Created
December 18, 2016 20:06
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Plotting data via bin'd factors
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## DEMO of appropriate way to bin variables with a factor | |
## this is particularly useful if one wants to bin things of asymmetric widths | |
## alternative would be non-linear axis | |
library(ggplot2) | |
library(grid) | |
library(gridExtra) | |
library(data.table) | |
r <- data.table(x = rgeom(1000, .01)) | |
r | |
# chunk data into factors based on specified ranges | |
r$xBin <- cut(r$x, breaks=c(0,1,10,50,100,Inf)) | |
r | |
table(r) | |
# with factor | |
pContinuous <- ggplot(r, aes(x=r$x)) + | |
geom_histogram() | |
pContinuousLog10 <- ggplot(r, aes(x=r$x)) + | |
geom_histogram() + | |
scale_x_log10() | |
pFactor <- ggplot(r, aes(x=r$xBin)) + | |
geom_histogram(stat='count') | |
grid.arrange(pFactor, pContinuous, pContinuousLog10, ncol=1) |
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