How can I make the following plot using R? - r

I would like to make a plot with 4 axes in R so that it looks similar to this plot:
I've looked at the Quick-R website for advice and modified one of their examples (called A Silly Axis Example):
# specify the data
x <- c(1:5); y <- x/2;
w <- c(2:4)
z <- c(1:5)
# create extra margin room on the right for an axis
par(mar=c(5, 4, 4, 8) + 0.1)
# plot x vs. y
plot(x, y,type="b", pch=21, col="red",
yaxt="n", lty=3, xlab="", ylab="")
# add x vs. 1/x
lines(x, z, type="b", pch=22, col="blue", lty=2)
# draw an axis on the left
axis(2, at=x,labels=x, col.axis="red", las=2)
# draw an axis on the right, with smaller text and ticks
axis(4, at=w,labels=round(w,digits=2),
col.axis="blue", las=2, cex.axis=0.7, tck=-.01)
# draw an axis on the top
axis(3, at=z,labels=round(z,digits=2),
col.axis="blue", las=2, cex.axis=0.7, tck=-.01)
# add a title for the right axis
mtext("L", side=3, line=3, cex.lab=1,las=2, col="blue")
# add a title for the right axis
mtext("OSR", side=4, line=3, cex.lab=1,las=2, col="red")
# add a main title and bottom and left axis labels
title("", xlab="GSI", ylab="FSI")
This code produces the following plot:
I'm having difficulty figuring out how different axes can have different scales. For example, I want the top axis L, to go from 5 - 13, but if I set z <-c(5:13) it will not set the axis to these values. However, I can overwrite what the labels are:
axis(3, at=z,labels=round(c(9:13),digits=2), col.axis="blue",
las=2, cex.axis=0.7, tck=-.01)
but then if I want to plot a point with these four parameters, the point will not show up in the correct place. How should I do this?

One (perhaps cumbersome) option would be to write conversion functions that transform values between your two scales. Assuming you know the data ranges for both the top and bottom axes ahead of time, you could write a function like this:
convertScaleToBottom <- function(x,botRange,topRange){
temp <- (x - topRange[1]) / (topRange[2] - topRange[1])
return(botRange[1] + (temp * (botRange[2] - botRange[1])))
}
that takes a set of values, x, in the top axis scale and converts them to the bottom axis scale. Then you can plot the converted values and retain the originals as the labels:
z1 <- 5:13
z1Adj <- convertScaleToBottom(z1,range(x),range(z1))
# draw an axis on the top
axis(3, at=z1Adj,labels=round(z1,digits=2),
col.axis="blue", las=2, cex.axis=0.7, tck=-.01)
This method is easily modified to reverse the order of the top axis:
convertScaleToBottomRev <- function(x,botRange,topRange){
temp <- (x - topRange[1]) / (topRange[2] - topRange[1])
return(botRange[2] - (temp * (botRange[2] - botRange[1])))
}

Related

x axis labels at 45 degrees are stacked on top of each other

I have been attempting to tilt my x axis labels to 45 degrees. Currently when I run the program, all the titles are stacked on top of each other at each axis.
I expected my code to display my x axis labels at a 45 degree angle, one label per tick, not every label on every tick.
boxplot(x ~ y, data=df, pars=list(xaxt="n") ## boxplot with x axis labels eliminated
axis(1, at=seq(1, 15, by=1), labels=FALSE) ## x axis ticks with no labels
text(seq(1, 15, by=1), par("usr")[3] - 1, labels=df$name, srt=45, pos=1, xpd=TRUE) ## x axis labels at 45 degrees, but they are stacked on top of each other.
Do I need to relabel my dataset, specifically in the df$name? Does the labels=df$name have too many names, which stack on top of each other?
This code is from this source: https://stats.oarc.ucla.edu/r/faq/how-can-i-change-the-angle-of-the-value-labels-on-my-axes/
You just want the unique elements of the names.
Example, using builtin InsectSprays dataset:
boxplot(count ~ spray, data=InsectSprays, xaxt="n")
sq <- seq_along(unique(InsectSprays$spray))
axis(1, at=sq, labels=FALSE)
text(sq, par("usr")[3] - 1.5, labels=unique(InsectSprays$spray),
srt=45, pos=1, xpd=TRUE)

