Created
August 24, 2012 17:57
-
-
Save DrSkippy/3453523 to your computer and use it in GitHub Desktop.
Distribution of languages on Twitter - plot order, freqpoly and grid.arrange different sized plots
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/usr/bin/env Rscript | |
library(ggplot2) | |
library(stringr) | |
library(gridExtra) | |
fmt <- function(){ | |
function(x) format(x,nsmall = 2,scientific = FALSE) | |
} | |
Y = read.delim("./distro.csv", sep=",", header=TRUE) | |
Y$rat <- 100 * Y$count/sum(Y$count) | |
Y$lan <- with(Y, factor(Y$language, levels=Y[order(-rat), ]$language)) | |
p1 <- ggplot(data=Y) + | |
geom_bar(aes(lan, rat), color="orange", fill="orange", alpha = 0.5, stat="identity") + | |
xlab("Language") + ylab("% of Tweets") + | |
opts(legend.position = 'none', | |
panel.background = theme_rect(fill = "#545454"), | |
panel.grid.major = theme_line(colour = "#757575"), | |
panel.grid.minor = theme_line(colour = "#757575"), | |
title = "Twitter Language Distribution") | |
p2 <- ggplot(data=Y) + | |
geom_freqpoly(aes(lan, rat, group=1), size=2, color="orange", alpha = 0.5, stat="identity") + | |
scale_y_log10(labels = fmt(), breaks = c(0.001, 0.002, 0.005, 0.01, 0.02, 0.05, 0.1, 0.2, 0.5, 1,2,5, 10)) + | |
xlab("Language") + ylab("% of Tweets") + | |
opts(legend.position = 'none', | |
panel.background = theme_rect(fill = "#545454"), | |
panel.grid.major = theme_line(colour = "#757575"), | |
panel.grid.minor = theme_line(colour = "#757575"), | |
title = "Twitter Language Distribution - Detail of Tail (log scale)") | |
png(filename = "distro.png", width = 800, height = 600, units = 'px') | |
print( grid.arrange( | |
p1, p2, ncol = 1, heights=unit.c(unit(0.3, "npc"),unit(0.7, "npc")) ) | |
) | |
dev.off() |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
count | language | |
---|---|---|
980049536 | en | |
194203896 | ja | |
188892666 | es | |
103425034 | pt | |
30962072 | id | |
23544888 | fr | |
19304103 | nl | |
14927804 | tr | |
14657986 | ko | |
13140502 | ar | |
11087671 | ru | |
8708691 | it | |
4866055 | de | |
2070109 | th | |
734441 | sv | |
540976 | pl | |
405598 | zh-cn | |
354493 | zh-tw | |
322538 | no | |
247144 | fil | |
214515 | da | |
196013 | ca | |
170394 | hu | |
140598 | msa | |
129151 | fi | |
54120 | he | |
32670 | fa | |
20586 | hi | |
14265 | uk | |
2291 | ur |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment