Created
August 9, 2012 21:43
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horizon plot of 48 industries with dendrogram order
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require(fAssets) | |
require(latticeExtra) | |
require(quantmod) | |
require(PerformanceAnalytics) | |
#my.url will be the location of the zip file with the data | |
my.url="http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/ftp/48_Industry_Portfolios_daily.zip" | |
#this will be the temp file set up for the zip file | |
my.tempfile<-paste(tempdir(),"\\frenchindustry.zip",sep="") | |
#my.usefile is the name of the txt file with the data | |
my.usefile<-paste(tempdir(),"\\48_Industry_Portfolios_daily.txt",sep="") | |
download.file(my.url, my.tempfile, method="auto", | |
quiet = FALSE, mode = "wb",cacheOK = TRUE) | |
unzip(my.tempfile,exdir=tempdir(),junkpath=TRUE) | |
#read space delimited text file extracted from zip | |
french_industry <- read.table(file=my.usefile, | |
header = TRUE, sep = "", | |
as.is = TRUE, | |
skip = 9, nrows=12211) | |
#get dates ready for xts index | |
datestoformat <- rownames(french_industry) | |
datestoformat <- paste(substr(datestoformat,1,4), | |
substr(datestoformat,5,6),substr(datestoformat,7,8),sep="-") | |
#get xts for analysis | |
french_industry_xts <- as.xts(french_industry[,1:NCOL(french_industry)], | |
order.by=as.Date(datestoformat)) | |
#divide by 100 to get percent | |
french_industry_xts <- french_industry_xts/100 | |
#delete missing data which is denoted by -0.9999 | |
french_industry_xts[which(french_industry_xts < -0.99,arr.ind=TRUE)[,1], | |
unique(which(french_industry_xts < -0.99,arr.ind=TRUE)[,2])] <- 0 | |
#get price series or cumulative growth of 1 | |
french_industry_price <- cumprod(french_industry_xts+1) | |
#get 250 day rate of change or feel free to change to something other than 250 | |
roc <- french_industry_price | |
#split into groups so do not run out of memory | |
for (i in seq(12,48,by=12)) { | |
roc[,((i-11):(i))] <- ROC(french_industry_price[,((i-11):(i))],n=250,type="discrete") | |
} | |
roc[1:250,] <- 0 | |
# try to do http://stackoverflow.com/questions/9747426/how-can-i-produce-plots-like-this | |
# was much easier to use latticeExtra | |
# get dendrogram data from hclust | |
# backward and repetitive but it works | |
t <- assetsDendrogramPlot(as.timeSeries(french_industry_xts)) | |
# thanks to the latticeExtra example | |
dd.row <- as.dendrogram(t$hclust) | |
row.ord <- order.dendrogram(dd.row) | |
xyplot(roc[,row.ord], | |
layout=c(1,48), ylim=c(0,0.25), | |
scales = list(tck = c(1,0), y = list(draw = FALSE,relation = "same")), | |
horizonscale=0.25, | |
origin = 0, | |
colorkey = TRUE, | |
#since so many industries, we will comment out grid | |
panel = function(x,y,...) { | |
panel.horizonplot(x,y,...) #feel free to change to whatever you would like) | |
# panel.grid(h=3, v=0,col = "white", lwd=1,lty = 3) | |
}, | |
ylab = list(rev(colnames(roc[,row.ord])), rot = 0, cex = 0.7, pos = 3), | |
xlab = NULL, | |
par.settings=theEconomist.theme(box = "gray70"), | |
#use ylab above for labelling so we can specify FALSE for strip and strip.left | |
strip = FALSE, | |
strip.left = FALSE, | |
main = "French Daily 48 Industry (Dendrogram Ordered) 1963-2011\n source: http://mba.tuck.dartmouth.edu/pages/faculty/ken.french", | |
legend = | |
list(right = | |
list(fun = dendrogramGrob, | |
args = | |
list(x = dd.row, ord = row.ord, | |
side = "right", | |
size = 10)))) | |
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