Dual Y-Axis Base R Plot with different x-ticks

I want to make a plot of 4 sets of data points using dual y-axis. The first two are on the left y-axis and last two are on the right y-axis. The first two belong to a set of numbers ranging from 5000 to 50,000. Second two sets of data belong range from 1-100. I want to plot it so that it is easily discernable that the two axis are not only on different scales but also the height between points from the two different sets with distinct ranges is obviously big. I don't want to be able to draw a horizontal line that would suggest some number from the left-y-axis can be mapped bijectively to some number on the right y-axis. I want to make it such that a horizontal line through any points from the left y-axis and right y-axis would belong to only one set related to either left or right axis.
How can I plot with 2 different y-axes?. There's
I'd use twoord.plot
From plotrix v3.7-5
by Jim Lemon but that has the disadvantage than base R beacause I can't add 4 sets of data into one plot. I can only use 2 sets of (x,y) pairs with 2--ord plot. I can theoretically plot n sets of (x,y) pairs using base R.
None
Here's what doesn't work:
time <- seq(0,72,12)
betagal.abs <- c(0.05,0.18,0.25,0.31,0.32,0.34,0.35)
cell.density <- c(0,1000,2000,3000,4000,5000,6000)
## add extra space to right margin of plot within frame
par(mar=c(5, 4, 4, 6) + 0.1)
## Plot first set of data and draw its axis
plot(time, betagal.abs, pch=16, axes=FALSE, ylim=c(0,1), xlab="", ylab="",
type="b",col="black", main="Mike's test data")
axis(2, ylim=c(0,1),col="black",las=1) ## las=1 makes horizontal labels
mtext("Beta Gal Absorbance",side=2,line=2.5)
box()
## Allow a second plot on the same graph
par(new=TRUE)
## Plot the second plot and put axis scale on right
plot(time, cell.density, pch=15, xlab="", ylab="", ylim=c(0,7000),
axes=FALSE, type="b", col="red")
## a little farther out (line=4) to make room for labels
mtext("Cell Density",side=4,col="red",line=4)
axis(4, ylim=c(0,7000), col="red",col.axis="red",las=1)
## Draw the time axis
axis(1,pretty(range(time),10))
mtext("Time (Hours)",side=1,col="black",line=2.5)
## Add Legend
legend("topleft",legend=c("Beta Gal","Cell Density"),
text.col=c("black","red"),pch=c(16,15),col=c("black","red"))
Not quite sure what you're after but you can add an extra 'line per plot' by using lines.
I've edited your code
## Plot first set of data and draw its axis
plot(time, betagal.abs, pch=16, axes=FALSE, ylim=c(0,1), xlab="", ylab="",
type="b",col="black", main="Mike's test data")
lines(seq(0, 1, 0.02), type = 'o')
axis(2, ylim=c(0,1),col="black",las=1) ## las=1 makes horizontal labels
mtext("Beta Gal Absorbance",side=2,line=2.5)
box()
## Allow a second plot on the same graph
par(new=TRUE)
## Plot the second plot and put axis scale on right
plot(time, cell.density, pch=15, xlab="", ylab="", ylim=c(0,7000),
axes=FALSE, type="b", col="red")
lines(seq(0, 5000, 10), type = 'o', col = 'red')
## a little farther out (line=4) to make room for labels
mtext("Cell Density",side=4,col="red",line=4)
axis(4, ylim=c(0,7000), col="red",col.axis="red",las=1)
which produces this:
Please let me know if this wasn't what you were after.

Bid Rent Curves - Plotting Circles of Projected Radii from Another Dimension

The goal is to reproduce this Bid-Rent graph in R:
The challenge is to draw the projected circles. So far I got:
The 2D part is created by the R code below with the traditional graphic system in base R:
#Distance
X <- seq(0,7,1)
#Bid Rent Curves: Commercial, Industrial, Residential
com <- -5*X + 10
ind <- -2*X + 7
res <- -0.75*X + 4
graph <- plot(X, com, type="l", col="green", ylim=c(0,10), xlab="", ylab="", axes=FALSE)
lines(X, ind, col="red")
lines(X, res, col="blue")
abline(v=0, h=0)
segments(1,0, 1,5, lty=2)
segments(2.5,0, 2.5,2, lty=2)
title(main="Bid Rent Curves", sub="Alonso Model",
xlab="Distance from CBD", ylab="Rent per m2")
text(2.5,7.5, "Commercial", col="green")
text(3.5,4, "Industrial", col="red")
text(5.5,2, "Residential", col="blue")
(Detail: Why the curves do not respect the ylim = 0 ?)
How make the projection and draw the semi-circles?
It is not exactly a 3D plot. I have looked into plot3D and rgl. I am not sure which packages or strategy to use from here.
I'm taking you at your word that you want circles, so you need to push the plot area into the upper right corner:
outHalfCirc <- function(r,colr) {opar=par(xpd=TRUE, new=TRUE) #plot ouside plot area
polygon(x=seq(r,-r,by=-0.1),
y= -sqrt(r^2 - seq(r,-r,by=-0.1)^2) , # solve r^2 = x^2 +y^2 for y
xlim =c(0,7 ), ylim=c(0,10), col=colr, # need xlim and ylim to match base plot ranges
yaxs="i", yaxt="n", xaxs="i") # yaxis off; x and y axes meet at origin
par(opar)}
Then push plot up and to the right: This will draw a colored half-circles (largest first so they overlap) below the y=0 line.
png() # send to image file; not needed for testing
opar <- par(mar=c(15, 15, 2,2) ) # default units are in widths of text-"line".
# the margins start at lower, then clockwise
# run your code
outHalfCirc(5.5, "blue")
outHalfCirc(2.5, "red")
outHalfCirc(1, "green")
dev.off() # complete image production
par(opar) # different than the 'opar' inside the function
Voila! Although not really circles because the aspect ratio is not 1. That can be fixed (or you could set the xlim and ylim to be equal.

