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### This function is a component of astrochron: An R Package for Astrochronology
### Copyright (C) 2019 Stephen R. Meyers
###
###########################################################################
### replEps: replace values <=0 with smallest postive value (eps)
### (SRM: Dec. 14, 2012; April 30, 2013; May 20, 2013; June 21, 2013
### July 22, 2016; June 19, 2019)
###
###########################################################################
replEps <- function (dat, ID=T, genplot=T, verbose=T)
{
if(verbose) cat("\n----- REPLACING VALUES <=0 WITH SMALLEST POSTIVE MACHINE VALUE -----\n")
dat <- data.frame(dat)
ipts <- length(dat[,1])
if(verbose) cat(" * Number of data points=", ipts,"\n")
cols=length(dat)
if(verbose) cat(" * Number of columns=", cols,"\n")
if( any(is.na(dat[,2:cols])) ) cat("**** WARNING: empty entries, NA or NaN are present in data frame!\n")
numneg = sum(dat[,2:cols] <= 0, na.rm=TRUE)
if(verbose) cat(" * Number of negative or zero values=", numneg,"\n")
repl.eps <- function(x) {x[x <= 0] <- .Machine$double.eps; x}
dat[,2:cols] <- repl.eps(dat[,2:cols])
if(cols == 2 && genplot)
{
### plots
par(mfrow=c(2,2))
plot(dat,cex=0.5,xlab="Location",ylab="Value",main="Data Series"); lines(dat)
### plot the denisty and the histogram together
hist(dat[,2],freq=F,xlab="Value",main="Distribution of isoloated values")
# skip density plot if NaN present in data frame
if( !any(is.na(dat[,2])) ) lines(density(dat[,2], bw="nrd0"),col="red")
### boxplot
boxplot(dat[,2],ylab="Value",main="Boxplot for isolated values")
### Normal probabilty plot (Normal Q-Q Plot)
qqnorm(dat[,2]); qqline(dat[,2], col="red")
}
return(dat)
### END function replEps
}
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