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Code Block
library(corpcor)
u<-fast.svd(sweep(expr),1,rowMeans(expr)))


#to plot relative variance:
plot(u$d^2/sum(u$d^2),main="Relative variance")


#plot the first 4 eigengenes:
par(mfrow=c(2,2))
plot(u$v[,1],main="1")
plot(u$v[,2],main="2")plot(u$v[,3],main="3")plot(u$v[,4],main="4")

#Identification of the "worst" offenders of the first eigengene:
order(u$v[,1])[1]
order(-u$v[,1])[1]
plot(expr[,c(37,383)],main="37 vs 383")

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