a product */
           Tage[cptcovage]=k;  /* Tvar[4]=3, Tage[1] = 4 or V1+V1*age Tvar[2]=1, Tage[1]=2 */              Tage[cptcovage]=k;  /* Tvar[4]=3, Tage[1] = 4 or V1+V1*age Tvar[2]=1, Tage[1]=2 */
           /*printf("stre=%s ", stre);*/              /*printf("stre=%s ", stre);*/
         } else if (strcmp(strd,"age")==0) { /* or age*Vn */            } else if (strcmp(strd,"age")==0) { /* or age*Vn */
           cptcovprod--;              cptcovprod--;
           cutl(stre,strb,strc,'V');              cutl(stre,strb,strc,'V');
           Tvar[k]=atoi(stre);              Tvar[k]=atoi(stre);
           cptcovage++;              cptcovage++;
           Tage[cptcovage]=k;              Tage[cptcovage]=k;
         } else {  /* Age is not in the model product V2+V1+V1*V4+V3*age+V3*V2  strb=V3*V2*/            } else {  /* Age is not in the model product V2+V1+V1*V4+V3*age+V3*V2  strb=V3*V2*/
           /* loops on k1=1 (V3*V2) and k1=2 V4*V3 */              /* loops on k1=1 (V3*V2) and k1=2 V4*V3 */
               cptcovn++;
               cptcovprodnoage++;k1++;
               cutl(stre,strb,strc,'V'); /* strc= Vn, stre is n; strb=V3*V2 stre=3 strc=*/
               Tvar[k]=ncovcol+k1; /* For model-covariate k tells which data-covariate to use but
                                      because this model-covariate is a construction we invent a new column
                                      ncovcol + k1
                                      If already ncovcol=4 and model=V2+V1+V1*V4+age*V3+V3*V2
                                      Tvar[3=V1*V4]=4+1 Tvar[5=V3*V2]=4 + 2= 6, etc */
               cutl(strc,strb,strd,'V'); /* strd was Vm, strc is m */
               Tprod[k1]=k;  /* Tprod[1]=3(=V1*V4) for V2+V1+V1*V4+age*V3+V3*V2  */
               Tvard[k1][1] =atoi(strc); /* m 1 for V1*/
               Tvard[k1][2] =atoi(stre); /* n 4 for V4*/
               k2=k2+2;
               Tvar[cptcovt+k2]=Tvard[k1][1]; /* Tvar[(cptcovt=4+k2=1)=5]= 1 (V1) */
               Tvar[cptcovt+k2+1]=Tvard[k1][2];  /* Tvar[(cptcovt=4+(k2=1)+1)=6]= 4 (V4) */
               for (i=1; i<=lastobs;i++){
                 /* Computes the new covariate which is a product of
                    covar[n][i]* covar[m][i] and stores it at ncovol+k1 May not be defined */
                 covar[ncovcol+k1][i]=covar[atoi(stre)][i]*covar[atoi(strc)][i];
               }
             } /* End age is not in the model */
           } /* End if model includes a product */
           else { /* no more sum */
             /*printf("d=%s c=%s b=%s\n", strd,strc,strb);*/
             /*  scanf("%d",i);*/
             cutl(strd,strc,strb,'V');
             ks++; /**< Number of simple covariates */
           cptcovn++;            cptcovn++;
           cptcovprodnoage++;k1++;            Tvar[k]=atoi(strd);
           cutl(stre,strb,strc,'V'); /* strc= Vn, stre is n; strb=V3*V2 stre=3 strc=*/          }
           Tvar[k]=ncovcol+k1; /* For model-covariate k tells which data-covariate to use but          strcpy(modelsav,stra);  /* modelsav=V2+V1+V4 stra=V2+V1+V4 */ 
                                   because this model-covariate is a construction we invent a new column          /*printf("a=%s b=%s sav=%s\n", stra,strb,modelsav);
                                   ncovcol + k1            scanf("%d",i);*/
                                   If already ncovcol=4 and model=V2+V1+V1*V4+age*V3+V3*V2        } /* end of loop + on total covariates */
                                   Tvar[3=V1*V4]=4+1 Tvar[5=V3*V2]=4 + 2= 6, etc */      } /* end if strlen(modelsave == 0) age*age might exist */
           cutl(strc,strb,strd,'V'); /* strd was Vm, strc is m */    } /* end if strlen(model == 0) */
           Tprod[k1]=k;  /* Tprod[1]=3(=V1*V4) for V2+V1+V1*V4+age*V3+V3*V2  */  
           Tvard[k1][1] =atoi(strc); /* m 1 for V1*/  
           Tvard[k1][2] =atoi(stre); /* n 4 for V4*/  
           k2=k2+2;  
           Tvar[cptcovt+k2]=Tvard[k1][1]; /* Tvar[(cptcovt=4+k2=1)=5]= 1 (V1) */  
           Tvar[cptcovt+k2+1]=Tvard[k1][2];  /* Tvar[(cptcovt=4+(k2=1)+1)=6]= 4 (V4) */  
           for (i=1; i<=lastobs;i++){  
             /* Computes the new covariate which is a product of  
                covar[n][i]* covar[m][i] and stores it at ncovol+k1 May not be defined */  
             covar[ncovcol+k1][i]=covar[atoi(stre)][i]*covar[atoi(strc)][i];  
           }  
         } /* End age is not in the model */  
       } /* End if model includes a product */  
       else { /* no more sum */  
         /*printf("d=%s c=%s b=%s\n", strd,strc,strb);*/  
        /*  scanf("%d",i);*/  
         cutl(strd,strc,strb,'V');  
         ks++; /**< Number of simple covariates */  
         cptcovn++;  
         Tvar[k]=atoi(strd);  
       }  
       strcpy(modelsav,stra);  /* modelsav=V2+V1+V4 stra=V2+V1+V4 */   
       /*printf("a=%s b=%s sav=%s\n", stra,strb,modelsav);  
         scanf("%d",i);*/  
     } /* end of loop + */  
   } /* end model */  
       
