AddContVars2Biplot <- function(bip, X, dims=NULL, Scaling = 5, Fit=NULL){
n = nrow(X)
p = ncol(X)
if (is.null(dims)) dims=dim(bip$RowCoordinates)[2]
# Setting the properties of data
if (is.null(rownames(X)))
rownames(X) <- rownames(X, do.NULL = FALSE, prefix = "I")
RowNames = rownames(X)
if (is.null(colnames(X)))
colnames(X) <- colnames(X, do.NULL = FALSE, prefix = "V")
VarNames = colnames(X)
Biplot = list()
Biplot$Title = " Biplot"
Biplot$Type = "External"
Biplot$Non_Scaled_Data = X
Biplot$ncols=p
Biplot$alpha=1
Biplot$Dimension=dims
Biplot$Means = apply(X, 2, mean)
Biplot$Medians = apply(X, 2, median)
Biplot$Deviations = apply(X, 2, sd)
Biplot$Minima = apply(X, 2, min)
Biplot$Maxima = apply(X, 2, max)
Biplot$P25 = apply(X, 2, quantile, 0.25)
Biplot$P75 = apply(X, 2, quantile, 0.75)
ContinuousDataTransform = c("Raw Data", "Substract the global mean", "Double centering",
"Column centering", "Standardize columns", "Row centering",
"Standardize rows", "Divide by the column means and center",
"Normalized residuals from independence", "Divide by the range",
"Within groups standardization")
if (is.numeric(Scaling))
Scaling = ContinuousDataTransform[Scaling]
Biplot$Initial_Transformation = Scaling
Data = InitialTransform(X, transform = Scaling)
X = Data$X
rownames(X) = RowNames
colnames(X) = VarNames
Biplot$Scaled_Data = X
Biplot$Structure=cor(X,bip$RowCoordinates)
DE=cbind(matrix(1,n,1),bip$RowCoordinates)
b=t(solve(t(DE)%*%DE)%*%t(DE)%*%X)
Biplot$b0=b[,1]
Biplot$ColCoordinates=b[,2:(dims+1)]
esp=DE %*% t(b)
res=X-esp
SCR=apply(res^2, 2, sum)
SCT=apply(X^2, 2, sum)
R2=(1-SCR/SCT)*100
Biplot$R2=R2
class(Biplot)="ContSupVarsBiplot"
bip$ContSupVarsBiplot=Biplot
return(bip)
}
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