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Type 'q()' to quit R. > x <- c(1418 + ,869 + ,1530 + ,2172 + ,901 + ,463 + ,3201 + ,371 + ,1192 + ,1583 + ,1439 + ,1764 + ,1495 + ,1373 + ,2187 + ,1491 + ,4041 + ,1706 + ,2152 + ,1036 + ,1882 + ,1929 + ,2242 + ,1220 + ,1289 + ,2515 + ,2147 + ,2352 + ,1638 + ,1222 + ,1812 + ,1677 + ,1579 + ,1731 + ,807 + ,2452 + ,829 + ,1940 + ,2662 + ,186 + ,1499 + ,865 + ,1793 + ,2527 + ,2747 + ,1324 + ,2702 + ,1383 + ,1179 + ,2099 + ,4308 + ,918 + ,1831 + ,3373 + ,1713 + ,1438 + ,496 + ,2253 + ,744 + ,1161 + ,2352 + ,2144 + ,4691 + ,1112 + ,2694 + ,1973 + ,1769 + ,3148 + ,2474 + ,2084 + ,1954 + ,1226 + ,1389 + ,1496 + ,2269 + ,1833 + ,1268 + ,1943 + ,893 + ,1762 + ,1403 + ,1425 + ,1857 + ,1840 + ,1502 + ,1441 + ,1420 + ,1416 + ,2970 + ,1317 + ,1644 + ,870 + ,1654 + ,1054 + ,937 + ,3004 + ,2008 + ,2547 + ,1885 + ,1626 + ,1468 + ,2445 + ,1964 + ,1381 + ,1369 + ,1659 + ,2888 + ,1290 + ,2845 + ,1982 + ,1904 + ,1391 + ,602 + ,1743 + ,1559 + ,2014 + ,2143 + ,2146 + ,874 + ,1590 + ,1590 + ,1210 + ,2072 + ,1281 + ,1401 + ,834 + ,1105 + ,1272 + ,1944 + ,391 + ,761 + ,1605 + ,530 + ,1988 + ,1386 + ,2395 + ,387 + ,1742 + ,620 + ,449 + ,800 + ,1684 + ,1050 + ,2699 + ,1606 + ,1502 + ,1204 + ,1138 + ,568 + ,1459 + ,2158 + ,1111 + ,1421 + ,2833 + ,1955 + ,2922 + ,1002 + ,1060 + ,956 + ,2186 + ,3604 + ,1035 + ,1417 + ,3261 + ,1587 + ,1424 + ,1701 + ,1249 + ,946 + ,1926 + ,3352 + ,1641 + ,2035 + ,2312 + ,1369 + ,1577 + ,2201 + ,961 + ,1900 + ,1254 + ,1335 + ,1597 + ,207 + ,1645 + ,2429 + ,151 + ,474 + ,141 + ,1639 + ,872 + ,1318 + ,1018 + ,1383 + ,1314 + ,1335 + ,1403 + ,910 + ,616 + ,1407 + ,771 + ,766 + ,473 + ,1376 + ,1232 + ,1521 + ,572 + ,1059 + ,1544 + ,1230 + ,1206 + ,1205 + ,1255 + ,613 + ,721 + ,1109 + ,740 + ,1126 + ,728 + ,689 + ,592 + ,995 + ,1613 + ,2048 + ,705 + ,301 + ,1803 + ,799 + ,861 + ,1186 + ,1451 + ,628 + ,1161 + ,1463 + ,742 + ,979 + ,675 + ,1241 + ,676 + ,1049 + ,620 + ,1081 + ,1688 + ,736 + ,617 + ,812 + ,1051 + ,1656 + ,705 + ,945 + ,554 + ,1597 + ,982 + ,222 + ,1212 + ,1143 + ,435 + ,532 + ,882 + ,608 + ,459 + ,578 + ,826 + ,509 + ,717 + ,637 + ,857 + ,830 + ,652 + ,707 + ,954 + ,1461 + ,672 + ,778 + ,1141 + ,680 + ,1090 + ,616 + ,285 + ,1145 + ,733 + ,888 + ,849 + ,1182 + ,528 + ,642 + ,947 + ,819 + ,757 + ,894) > par9 = '0' > par8 = '0' > par7 = '0' > par6 = '0' > par5 = '1' > par4 = '0' > par3 = '0' > par2 = '0.0' > 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 `[<-.data.frame`(`*tmp*`, which(rownames(try.data.frame) == names(try2)[i]), : replacement has 1 rows, data has 0 Calls: arimaSelect -> armaGR -> [<- -> [<-.data.frame In addition: Warning message: In max(i) : no non-missing arguments to max; returning -Inf Execution halted