   /*The number n of Vn is stored in Tvar. cptcovage =number of age covariate. Tage gives the position of age. cptcovprod= number of products.    /*The number n of Vn is stored in Tvar. cptcovage =number of age covariate. Tage gives the position of age. cptcovprod= number of products.
     If model=V1+V1*age then Tvar[1]=1 Tvar[2]=1 cptcovage=1 Tage[1]=2 cptcovprod=0*/      If model=V1+V1*age then Tvar[1]=1 Tvar[2]=1 cptcovage=1 Tage[1]=2 cptcovprod=0*/
Line 5656  BOOL IsWow64() Line 5905  BOOL IsWow64()
 }  }
 #endif  #endif
   
 void syscompilerinfo()  void syscompilerinfo(int logged)
  {   {
    /* #include "syscompilerinfo.h"*/     /* #include "syscompilerinfo.h"*/
    /* command line Intel compiler 32bit windows, XP compatible:*/     /* command line Intel compiler 32bit windows, XP compatible:*/
Line 5705  void syscompilerinfo() Line 5954  void syscompilerinfo()
    int cross = CROSS;     int cross = CROSS;
    if (cross){     if (cross){
            printf("Cross-");             printf("Cross-");
            fprintf(ficlog, "Cross-");             if(logged) fprintf(ficlog, "Cross-");
    }     }
 #endif  #endif
   
