# skewness function
skew <- function(x, na.rm=FALSE) {
if (na.rm)
x <- x[!is.na(x)]
sum( (x - mean(x)) ^ 3) / ( length(x) * sd(x) ^ 3 )
}
# percent x >= p function
pct <- function(x, p=0.30) {
if ( length(x[x >= p]) < 1 ) return(0)
if ( length(x[x >= p]) == length(x) ) return(1)
else return( length(x[x >= p]) / length(x) )
}
# create some example data
library(raster)
library(sp)
p <- raster(nrow=10, ncol=10)
p[] <- runif(ncell(p)) * 10
p <- rasterToPolygons(p, fun=function(x){x > 9})
r <- raster(nrow=100, ncol=100)
r[] <- runif(ncell(r))
plot(r)
plot(p, add=TRUE, lwd=4)
# run zonal statistics using skew and pct functions
z.skew <- zonal.stats(x=p, y=r, stat=skew, trace=TRUE, plot=TRUE)
z.pct <- zonal.stats(x=p, y=r, stat=pct, trace=TRUE, plot=TRUE)
( z <- data.frame(ID=as.numeric(as.character(row.names(p@data))),
SKEW=z.skew, PCT=z.pct) )
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