Created
July 19, 2015 18:01
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Shows the distribution of power v. sample size for several effect sizes with a two-sided paired t-test
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library(pwr) | |
# Set variables | |
p <- seq(.2, .9, .01) | |
np <- length(p) | |
d <- seq(.4, 2.0, .2) | |
nd <- length(d) | |
samsize <- array(numeric(np*nd), dim=c(np, nd)) | |
for (i in 1:nd) { | |
for (j in 1:np) { | |
result <- power.t.test(n = NULL, | |
d = d[i], | |
sig.level = 0.05, | |
power = p[j], | |
alternative = "two.sided", | |
type = "paired" | |
) | |
samsize[j, i] <- ceiling(result$n) | |
} | |
} | |
# set up graph | |
xrange <- range(p) | |
yrange <- round(range(samsize)) | |
colors <- rainbow(length(d)) | |
plot(xrange, yrange, type="n", | |
xlab="Power (1 - beta)", | |
ylab="Sample Size (n)" ) | |
# add power curves | |
for (i in 1:nd){ | |
lines(p, samsize[,i], type="l", lwd=2, col=colors[i]) | |
} | |
# add annotation (grid lines, title, legend) | |
abline(v=0, h=seq(0,yrange[2],50), lty=2, col="grey89") | |
abline(h=0, v=seq(xrange[1],xrange[2],.02), lty=2, | |
col="grey89") | |
title("Sample Size Estimation for Binaural Beat t-tests\n | |
Sig=0.05 (Two-tailed)") | |
legend("topleft", title="Effect Size", as.character(d), | |
fill=colors) | |
# Save the plot | |
dev.copy(png, "/home/grant/powersamsize.png") | |
dev.off() |
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