 #include <stdint.h>  #include <stdint.h>
   
    printf("Compiled with:");fprintf(ficlog,"Compiled with:");     printf("Compiled with:");if(logged)fprintf(ficlog,"Compiled with:");
 #if defined(__clang__)  #if defined(__clang__)
    printf(" Clang/LLVM");fprintf(ficlog," Clang/LLVM"); /* Clang/LLVM. ---------------------------------------------- */     printf(" Clang/LLVM");if(logged)fprintf(ficlog," Clang/LLVM");       /* Clang/LLVM. ---------------------------------------------- */
 #endif  #endif
 #if defined(__ICC) || defined(__INTEL_COMPILER)  #if defined(__ICC) || defined(__INTEL_COMPILER)
    printf(" Intel ICC/ICPC");fprintf(ficlog," Intel ICC/ICPC");/* Intel ICC/ICPC. ------------------------------------------ */     printf(" Intel ICC/ICPC");if(logged)fprintf(ficlog," Intel ICC/ICPC");/* Intel ICC/ICPC. ------------------------------------------ */
 #endif  #endif
 #if defined(__GNUC__) || defined(__GNUG__)  #if defined(__GNUC__) || defined(__GNUG__)
    printf(" GNU GCC/G++");fprintf(ficlog," GNU GCC/G++");/* GNU GCC/G++. --------------------------------------------- */     printf(" GNU GCC/G++");if(logged)fprintf(ficlog," GNU GCC/G++");/* GNU GCC/G++. --------------------------------------------- */
 #endif  #endif
 #if defined(__HP_cc) || defined(__HP_aCC)  #if defined(__HP_cc) || defined(__HP_aCC)
    printf(" Hewlett-Packard C/aC++");fprintf(fcilog," Hewlett-Packard C/aC++"); /* Hewlett-Packard C/aC++. ---------------------------------- */     printf(" Hewlett-Packard C/aC++");if(logged)fprintf(fcilog," Hewlett-Packard C/aC++"); /* Hewlett-Packard C/aC++. ---------------------------------- */
 #endif  #endif
 #if defined(__IBMC__) || defined(__IBMCPP__)  #if defined(__IBMC__) || defined(__IBMCPP__)
    printf(" IBM XL C/C++"); fprintf(ficlog," IBM XL C/C++");/* IBM XL C/C++. -------------------------------------------- */     printf(" IBM XL C/C++"); if(logged) fprintf(ficlog," IBM XL C/C++");/* IBM XL C/C++. -------------------------------------------- */
 #endif  #endif
 #if defined(_MSC_VER)  #if defined(_MSC_VER)
    printf(" Microsoft Visual Studio");fprintf(ficlog," Microsoft Visual Studio");/* Microsoft Visual Studio. --------------------------------- */     printf(" Microsoft Visual Studio");if(logged)fprintf(ficlog," Microsoft Visual Studio");/* Microsoft Visual Studio. --------------------------------- */
 #endif  #endif
 #if defined(__PGI)  #if defined(__PGI)
    printf(" Portland Group PGCC/PGCPP");fprintf(ficlog," Portland Group PGCC/PGCPP");/* Portland Group PGCC/PGCPP. ------------------------------- */     printf(" Portland Group PGCC/PGCPP");if(logged) fprintf(ficlog," Portland Group PGCC/PGCPP");/* Portland Group PGCC/PGCPP. ------------------------------- */
 #endif  #endif
 #if defined(__SUNPRO_C) || defined(__SUNPRO_CC)  #if defined(__SUNPRO_C) || defined(__SUNPRO_CC)
    printf(" Oracle Solaris Studio");fprintf(ficlog," Oracle Solaris Studio\n");/* Oracle Solaris Studio. ----------------------------------- */     printf(" Oracle Solaris Studio");if(logged)fprintf(ficlog," Oracle Solaris Studio\n");/* Oracle Solaris Studio. ----------------------------------- */
 #endif  #endif
    printf(" for ");fprintf(ficlog," for ");     printf(" for "); if (logged) fprintf(ficlog, " for ");
         
