Created
April 14, 2015 05:24
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An alternative implementation of "Mapping Flows in R" (http://spatial.ly/2015/03/mapping-flows/) using `data.table` and `lattice`
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### DATA SECTION | |
library(data.table) | |
## Read data with 'data.table::fread' | |
input <- fread("wu03ew_v1.csv", select = 1:3) | |
setnames(input, 1:3, new = c("origin", "destination","total")) | |
## Coordinates | |
centroids <- fread("msoa_popweightedcentroids.csv") | |
## 'Code' is the key to be used in the joins | |
setkey(centroids, Code) | |
## Key of centroids matches `origin` in `input` | |
origin <- centroids[input[,.(origin, total)]] | |
setnames(origin, c('East', 'North'), c('xstart', 'ystart')) | |
## Key of centroids matches `destination` in `input` | |
destination <- centroids[input[,.(destination)]] | |
setnames(destination, c('East', 'North'), c('xend', 'yend')) | |
## Bind both results | |
trajects <- cbind(origin, destination) | |
### GRAPHICS SECTION | |
library(lattice) | |
library(classInt) | |
## Background set to black | |
myTheme <- simpleTheme() | |
myTheme$background$col <- 'black' | |
## Palette and classes | |
nClasses <- 5 | |
pal <- colorRampPalette(c('gray70', 'white'))(nClasses) | |
classes <- classIntervals(trajects[total > 10, total], | |
n = nClasses, style = 'quantile') | |
classes <- findCols(classes) | |
xyplot(North ~ East, data = centroids, | |
pch = '.', col = 'lightgray', | |
aspect = 'iso', | |
par.settings = myTheme, | |
panel = function(...){ | |
## panel.xyplot displays the 'centroids' | |
panel.xyplot(...) | |
## panel.segments displays the lines using a `data.table` | |
## query. | |
trajects[total > 10, | |
panel.segments(xstart, ystart, xend, yend, | |
col = pal[classes], | |
alpha = 0.05, lwd = 0.3) | |
] | |
}) |
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Fast & beautifully reproduced. Thanks for rewriting this using data.table!