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Counting the number of points in each cell of a regular grid
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library(ggplot2) | |
# Some fake points | |
N <- 500 | |
loc <- matrix(runif(2*N), ncol=2) | |
# A regular (not necessarily square) grid | |
n.row <- 10 | |
n.col <- 10 | |
xrange <- range(loc[,1]) | |
yrange <- range(loc[,2]) | |
breaks.x <- seq(xrange[1]-.01*diff(xrange), xrange[2]+.01*diff(xrange), length.out = n.col + 1) | |
breaks.y <- seq(yrange[1]-.01*diff(yrange), yrange[2]+.01*diff(yrange), length.out = n.row + 1) | |
# Visualize | |
qplot(loc[,1], loc[,2]) + geom_hline(aes(yintercept=y), data=data.frame(y=breaks.y), col='gray') + geom_vline(aes(xintercept=x), data=data.frame(x=breaks.x), col='gray') + theme_bw() | |
# Count | |
# cut(x, breaks) codes the values in x according to which interval they fall. See ?cut. | |
grid.x <- as.numeric(cut(loc[,1], breaks.x)) | |
grid.y <- as.numeric(cut(loc[,2], breaks.y)) | |
# grid.codes have, for each data point, the cell it belongs to | |
grid.codes <- data.frame(grid.x, grid.y) | |
# see head(grid.codes) | |
# tabulate counts | |
table(grid.codes) |
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