 // http://stackoverflow.com/questions/4605842/how-to-identify-platform-compiler-from-preprocessor-macros  // http://stackoverflow.com/questions/4605842/how-to-identify-platform-compiler-from-preprocessor-macros
 #ifdef _WIN32 // note the underscore: without it, it's not msdn official!  #ifdef _WIN32 // note the underscore: without it, it's not msdn official!
     // Windows (x64 and x86)      // Windows (x64 and x86)
    printf("Windows (x64 and x86) ");fprintf(ficlog,"Windows (x64 and x86) ");     printf("Windows (x64 and x86) ");if(logged) fprintf(ficlog,"Windows (x64 and x86) ");
 #elif __unix__ // all unices, not all compilers  #elif __unix__ // all unices, not all compilers
     // Unix      // Unix
    printf("Unix ");fprintf(ficlog,"Unix ");     printf("Unix ");if(logged) fprintf(ficlog,"Unix ");
 #elif __linux__  #elif __linux__
     // linux      // linux
    printf("linux ");fprintf(ficlog,"linux ");     printf("linux ");if(logged) fprintf(ficlog,"linux ");
 #elif __APPLE__  #elif __APPLE__
     // Mac OS, not sure if this is covered by __posix__ and/or __unix__ though..      // Mac OS, not sure if this is covered by __posix__ and/or __unix__ though..
    printf("Mac OS ");fprintf(ficlog,"Mac OS ");     printf("Mac OS ");if(logged) fprintf(ficlog,"Mac OS ");
 #endif  #endif
   
 /*  __MINGW32__   */  /*  __MINGW32__   */
Line 5764  void syscompilerinfo() Line 6013  void syscompilerinfo()
 /* _DEBUG // Defined when you compile with /LDd, /MDd, and /MTd. */  /* _DEBUG // Defined when you compile with /LDd, /MDd, and /MTd. */
   
 #if UINTPTR_MAX == 0xffffffff  #if UINTPTR_MAX == 0xffffffff
    printf(" 32-bit"); fprintf(ficlog," 32-bit");/* 32-bit */     printf(" 32-bit"); if(logged) fprintf(ficlog," 32-bit");/* 32-bit */
 #elif UINTPTR_MAX == 0xffffffffffffffff  #elif UINTPTR_MAX == 0xffffffffffffffff
    printf(" 64-bit"); fprintf(ficlog," 64-bit");/* 64-bit */     printf(" 64-bit"); if(logged) fprintf(ficlog," 64-bit");/* 64-bit */
 #else  #else
    printf(" wtf-bit"); fprintf(ficlog," wtf-bit");/* wtf */     printf(" wtf-bit"); if(logged) fprintf(ficlog," wtf-bit");/* wtf */
 #endif  #endif
   
 #if defined(__GNUC__)  #if defined(__GNUC__)
Line 5781  void syscompilerinfo() Line 6030  void syscompilerinfo()
                             + __GNUC_MINOR__ * 100)                              + __GNUC_MINOR__ * 100)
 # endif  # endif
    printf(" using GNU C version %d.\n", __GNUC_VERSION__);     printf(" using GNU C version %d.\n", __GNUC_VERSION__);
    fprintf(ficlog, " using GNU C version %d.\n", __GNUC_VERSION__);     if(logged) fprintf(ficlog, " using GNU C version %d.\n", __GNUC_VERSION__);
   
    if (uname(&sysInfo) != -1) {     if (uname(&sysInfo) != -1) {
      printf("Running on: %s %s %s %s %s\n",sysInfo.sysname, sysInfo.nodename, sysInfo.release, sysInfo.version, sysInfo.machine);       printf("Running on: %s %s %s %s %s\n",sysInfo.sysname, sysInfo.nodename, sysInfo.release, sysInfo.version, sysInfo.machine);
      fprintf(ficlog,"Running on: %s %s %s %s %s\n ",sysInfo.sysname, sysInfo.nodename, sysInfo.release, sysInfo.version, sysInfo.machine);           if(logged) fprintf(ficlog,"Running on: %s %s %s %s %s\n ",sysInfo.sysname, sysInfo.nodename, sysInfo.release, sysInfo.version, sysInfo.machine);
    }     }
    else     else
       perror("uname() error");        perror("uname() error");
    //#ifndef __INTEL_COMPILER      //#ifndef __INTEL_COMPILER 
 #if !defined (__INTEL_COMPILER) && !defined(__APPLE__)  #if !defined (__INTEL_COMPILER) && !defined(__APPLE__)
    printf("GNU libc version: %s\n", gnu_get_libc_version());      printf("GNU libc version: %s\n", gnu_get_libc_version()); 
    fprintf(ficlog,"GNU libc version: %s\n", gnu_get_libc_version());     if(logged) fprintf(ficlog,"GNU libc version: %s\n", gnu_get_libc_version());
 #endif  #endif
 #endif  #endif
   
Line 5800  void syscompilerinfo() Line 6049  void syscompilerinfo()
    //   {     //   {
 #if defined(_MSC_VER)  #if defined(_MSC_VER)
    if (IsWow64()){     if (IsWow64()){
            printf("The program (probably compiled for 32bit) is running under WOW64 (64bit) emulation.\n");             printf("\nThe program (probably compiled for 32bit) is running under WOW64 (64bit) emulation.\n");
            fprintf(ficlog, "The program (probably compiled for 32bit) is running under WOW64 (64bit) emulation.\n");             if (logged) fprintf(ficlog, "\nThe program (probably compiled for 32bit) is running under WOW64 (64bit) emulation.\n");
    }     }
    else{     else{
            printf("The process is not running under WOW64 (i.e probably on a 64bit Windows).\n");             printf("\nThe program is not running under WOW64 (i.e probably on a 64bit Windows).\n");
            fprintf(ficlog,"The programm is not running under WOW64 (i.e probably on a 64bit Windows).\n");             if (logged) fprintf(ficlog, "\nThe programm is not running under WOW64 (i.e probably on a 64bit Windows).\n");
    }     }
    //      printf("\nPress Enter to continue...");     //      printf("\nPress Enter to continue...");
    //      getchar();     //      getchar();
Line 5981  int main(int argc, char *argv[]) Line 6230  int main(int argc, char *argv[])
   /*  FILE *fichtm; *//* Html File */    /*  FILE *fichtm; *//* Html File */
   /* FILE *ficgp;*/ /*Gnuplot File */    /* FILE *ficgp;*/ /*Gnuplot File */
   struct stat info;    struct stat info;
   double agedeb;    double agedeb=0.;
   double ageminpar=1.e20,agemin=1.e20, agemaxpar=-1.e20, agemax=-1.e20;    double ageminpar=1.e20,agemin=1.e20, agemaxpar=-1.e20, agemax=-1.e20;
   
   double fret;    double fret;
   double dum; /* Dummy variable */    double dum=0.; /* Dummy variable */
   double ***p3mat;    double ***p3mat;
   double ***mobaverage;    double ***mobaverage;
   
Line 5995  int main(int argc, char *argv[]) Line 6244  int main(int argc, char *argv[])
   char *tok, *val; /* pathtot */    char *tok, *val; /* pathtot */
   int firstobs=1, lastobs=10;    int firstobs=1, lastobs=10;
   int c,  h , cpt;    int c,  h , cpt;
   int jl;    int jl=0;
   int i1, j1, jk, stepsize;    int i1, j1, jk, stepsize=0;
   int *tab;     int *tab; 
   int mobilavproj=0 , prevfcast=0 ; /* moving average of prev, If prevfcast=1 prevalence projection */    int mobilavproj=0 , prevfcast=0 ; /* moving average of prev, If prevfcast=1 prevalence projection */
   int mobilav=0,popforecast=0;    int mobilav=0,popforecast=0;
   int hstepm, nhstepm;    int hstepm=0, nhstepm=0;
   int agemortsup;    int agemortsup;
   float  sumlpop=0.;    float  sumlpop=0.;
   double jprev1=1, mprev1=1,anprev1=2000,jprev2=1, mprev2=1,anprev2=2000;    double jprev1=1, mprev1=1,anprev1=2000,jprev2=1, mprev2=1,anprev2=2000;
   double jpyram=1, mpyram=1,anpyram=2000,jpyram1=1, mpyram1=1,anpyram1=2000;    double jpyram=1, mpyram=1,anpyram=2000,jpyram1=1, mpyram1=1,anpyram1=2000;
   
