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December 18, 2015 02:09
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Plots a normal curve and shaded region.
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plotNormal = function(lb, ub, mu = 0, sigma = 1) | |
{ | |
# Generate X an Y pairs for normal curve | |
X = seq(mu - 4*sigma, mu + 4*sigma, 0.1) | |
Y = dnorm(X, mean = mu, sd = sigma) | |
# Plot the normal curve line, lablel axes and plot | |
plot(X,Y, type = "l", main = "Normal PDF", xlab = "x", ylab = "Density(x)") | |
# Calculate visible bounds (no use plotting tails that are off the screen) | |
lb2 = min(max(lb, mu-4*sigma), min(ub, mu+4*sigma)) | |
ub2 = max(max(lb, mu-4*sigma), min(ub, mu+4*sigma)) | |
# Shade the region by drawing vertical lines | |
for (i in seq(lb2,ub2,length = 200)) | |
{ | |
lines(c(i,i), c(0, dnorm(i, mu, sigma)), col = "lightgrey", lwd = 2) | |
} | |
# Draw the coordinate axes | |
abline(h=0, lty = 2) | |
abline(v=0, lty = 2) | |
# Calculate and display the coverage | |
coverage = pnorm(ub, mu, sigma) - pnorm(lb, mu, sigma) | |
text(x = mu + 2*sigma, y = dnorm(mu + 0.5* sigma, mu, sigma), labels = paste("P(", lb, "<x<", ub, ")\n=",round(coverage,4), sep = "")) | |
} |
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