Change colors in ggpairs now that params is deprecated

You are not using wrap correctly –
see the vignette for details. Also for the diagonal you now have to use the function barDiag (but ggpairs gives very helpful errors to tell this)

So for your example, we can change the colour of the points in the lower
panels and the fill of the bars below

library(GGally)
library(ggplot2)
ggpairs(swiss[1:3], 
        lower=list(continuous=wrap("smooth", colour="blue")),
        diag=list(continuous=wrap("barDiag", fill="blue")))

However, as the colour of the smooth is hard coded (see ggally_smooth), to change its
colour you need to define you own function to pass. So from here

my_fn <- function(data, mapping, pts=list(), smt=list(), ...){
              ggplot(data = data, mapping = mapping, ...) + 
                         do.call(geom_point, pts) +
                         do.call(geom_smooth, smt) 
                 }

# Plot 
ggpairs(swiss[1:4], 
        lower = list(continuous = 
                       wrap(my_fn,
                            pts=list(size=2, colour="red"), 
                            smt=list(method="lm", se=F, size=5, colour="blue"))),
                     diag=list(continuous=wrap("barDiag", fill="blue")))

In a similar way, here is a way to define a new upper correlation function (similar to what you have)

cor_fun <- function(data, mapping, method="pearson", ndp=2, sz=5, stars=TRUE, ...){

    x <- eval_data_col(data, mapping$x)
    y <- eval_data_col(data, mapping$y)

    corr <- cor.test(x, y, method=method)
    est <- corr$estimate
    lb.size <- sz* abs(est) 

    if(stars){
      stars <- c("***", "**", "*", "")[findInterval(corr$p.value, c(0, 0.001, 0.01, 0.05, 1))]
      lbl <- paste0(round(est, ndp), stars)
    }else{
      lbl <- round(est, ndp)
    }

    ggplot(data=data, mapping=mapping) + 
      annotate("text", x=mean(x, na.rm=TRUE), y=mean(y, na.rm=TRUE), label=lbl, size=lb.size,...)+
      theme(panel.grid = element_blank())
  }


ggpairs(swiss, 
        lower=list(continuous=wrap("smooth", colour="blue")),
        diag=list(continuous=wrap("barDiag", fill="blue")),
        upper=list(continuous=cor_fun))

Leave a Comment