I'm doing a comparison chart of two different estimates of the same time series data. I'm filling the area between the two series in green if the original estimate is more than the latest estimate, and red otherwise.
I've got that part working, but I'd like to add a legend for the fill colors. I tried scale_fill_manual
towards the bottom of the code, but it doesn't seem to be doing anything?
Here's the code:
library(ggplot2)
library(scales)
library(colorspace)
# Return a polygon that only plots between yLower and yUpper when yLower is
# less than yUpper.
getLowerPolygon = function(x, yLower, yUpper) {
# Create the table of coordinates
poly = data.frame(
x = numeric(),
y = numeric())
lastReversed = (yUpper[1] < yLower[1])
for (r in 1:length(x)) {
reversed = (yUpper[r] < yLower[r])
if (reversed != lastReversed) {
# Between points r-1 and r, the series intersected, so we need to
# change the polygon from visible to invisible or v.v. In either
# case, just add the intersection between those two segments to the
# polygon. Algorithm from:
# https://en.wikipedia.org/wiki/Line-line_intersection
# First line: x1,y1 - x2,y2
x1 = x[r-1]
y1 = yLower[r-1]
x2 = x[r]
y2 = yLower[r]
# Second line: x3,y3 - x4,y4
x3 = x[r-1]
y3 = yUpper[r-1]
x4 = x[r]
y4 = yUpper[r]
# Calculate determinants
xy12 = det(matrix(c(x1, y1, x2, y2), ncol = 2))
xy34 = det(matrix(c(x3, y3, x4, y4), ncol = 2))
x12 = det(matrix(c(x1, 1, x2, 1), ncol = 2))
x34 = det(matrix(c(x3, 1, x4, 1), ncol = 2))
y12 = det(matrix(c(y1, 1, y2, 1), ncol = 2))
y34 = det(matrix(c(y3, 1, y4, 1), ncol = 2))
# Calculate fraction pieces
xn = det(matrix(c(xy12, x12, xy34, x34), ncol = 2))
yn = det(matrix(c(xy12, y12, xy34, y34), ncol = 2))
d = det(matrix(c(x12 , y12, x34, y34), ncol = 2))
# Calculate intersection
xi = xn / d
yi = yn / d
# Add the point
poly[nrow(poly)+1,] = c(xi, yi)
}
lastReversed = reversed
# http://stackoverflow.com/questions/2563824
poly[nrow(poly)+1,] = c(x[r], min(yLower[r], yUpper[r]))
}
poly = rbind(poly, data.frame(
x = rev(x),
y = rev(yUpper)))
return(poly)
}
getComparisonPlot = function(data, title, lower_name, upper_name,
x_label, y_label, legend_title = '') {
lightGreen = '#b0dd8d'
lightRed = '#fdba9a'
darkGray = RGB(.8, .8, .8)
midGray = RGB(.5, .5, .5)
plot = ggplot(data, aes(x = x))
plot = plot + geom_polygon(
aes(x = x, y = y),
data = data.frame(
x = c(data$x, rev(data$x)),
y = c(data$yLower, rev(data$yUpper))
),
fill = lightRed)
coords = getLowerPolygon(data$x, data$yLower, data$yUpper)
plot = plot + geom_polygon(
aes(x = x, y = y),
data = coords,
fill = lightGreen)
plot = plot + geom_line(
aes(y = yUpper, color = 'upper'),
size = 0.5)
plot = plot + geom_line(
aes(y = yLower, color = 'lower'),
size = 0.5)
plot = plot +
ggtitle(paste(title, '\n', sep='')) +
xlab(x_label) +
ylab(y_label) +
scale_y_continuous(labels = comma)
# http://stackoverflow.com/a/10355844/106302
plot = plot + scale_color_manual(
name = legend_title,
breaks = c('upper' , 'lower'),
values = c('gray20', 'gray50'),
labels = c(upper_name, lower_name))
plot = plot + scale_fill_manual(
name = 'Margin',
breaks = c('upper', 'lower'),
values = c(lightGreen, lightRed),
labels = c('Over', 'Under'))
return(plot)
}
print(getComparisonPlot(
data = data.frame(
x = 1:20,
yLower = 1:20 %% 5 + 2,
yUpper = 1:20 %% 7
),
title = 'Comparison Chart',
lower_name = 'Latest',
upper_name = 'Original',
x_label = 'X axis',
y_label = 'Y axis',
legend_title = 'Thing'
))
Here's an image of the chart, I think it is a cool technique:
I'm also open to any other suggestions for improving my ggplot code.