Created
September 25, 2017 14:26
-
-
Save arcaravaggi/298d257e53473b1e3beaaba449ec50ec to your computer and use it in GitHub Desktop.
Plot regression coefficients
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
# published on http://www.r-statistics.com/2010/07/visualization-of-regression-coefficients-in-r | |
# originally written by "<a href="http://statmath.wu.ac.at/~zeileis/">Achim Zeileis</a>" | |
# GPL-2 | |
# | |
# E.g. coefplot(glm, parm = -1) | |
coefplot <- function(object, df = NULL, level = 0.95, parm = NULL, | |
labels = TRUE, xlab = "Coefficient confidence intervals", ylab = "", | |
xlim = NULL, ylim = NULL, | |
las = 1, lwd = 1, lty = c(1, 2), pch = 19, col = 1, | |
length = 0, angle = 30, code = 3, ...) | |
{ | |
cf <- coef(object) | |
se <- sqrt(diag(vcov(object))) | |
if(is.null(parm)) parm <- seq_along(cf) | |
if(is.numeric(parm) | is.logical(parm)) parm <- names(cf)[parm] | |
if(is.character(parm)) parm <- which(names(cf) %in% parm) | |
cf <- cf[parm] | |
se <- se[parm] | |
k <- length(cf) | |
if(is.null(df)) { | |
df <- if(identical(class(object), "lm")) df.residual(object) else 0 | |
} | |
critval <- if(df > 0 & is.finite(df)) { | |
qt((1 - level)/2, df = df) | |
} else { | |
qnorm((1 - level)/2) | |
} | |
ci1 <- cf + critval * se | |
ci2 <- cf - critval * se | |
lwd <- rep(lwd, length.out = 2) | |
lty <- rep(lty, length.out = 2) | |
pch <- rep(pch, length.out = k) | |
col <- rep(col, length.out = k) | |
if(is.null(xlim)) xlim <- range(c(0, min(ci1), max(ci2))) | |
if(is.null(ylim)) ylim <- c(1 - 0.05 * k, 1.05 * k) | |
if(isTRUE(labels)) labels <- names(cf) | |
if(identical(labels, FALSE)) labels <- "" | |
labels <- rep(labels, length.out = k) | |
plot(0, 0, xlim = xlim, ylim = ylim, xlab = xlab, ylab = ylab, | |
axes = FALSE, type = "n", las = las, ...) | |
arrows(ci1, 1:k, ci2, 1:k, lty = lty[1], lwd = lwd[1], col = col, | |
length = length, angle = angle, code = code) | |
points(cf, 1:k, pch = pch, col = col) | |
abline(v = 0, lty = lty[2], lwd = lwd[2]) | |
axis(1) | |
axis(2, at = 1:k, labels = labels, las = las) | |
box() | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment