I've run a sensitivity analysis using the LHS-PRCC technique for 16 parameters and 10,000 different parameter sets. The outcome is a large pcc. (I'll give a generic example using 100)
df <- cbind(
pcb = runif(100,0,1),
pbc = runif(100,0,1),
psb = runif(100,0,1),
pbs = runif(100,0,1),
pci = runif(100,0,1),
pic = runif(100,0,1),
psi = runif(100,0,1),
pis = runif(100,0,1),
epsilonc = runif(100,0,1),
epsilons = runif(100,0,1),
gammac = runif(100,0,1),
gammas = runif(100,0,1),
tauc = runif(100,0,1),
taus = runif(100,0,1),
sigmab = runif(100,0,1),
sigmai = runif(100,0,1),
summary.statistic = runif(100,0,1))
bonferroni.alpha <- 0.05/16
PRCC <- pcc(df[ , 1:16], df[ ,17], nboot = 10000, rank = TRUE, conf = 1- bonferroni.alpha)
I'm really struggling with the formatting of the ggplot
plot <- ggplot(PRCC, mapping = aes(), environment = parent.frame(), ylim = c(-1,1)) + ggtitle("PRCC")
This works fine but I want to use symbols and subscript for the x-axis ticks.
I've tried this, but the x-axis ticks just disappear.
plot <- ggplot(PRCC, mapping = aes(), environment = parent.frame(), ylim = c(-1,1)) + ggtitle("PRCC") +
scale_x_discrete(breaks=c("pcb","pbc","psb","pbs", "pci","pic", "epsilonc","epsilons","gammac","gammas", "tauc","taus", "sigmab", "sigmai"),labels=c((expression(p[cb])), (expression(p[bc])), (expression(p[sb])), (expression(p[bs])), (expression(p[ci])), (expression(p[ic])), (expression(Epsilon[c])),(expression(Epsilon[s])),(expression(Gamma[c])),(expression(Gamma[s])),(expression(Tau[c])),(expression(Tau[s])),(expression(Sigma[b])),(expression(Sigma[i]))))
The issue is that you have a continuous x scale, i.e. you have to use scale_x_continuous
to set the labels. For this reason you also have to use numbers for the breaks=
. Finally note that you missed two labels.
library(sensitivity)
library(ggplot2)
set.seed(123)
bonferroni.alpha <- 0.05 / 16
PRCC <- pcc(
df[, 1:16], df[, 17],
nboot = 10, rank = TRUE, conf = 1 - bonferroni.alpha
)
p <- ggplot(PRCC) +
ggtitle("PRCC")
p +
scale_x_continuous(
breaks = 1:16,
labels = c(
expression(p[cb]),
expression(p[bc]),
expression(p[sb]),
expression(p[bs]),
expression(p[ci]),
expression(p[ic]),
expression(p[si]),# Missing = psi
expression(p[is]),# Missing = pis
expression(Epsilon[c]),
expression(Epsilon[s]),
expression(Gamma[c]),
expression(Gamma[s]),
expression(Tau[c]),
expression(Tau[s]),
expression(Sigma[b]),
expression(Sigma[i])
)
)