Created
September 20, 2010 18:10
-
-
Save ramnathv/588339 to your computer and use it in GitHub Desktop.
This file contains 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
# load libraries | |
library(ggplot2); | |
library(Zelig); | |
# function to extract coefficients of a zelig model | |
sd.coef2 = function(x){ | |
est = summary(x)$coef[,1]; | |
se = summary(x)$coef[,2]; | |
var = names(est); | |
ci.lo1 = est - se*1; | |
ci.hi1 = est + se*1; | |
ci.lo2 = est - se*2; | |
ci.hi2 = est + se*2; | |
tmp = as.character(formula(x)); | |
model = paste(tmp[2], tmp[3], sep = " ~ "); | |
return(data.frame(model, var, est, se, ci.lo1, ci.hi1, ci.lo2, ci.hi2)) | |
} | |
## run zelig models, create a list, and use plyr to assemble data frame of model components | |
m1 <- zelig(GNP ~ Unemployed, data = longley, model = "ls") | |
m2 <- zelig(GNP ~ Armed.Forces, data = longley, model = "ls") | |
m3 <- zelig(GNP ~ Population, data = longley, model = "ls") | |
m4 <- zelig(GNP ~ Unemployed + Armed.Forces, data = longley, model = "ls") | |
m5 <- zelig(GNP ~ Armed.Forces + Population, data = longley, model = "ls") | |
m6 <- zelig(GNP ~ Unemployed + Armed.Forces + Population, data = longley, | |
model = "ls"); | |
ml = list(m1, m2, m3, m4, m5, m6); | |
df = ldply(ml, sd.coef2); | |
# plot regression coefficients | |
plot1 = ggplot(df, aes(x = model, y = est)) + | |
geom_pointrange(aes(ymin = ci.lo1, ymax = ci.hi1)) + | |
facet_grid(var ~ ., scales = 'free_y') + | |
theme_bw() + | |
opts(axis.text.x = theme_text(angle = 45, hjust = 1, size = 8)); | |
## TODO: figure out how to set the scales free in this plot | |
plot2 = ggplot(df, aes(x = model, y = est)) + | |
geom_pointrange(aes(ymin = ci.lo1, ymax = ci.hi1)) + | |
coord_flip() + | |
facet_grid(. ~ var, scales = 'free') + | |
theme_bw(); |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment