## ----contrasts, fig.width=7,fig.height=6,fig.cap="Contrast in density between start-up and non-operational phase of cooling water microbial community"----
suppressPackageStartupMessages(library(Phenoflow))
data("CoolingTower")
### Check which parameters are in the fingerprint
CoolingTower@param
### Lets run with the standard c("FL1-H","FL3-H") and lets evaluate how the
### microbial community compares between the start-up and control phase of the
### cooling water system.
comp <- fp_contrasts(CoolingTower, comp1 = c(5:9), comp2 = c(1:4),
param=c("FL1-H","FL3-H"), thresh=0.01)
### Plot
v <- ggplot2::ggplot(comp, ggplot2::aes(`FL1-H`, `FL3-H`, z = Density))+
ggplot2::geom_tile(ggplot2::aes(fill=Density)) +
ggplot2::geom_point(colour="gray", alpha=0.4)+
ggplot2::scale_fill_distiller(palette="RdBu", na.value="white") +
ggplot2::stat_contour(ggplot2::aes(fill=..level..), geom="polygon", binwidth=0.1)+
ggplot2::theme_bw()+
ggplot2::geom_contour(color = "white", alpha = 1)
### Red/positive values indicate higher density for the reactor start-up.
### blue/negative values indicate lower density during start-up.
print(v)
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