data(Wheat, package="HistData")
data(Wheat.monarchs, package="HistData")
# For best results, this graph should be viewed with width ~ 2 * height
# Note use of type='s' to plot a step function for Wheat
# and panel.first to provide a background grid()
# The curve for Wages is plotted after the polygon below it is filled
with(Wheat, {
plot(Year, Wheat, type="s", ylim=c(0,105),
ylab="Price of the Quarter of Wheat (shillings)",
panel.first=grid(col=gray(.9), lty=1))
lines(Year, Wages, lwd=3, col="red")
})
# add some annotations
text(1625,10, "Weekly wages of a good mechanic", cex=0.8, srt=3, col="red")
# cartouche
text(1650, 85, "Chart", cex=2, font=2)
text(1650, 70,
paste("Shewing at One View",
"The Price of the Quarter of Wheat",
"& Wages of Labor by the Week",
"from the Year 1565 to 1821",
"by William Playfair",
sep="\n"), font=3)
# add the time series bars to show reigning monarchs
# distinguish Cromwell visually, as Playfair did
with(Wheat.monarchs, {
y <- ifelse( !commonwealth & (!seq_along(start) %% 2), 102, 104)
segments(start, y, end, y, col="black", lwd=7, lend=1)
segments(start, y, end, y, col=ifelse(commonwealth, "white", NA), lwd=4, lend=1)
text((start+end)/2, y-2, name, cex=0.5)
})
![](data:image/png;base64,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)