Created
January 2, 2013 04:08
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Calculating a Gini Coefficients for a Number of Locales at Once in R
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# generate random data: | |
city <- c("A", "B", "C", "D", "E", "F", "G", "H", "I", "J") | |
income <- sample(1:100000, | |
100, | |
replace = TRUE) | |
cities <- data.frame(city, income) | |
# graph our data: | |
library(ggplot2) | |
ggplot(cities, | |
aes(income)) + | |
stat_density(geom = "path", | |
position = "identity") + | |
facet_wrap(~ city, ncol = 2) | |
library(reldist) | |
# gini coefficient for city A: | |
gini(cities[which(cities$city == "A"), ]$income) | |
# gini coefficients for all cities: | |
ginicities <- aggregate(income ~ city, | |
data = cities, | |
FUN = "gini") | |
names(ginisec) <- c("city", "gini") | |
ginisec | |
write.csv(ginicities, "gini.csv", | |
row.names = FALSE) | |
aggregate(income ~ city, | |
data = cities, | |
FUN = "mean") | |
aggregate(income ~ city, | |
data = cities, | |
FUN = "median") | |
aggregate(income ~ city, | |
data = cities, | |
FUN = "length") |
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city | income | |
---|---|---|
A | 40023 | |
B | 5021 | |
C | 60601 | |
D | 36432 | |
E | 40384 | |
F | 69831 | |
G | 84788 | |
H | 30061 | |
I | 26479 | |
J | 45864 | |
A | 26431 | |
B | 39166 | |
C | 58797 | |
D | 61843 | |
E | 33388 | |
F | 79576 | |
G | 43152 | |
H | 4250 | |
I | 51042 | |
J | 85666 | |
A | 96550 | |
B | 17677 | |
C | 67971 | |
D | 28128 | |
E | 5839 | |
F | 66074 | |
G | 5463 | |
H | 36234 | |
I | 55983 | |
J | 93604 | |
A | 7414 | |
B | 44543 | |
C | 44583 | |
D | 46161 | |
E | 97260 | |
F | 2876 | |
G | 74590 | |
H | 90571 | |
I | 3553 | |
J | 18291 | |
A | 49288 | |
B | 79271 | |
C | 99119 | |
D | 35386 | |
E | 70901 | |
F | 91583 | |
G | 86976 | |
H | 13125 | |
I | 35242 | |
J | 59232 | |
A | 37374 | |
B | 69062 | |
C | 99419 | |
D | 64812 | |
E | 35259 | |
F | 88355 | |
G | 69011 | |
H | 19994 | |
I | 43289 | |
J | 34800 | |
A | 97821 | |
B | 13461 | |
C | 73937 | |
D | 87482 | |
E | 12757 | |
F | 14247 | |
G | 52698 | |
H | 31996 | |
I | 21037 | |
J | 22927 | |
A | 84718 | |
B | 20290 | |
C | 9988 | |
D | 52029 | |
E | 71193 | |
F | 63638 | |
G | 47739 | |
H | 77749 | |
I | 99285 | |
J | 60056 | |
A | 67837 | |
B | 87613 | |
C | 12331 | |
D | 77029 | |
E | 78349 | |
F | 46370 | |
G | 97738 | |
H | 86821 | |
I | 32370 | |
J | 82038 | |
A | 69972 | |
B | 57523 | |
C | 14672 | |
D | 58639 | |
E | 19570 | |
F | 61386 | |
G | 4665 | |
H | 95662 | |
I | 23503 | |
J | 76017 |
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