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Type 'q()' to quit R. > x <- c(1149822 + ,1086979 + ,1276674 + ,1522522 + ,1742117 + ,1737275 + ,1979900 + ,2061036 + ,1867943 + ,1707752 + ,1298756 + ,1281814 + ,1281151 + ,1164976 + ,1454329 + ,1645288 + ,1817743 + ,1895785 + ,2236311 + ,2295951 + ,2087315 + ,1980891 + ,1465446 + ,1445026 + ,1488120 + ,1338333 + ,1715789 + ,1806090 + ,2083316 + ,2092278 + ,2430800 + ,2424894 + ,2299016 + ,2130688 + ,1652221 + ,1608162 + ,1647074 + ,1479691 + ,1884978 + ,2007898 + ,2208954 + ,2217164 + ,2534291 + ,2560312 + ,2429069 + ,2315077 + ,1799608 + ,1772590 + ,1744799 + ,1659093 + ,2099821 + ,2135736 + ,2427894 + ,2468882 + ,2703217 + ,2766841 + ,2655236 + ,2550373 + ,2052097 + ,1998055 + ,1920748 + ,1876694 + ,2380930 + ,2467402 + ,2770771 + ,2781340 + ,3143926 + ,3172235 + ,2952540 + ,2920877 + ,2384552 + ,2248987 + ,2208616 + ,2178756 + ,2632870 + ,2706905 + ,3029745 + ,3015402 + ,3391414 + ,3507805 + ,3177852 + ,3142961 + ,2545815 + ,2414007 + ,2372578 + ,2332664 + ,2825328 + ,2901478 + ,3263955 + ,3226738 + ,3610786 + ,3709274 + ,3467185 + ,3449646 + ,2802951 + ,2462530 + ,2490645 + ,2561520 + ,3067554 + ,3226951 + ,3546493 + ,3492787 + ,3952263 + ,3932072 + ,3720284 + ,3651555 + ,2914972 + ,2713514 + ,2703997 + ,2591373 + ,3163748 + ,3355137 + ,3613702 + ,3686773 + ,4098716 + ,4063517 + ,3551489 + ,3226663 + ,2656842 + ,2597484 + ,2572399 + ,2596631 + ,3165225 + ,3303145 + ,3698247 + ,3668631 + ,4130433 + ,4131400 + ,3864358 + ,3721110 + ,2892532 + ,2843451 + ,2747502 + ,2668775 + ,3018602 + ,3013392 + ,3393657 + ,3544233 + ,4075832 + ,4032923 + ,3734509 + ,3761285 + ,2970090 + ,2847849 + ,2741680 + ,2830639 + ,3257673 + ,3480085 + ,3843271 + ,3796961 + ,4337767 + ,4243630 + ,3927202 + ,3915296 + ,3087396 + ,2963792 + ,2955792 + ,2829925 + ,3281195 + ,3548011 + ,4059648 + ,3941175 + ,4528594 + ,4433151 + ,4145737 + ,4077132 + ,3198519 + ,3078660 + ,3028202 + ,2858642 + ,3398954 + ,3808883 + ,4175961 + ,4227542 + ,4744616 + ,4608012 + ,4295049 + ,4201144 + ,3353276 + ,3286851 + ,3169889 + ,3051720 + ,3695426 + ,3905501 + ,4296458 + ,4246247 + ,4921849 + ,4821446 + ,4425064 + ,4379099 + ,3472889 + ,3359160 + ,3200944 + ,3153170 + ,3741498 + ,3918719 + ,4403449 + ,4400407 + ,4847473 + ,4716136 + ,4297440 + ,4272253 + ,3271834 + ,3168388 + ,2911748 + ,2720999 + ,3199918 + ,3672623 + ,3892013 + ,3850845 + ,4532467 + ,4484739 + ,4014972 + ,3983758 + ,3158459 + ,3100569 + ,2935404 + ,2855719 + ,3465611 + ,3006985 + ,4095110 + ,4104793 + ,4730788 + ,4642726 + ,4246919 + ,4308117) > par9 = '1' > par8 = '2' > par7 = '1' > par6 = '3' > par5 = '12' > par4 = '1' > par3 = '1' > par2 = '0.3' > par1 = 'FALSE' > #'GNU S' R Code compiled by R2WASP v. 1.0.44 () > #Author: Prof. Dr. P. Wessa > #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/ > #Source of accompanying publication: Office for Research, Development, and Education > #Technical description: Write here your technical program description (don't use hard returns!) > library(lattice) > if (par1 == 'TRUE') par1 <- TRUE > if (par1 == 'FALSE') par1 <- FALSE > par2 <- as.numeric(par2) #Box-Cox lambda transformation parameter > par3 <- as.numeric(par3) #degree of non-seasonal differencing > par4 <- as.numeric(par4) #degree of seasonal differencing > par5 <- as.numeric(par5) #seasonal period > par6 <- as.numeric(par6) #degree (p) of the non-seasonal AR(p) polynomial > par7 <- as.numeric(par7) #degree (q) of the non-seasonal MA(q) polynomial > par8 <- as.numeric(par8) #degree (P) of the seasonal AR(P) polynomial > par9 <- as.numeric(par9) #degree (Q) of the seasonal MA(Q) polynomial > armaGR <- function(arima.out, names, n){ + try1 <- arima.out$coef + try2 <- sqrt(diag(arima.out$var.coef)) + try.data.frame <- data.frame(matrix(NA,ncol=4,nrow=length(names))) + dimnames(try.data.frame) <- list(names,c('coef','std','tstat','pv')) + try.data.frame[,1] <- try1 + for(i in 1:length(try2)) try.data.frame[which(rownames(try.data.frame)==names(try2)[i]),2] <- try2[i] + try.data.frame[,3] <- try.data.frame[,1] / try.data.frame[,2] + try.data.frame[,4] <- round((1-pt(abs(try.data.frame[,3]),df=n-(length(try2)+1)))*2,5) + vector <- rep(NA,length(names)) + vector[is.na(try.data.frame[,4])] <- 0 + maxi <- which.max(try.data.frame[,4]) + continue <- max(try.data.frame[,4],na.rm=TRUE) > .05 + vector[maxi] <- 0 + list(summary=try.data.frame,next.vector=vector,continue=continue) + } > arimaSelect <- function(series, order=c(13,0,0), seasonal=list(order=c(2,0,0),period=12), include.mean=F){ + nrc <- order[1]+order[3]+seasonal$order[1]+seasonal$order[3] + coeff <- matrix(NA, nrow=nrc*2, ncol=nrc) + pval <- matrix(NA, nrow=nrc*2, ncol=nrc) + mylist <- rep(list(NULL), nrc) + names <- NULL + if(order[1] > 0) names <- paste('ar',1:order[1],sep='') + if(order[3] > 0) names <- c( names , paste('ma',1:order[3],sep='') ) + if(seasonal$order[1] > 0) names <- c(names, paste('sar',1:seasonal$order[1],sep='')) + if(seasonal$order[3] > 0) names <- c(names, paste('sma',1:seasonal$order[3],sep='')) + arima.out <- arima(series, order=order, seasonal=seasonal, include.mean=include.mean, method='ML') + mylist[[1]] <- arima.out + last.arma <- armaGR(arima.out, names, length(series)) + mystop <- FALSE + i <- 1 + coeff[i,] <- last.arma[[1]][,1] + pval [i,] <- last.arma[[1]][,4] + i <- 2 + aic <- arima.out$aic + while(!mystop){ + mylist[[i]] <- arima.out + arima.out <- arima(series, order=order, seasonal=seasonal, include.mean=include.mean, method='ML', fixed=last.arma$next.vector) + aic <- c(aic, arima.out$aic) + last.arma <- armaGR(arima.out, names, length(series)) + mystop <- !last.arma$continue + coeff[i,] <- last.arma[[1]][,1] + pval [i,] <- last.arma[[1]][,4] + i <- i+1 + } + list(coeff, pval, mylist, aic=aic) + } > arimaSelectplot <- function(arimaSelect.out,noms,choix){ + noms <- names(arimaSelect.out[[3]][[1]]$coef) + coeff <- arimaSelect.out[[1]] + k <- min(which(is.na(coeff[,1])))-1 + coeff <- coeff[1:k,] + pval <- arimaSelect.out[[2]][1:k,] + aic <- arimaSelect.out$aic[1:k] + coeff[coeff==0] <- NA + n <- ncol(coeff) + if(missing(choix)) choix <- k + layout(matrix(c(1,1,1,2, + 3,3,3,2, + 3,3,3,4, + 5,6,7,7),nr=4), + widths=c(10,35,45,15), + heights=c(30,30,15,15)) + couleurs <- rainbow(75)[1:50]#(50) + ticks <- pretty(coeff) + par(mar=c(1,1,3,1)) + plot(aic,k:1-.5,type='o',pch=21,bg='blue',cex=2,axes=F,lty=2,xpd=NA) + points(aic[choix],k-choix+.5,pch=21,cex=4,bg=2,xpd=NA) + title('aic',line=2) + par(mar=c(3,0,0,0)) + plot(0,axes=F,xlab='',ylab='',xlim=range(ticks),ylim=c(.1,1)) + rect(xleft = min(ticks) + (0:49)/50*(max(ticks)-min(ticks)), + xright = min(ticks) + (1:50)/50*(max(ticks)-min(ticks)), + ytop = rep(1,50), + ybottom= rep(0,50),col=couleurs,border=NA) + axis(1,ticks) + rect(xleft=min(ticks),xright=max(ticks),ytop=1,ybottom=0) + text(mean(coeff,na.rm=T),.5,'coefficients',cex=2,font=2) + par(mar=c(1,1,3,1)) + image(1:n,1:k,t(coeff[k:1,]),axes=F,col=couleurs,zlim=range(ticks)) + for(i in 1:n) for(j in 1:k) if(!is.na(coeff[j,i])) { + if(pval[j,i]<.01) symb = 'green' + else if( (pval[j,i]<.05) & (pval[j,i]>=.01)) symb = 'orange' + else if( (pval[j,i]<.1) & (pval[j,i]>=.05)) symb = 'red' + else symb = 'black' + polygon(c(i+.5 ,i+.2 ,i+.5 ,i+.5), + c(k-j+0.5,k-j+0.5,k-j+0.8,k-j+0.5), + col=symb) + if(j==choix) { + rect(xleft=i-.5, + xright=i+.5, + ybottom=k-j+1.5, + ytop=k-j+.5, + lwd=4) + text(i, + k-j+1, + round(coeff[j,i],2), + cex=1.2, + font=2) + } + else{ + rect(xleft=i-.5,xright=i+.5,ybottom=k-j+1.5,ytop=k-j+.5) + text(i,k-j+1,round(coeff[j,i],2),cex=1.2,font=1) + } + } + axis(3,1:n,noms) + par(mar=c(0.5,0,0,0.5)) + plot(0,axes=F,xlab='',ylab='',type='n',xlim=c(0,8),ylim=c(-.2,.8)) + cols <- c('green','orange','red','black') + niv <- c('0','0.01','0.05','0.1') + for(i in 0:3){ + polygon(c(1+2*i ,1+2*i ,1+2*i-.5 ,1+2*i), + c(.4 ,.7 , .4 , .4), + col=cols[i+1]) + text(2*i,0.5,niv[i+1],cex=1.5) + } + text(8,.5,1,cex=1.5) + text(4,0,'p-value',cex=2) + box() + residus <- arimaSelect.out[[3]][[choix]]$res + par(mar=c(1,2,4,1)) + acf(residus,main='') + title('acf',line=.5) + par(mar=c(1,2,4,1)) + pacf(residus,main='') + title('pacf',line=.5) + par(mar=c(2,2,4,1)) + qqnorm(residus,main='') + title('qq-norm',line=.5) + qqline(residus) + residus + } > if (par2 == 0) x <- log(x) > if (par2 != 0) x <- x^par2 > (selection <- arimaSelect(x, order=c(par6,par3,par7), seasonal=list(order=c(par8,par4,par9), period=par5))) Error in optim(init[mask], armafn, method = optim.method, hessian = TRUE, : non-finite finite-difference value [2] Calls: arimaSelect -> arima -> optim Execution halted