   double bage=0, fage=110, age, agelim, agebase;    double bage=0, fage=110., age, agelim=0., agebase=0.;
   double ftolpl=FTOL;    double ftolpl=FTOL;
   double **prlim;    double **prlim;
   double ***param; /* Matrix of parameters */    double ***param; /* Matrix of parameters */
Line 6067  int main(int argc, char *argv[]) Line 6316  int main(int argc, char *argv[])
 #else  #else
   getcwd(pathcd, size);    getcwd(pathcd, size);
 #endif  #endif
     syscompilerinfo(0);
   printf("\n%s\n%s",version,fullversion);    printf("\n%s\n%s",version,fullversion);
   if(argc <=1){    if(argc <=1){
     printf("\nEnter the parameter file name: ");      printf("\nEnter the parameter file name: ");
Line 6140  int main(int argc, char *argv[]) Line 6389  int main(int argc, char *argv[])
  optionfilext=%s\n\   optionfilext=%s\n\
  optionfilefiname='%s'\n",pathimach,pathtot,path,optionfile,optionfilext,optionfilefiname);   optionfilefiname='%s'\n",pathimach,pathtot,path,optionfile,optionfilext,optionfilefiname);
   
   syscompilerinfo();    syscompilerinfo(0);
   
   printf("Local time (at start):%s",strstart);    printf("Local time (at start):%s",strstart);
   fprintf(ficlog,"Local time (at start): %s",strstart);    fprintf(ficlog,"Local time (at start): %s",strstart);
Line 6186  int main(int argc, char *argv[]) Line 6435  int main(int argc, char *argv[])
   }    }
   ungetc(c,ficpar);    ungetc(c,ficpar);
   
   fscanf(ficpar,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%lf stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d model=%s\n",title, datafile, &lastobs, &firstpass,&lastpass,&ftol, &stepm, &ncovcol, &nlstate,&ndeath, &maxwav, &mle, &weightopt,model);    fscanf(ficpar,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%lf stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d model=1+age+%s\n",title, datafile, &lastobs, &firstpass,&lastpass,&ftol, &stepm, &ncovcol, &nlstate,&ndeath, &maxwav, &mle, &weightopt,model);
   numlinepar++;    numlinepar++;
   /* printf("title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=%s\n", title, datafile, lastobs, firstpass,lastpass,ftol, stepm, ncovcol, nlstate,ndeath, maxwav, mle, weightopt,model); */    printf("title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=1+age+%s\n", title, datafile, lastobs, firstpass,lastpass,ftol, stepm, ncovcol, nlstate,ndeath, maxwav, mle, weightopt,model);
   printf("title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\n",title, datafile, lastobs, firstpass,lastpass);    if(model[strlen(model)-1]=='.') /* Suppressing leading dot in the model */
   /*      model[strlen(model)-1]='\0';
     fprintf(ficparo,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=1+age+%s.\n", title, datafile, lastobs, firstpass,lastpass,ftol,stepm,ncovcol,nlstate,ndeath,maxwav, mle, weightopt,model);
     fprintf(ficlog,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=1+age+%s.\n", title, datafile, lastobs, firstpass,lastpass,ftol,stepm,ncovcol,nlstate,ndeath,maxwav, mle, weightopt,model);
   
