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Drawing a scatter plot of raster images
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# Drawing a scatter plot of raster images | |
doInstall <- TRUE # Change to FALSE if you don't want packages installed. | |
toInstall <- c("png", "devtools", "MASS", "RCurl") | |
if(doInstall){install.packages(toInstall, repos = "http://cran.r-project.org")} | |
lapply(toInstall, library, character.only = TRUE) | |
# Some helper functions, lineFinder and makeTable | |
source_gist("818983") | |
source_gist("818986") | |
# In as few lines as possible, get URLs for .PNGs of each flag | |
importHTML <- readLines("http://en.wikipedia.org/wiki/World_flags") | |
importHTML[lineFinder("thumbborder", importHTML)] | |
pngURLs <- makeTable(makeTable(importHTML[lineFinder("thumbborder", | |
importHTML)], "src=\"//")[, 2], "\" width=\"")[, 1] | |
pngURLs <- paste0("http://", pngURLs) | |
# CAUTION: The following loop will download 204 .PNG images | |
# of flags from Wikipedia. Please be considerate, and don't run | |
# this part of the script any more than you need to. | |
pngList <- list() | |
for(ii in 1:length(pngURLs)){ | |
tempName <- paste("Flag", ii) | |
tempPNG <- readPNG(getURLContent(pngURLs[ii])) # Downloads & loads PNGs | |
pngList[[tempName]] <- tempPNG # And assigns them to a list. | |
} | |
# Very simple dimension reduction -- just the mean R, G, and B values | |
meanRGB <- t(sapply(pngList, function(ll){ | |
apply(ll[, , -4], 3, mean) | |
})) | |
# The dimensions of each item are equal to the pixel dimensions of the .PNG | |
flagDimensions <- t(sapply(pngList, function(ll){ | |
dim(ll)[1:2] | |
})) | |
# Similarity, through Kruskal non-metric MDS | |
flagDistance <- dist(meanRGB) | |
flagDistance[flagDistance <= 0] <- 1e-10 | |
MDS <- isoMDS(flagDistance)$points | |
plot(MDS, col = rgb(meanRGB), pch = 20, cex = 2) | |
# Plot: | |
boxParameter <- 5000 #6000 # To alter dimensions of raster image bounding box | |
par(bg = gray(8/9)) | |
plot(MDS, type = "n", asp = 1) | |
for(ii in 1:length(pngList)){ # Go through each flag | |
tempName <- rownames(MDS)[ii] | |
Coords <- MDS[tempName, 1:2] # Get coordinates from MDS | |
Dims <- flagDimensions[tempName, ] # Get pixel dimensions | |
rasterImage(pngList[[tempName]], # Plot each flag with these boundaries: | |
Coords[1]-Dims[2]/boxParameter, Coords[2]-Dims[1]/boxParameter, | |
Coords[1]+Dims[2]/boxParameter, Coords[2]+Dims[1]/boxParameter) | |
} |
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