    */  
   printf("\nftol=%e \n", ftol);  
   printf("stepm=%d \n", stepm);  
   printf("ncovcol=%d nlstate=%d \n", ncovcol, nlstate);  
   printf("ndeath=%d maxwav=%d mle=%d weight=%d\n", ndeath, maxwav, mle, weightopt);  
   printf("model=%s\n",model);  
   fprintf(ficparo,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=%s\n", title, datafile, lastobs, firstpass,lastpass,ftol,stepm,ncovcol,nlstate,ndeath,maxwav, mle, weightopt,model);  
   fprintf(ficlog,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle=%d weight=%d\nmodel=%s\n", title, datafile, lastobs, firstpass,lastpass,ftol,stepm,ncovcol,nlstate,ndeath,maxwav, mle, weightopt,model);  
   fflush(ficlog);    fflush(ficlog);
     /* if(model[0]=='#'|| model[0]== '\0'){ */
     if(model[0]=='#'){
       printf("Error in 'model' line: model should start with 'model=1+age+' and end with '.' \n \
    'model=1+age+.' or 'model=1+age+V1.' or 'model=1+age+age*age+V1+V1*age.' or \n \
    'model=1+age+V1+V2.' or 'model=1+age+V1+V2+V1*V2.' etc. \n");          \
       if(mle != -1){
         printf("Fix the model line and run imach with mle=-1 to get a correct template of the parameter file.\n");
         exit(1);
       }
     }
   while((c=getc(ficpar))=='#' && c!= EOF){    while((c=getc(ficpar))=='#' && c!= EOF){
     ungetc(c,ficpar);      ungetc(c,ficpar);
     fgets(line, MAXLINE, ficpar);      fgets(line, MAXLINE, ficpar);
Line 6221  int main(int argc, char *argv[]) Line 6471  int main(int argc, char *argv[])
      v1+v2*age+v2*v3 makes cptcovn = 3       v1+v2*age+v2*v3 makes cptcovn = 3
   */    */
   if (strlen(model)>1)     if (strlen(model)>1) 
     ncovmodel=2+nbocc(model,'+')+1; /*Number of variables including intercept and age = cptcovn + intercept + age : v1+v2+v3+v2*v4+v5*age makes 5+2=7*/      ncovmodel=2+nbocc(model,'+')+1; /*Number of variables including intercept and age = cptcovn + intercept + age : v1+v2+v3+v2*v4+v5*age makes 5+2=7,age*age makes 3*/
   else    else
     ncovmodel=2;      ncovmodel=2; /* Constant and age */
   nvar=ncovmodel-1; /* Suppressing age as a basic covariate */  
   nforce= (nlstate+ndeath-1)*nlstate; /* Number of forces ij from state i to j */    nforce= (nlstate+ndeath-1)*nlstate; /* Number of forces ij from state i to j */
   npar= nforce*ncovmodel; /* Number of parameters like aij*/    npar= nforce*ncovmodel; /* Number of parameters like aij*/
   if(npar >MAXPARM || nlstate >NLSTATEMAX || ndeath >NDEATHMAX || ncovmodel>NCOVMAX){    if(npar >MAXPARM || nlstate >NLSTATEMAX || ndeath >NDEATHMAX || ncovmodel>NCOVMAX){
Line 6239  int main(int argc, char *argv[]) Line 6488  int main(int argc, char *argv[])
   /*delti=vector(1,npar); *//* Scale of each paramater (output from hesscov)*/    /*delti=vector(1,npar); *//* Scale of each paramater (output from hesscov)*/
   if(mle==-1){ /* Print a wizard for help writing covariance matrix */    if(mle==-1){ /* Print a wizard for help writing covariance matrix */
     prwizard(ncovmodel, nlstate, ndeath, model, ficparo);      prwizard(ncovmodel, nlstate, ndeath, model, ficparo);
     printf(" You choose mle=-1, look at file %s for a template of covariance matrix \n",filereso);      printf(" You chose mle=-1, look at file %s for a template of covariance matrix \n",filereso);
     fprintf(ficlog," You choose mle=-1, look at file %s for a template of covariance matrix \n",filereso);      fprintf(ficlog," You chose mle=-1, look at file %s for a template of covariance matrix \n",filereso);
     free_ma3x(delti3,1,nlstate,1, nlstate+ndeath-1,1,ncovmodel);       free_ma3x(delti3,1,nlstate,1, nlstate+ndeath-1,1,ncovmodel); 
     fclose (ficparo);      fclose (ficparo);
     fclose (ficlog);      fclose (ficlog);
Line 6461  run imach with mle=-1 to get a correct t Line 6710  run imach with mle=-1 to get a correct t
   
 /* Main decodemodel */  /* Main decodemodel */
   
   
   if(decodemodel(model, lastobs) == 1)    if(decodemodel(model, lastobs) == 1)
     goto end;      goto end;
   
Line 6504  run imach with mle=-1 to get a correct t Line 6754  run imach with mle=-1 to get a correct t
   nbcode=imatrix(0,NCOVMAX,0,NCOVMAX);     nbcode=imatrix(0,NCOVMAX,0,NCOVMAX); 
   ncodemax[1]=1;    ncodemax[1]=1;
   Ndum =ivector(-1,NCOVMAX);      Ndum =ivector(-1,NCOVMAX);  
   if (ncovmodel > 2)    if (ncovmodel-nagesqr > 2 ) /* That is if covariate other than cst, age and age*age */
     tricode(Tvar,nbcode,imx, Ndum); /**< Fills nbcode[Tvar[j]][l]; */      tricode(Tvar,nbcode,imx, Ndum); /**< Fills nbcode[Tvar[j]][l]; */
   /* Nbcode gives the value of the lth modality of jth covariate, in    /* Nbcode gives the value of the lth modality of jth covariate, in
      V2+V1*age, there are 3 covariates Tvar[2]=1 (V1).*/       V2+V1*age, there are 3 covariates Tvar[2]=1 (V1).*/
Line 6892  Interval (in months) between two waves: Line 7142  Interval (in months) between two waves:
     }      }
           
     /*--------- results files --------------*/      /*--------- results files --------------*/
     fprintf(ficres,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle= 0 weight=%d\nmodel=%s\n", title, datafile, lastobs, firstpass,lastpass,ftol, stepm, ncovcol, nlstate, ndeath, maxwav, weightopt,model);      fprintf(ficres,"title=%s datafile=%s lastobs=%d firstpass=%d lastpass=%d\nftol=%e stepm=%d ncovcol=%d nlstate=%d ndeath=%d maxwav=%d mle= 0 weight=%d\nmodel=1+age+%s\n", title, datafile, lastobs, firstpass,lastpass,ftol, stepm, ncovcol, nlstate, ndeath, maxwav, weightopt,model);
           
           
     fprintf(ficres,"# Parameters nlstate*nlstate*ncov a12*1 + b12 * age + ...\n");      fprintf(ficres,"# Parameters nlstate*nlstate*ncov a12*1 + b12 * age + ...\n");
Line 6905  Interval (in months) between two waves: Line 7155  Interval (in months) between two waves:
           fprintf(ficlog,"%d%d ",i,k);            fprintf(ficlog,"%d%d ",i,k);
           fprintf(ficres,"%1d%1d ",i,k);            fprintf(ficres,"%1d%1d ",i,k);
           for(j=1; j <=ncovmodel; j++){            for(j=1; j <=ncovmodel; j++){
             printf("%lf ",p[jk]);              printf("%12.7f ",p[jk]);
             fprintf(ficlog,"%lf ",p[jk]);              fprintf(ficlog,"%12.7f ",p[jk]);
             fprintf(ficres,"%lf ",p[jk]);              fprintf(ficres,"%12.7f ",p[jk]);
             jk++;               jk++; 
           }            }
           printf("\n");            printf("\n");

Removed from v.1.186  
changed lines
  Added in v.1.191


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