Barplot with Categorical X Axis

I am trying to generate a bar plot with a categorical X axis and two different y axis. I am trying to use twoord.plot to generate the bar plot as follows:
x <- c("A","B","C","D","E")
ry <- c(0.1,0.2,0.3,0.4,0.5)
ly <- c(0.15,0.25,0.35,0.45,0.55)
library(plotrix)
twoord.plot(x,ry,x,ly,
xlab="xLabel",
ylab="yLabel",
rylab="ryLabel",
main="Main",
type=c("bar","l"),lcol=rainbow(length(x)),rcol=4)
However, I am getting an error "Error in plot.window(...) : invalid 'xlim' value".
Is there a way to work with categorical/character variables as x-axis? Also, is there a way to rotate the X-axis labels so that they show up at 45 degrees?
I have been able to get this code to work with the following changes:
xNumeric <- seq(1:length(x))
twoord.plot(xNumeric,ly,xNumeric,ry,
xlab="xLabel",
ylab="yLabel",
rylab="ryLabel",
main="Main",
type=c("bar","o"),lcol=rainbow(length(x)),rcol = 4,xticklab = x)
However, I still need to figure out how to rotate the X-axis labels as well as adding a legend to differentiate between which is the box plot and which is the line plot. Any help on this would be appreciated
Thank you.
This isn't in plotrix, but...
ry <- c(0.1,0.2,0.3,0.4,0.5)
ly <- c(15,35,65,75,80)
x <- 1:5
xlabs <- c("A","B","C","D","E")
barplot(ly, xaxt="n", yaxt="n", xlab="xLabel", ylab="lyLabel", ylim=c(0,100))
axis(2, seq(0,100,by=5), seq(0,100,by=5), las=2) # you can adjust positions of ly labels
par(new=TRUE)
plot(ry~x, xaxt="n", yaxt="n", xlab="", ylab="", ylim=c(0,1))
axis(1, 1:5, xlabs)
axis(4, 1:10/10, 1:10/10, las=2) # you can adjust positions of ry labels
mtext("ryLabel", 4, line=2)
And you would obviously need to edit a bit to get the colors, etc. that you seem to be going for.

How to plot the value of abline in R?

I used this code to make this plot:
plot(p, cv2,col=rgb(0,100,0,50,maxColorValue=255),pch=16,
panel.last=abline(h=67,v=1.89, lty=1,lwd=3))
My plot looks like this:
1.) How can I plot the value of the ablines in a simple plot?
2.) How can I scale my plot so that both lines appear in the middle?
to change scale of plot so lines are in the middle change the axes i.e.
x<-1:10
y<-1:10
plot(x,y)
abline(a=1,b=0,v=1)
changed to:
x<-1:10
y<-1:10
plot(x,y,xlim=c(-30,30))
abline(a=1,b=0,v=1)
by "value" I am assuming you mean where the line cuts the x-axis? Something like text? i.e.:
text((0), min(y), "number", pos=2)
if you want the label on the x axis then try:
abline(a=1,b=0,v=1)
axis(1, at=1,labels=1)
to prevent overlap between labels you could remove the zero i.e.:
plot(x,y,xlim=c(-30,30),yaxt="n")
axis(2, at=c(1.77,5,10,15,20,25))
or before you plot extend the margins and add the labels further from the axis
par(mar = c(6.5, 6.5, 6.5, 6.5))
plot(x,y,xlim=c(-30,30))
abline(a=1,b=0,v=1)
axis(2, at=1.77,labels=1.77,mgp = c(10, 2, 0))
Similar in spirit to the answer proposed by #user1317221, here is my suggestion
# generate some fake points
x <- rnorm(100)
y <- rnorm(100)
# positions of the lines
vert = 0.5
horiz = 1.3
To display the lines at the center of the plot, first compute the horizontal and vertical distances between the data points and the lines, then adjust the limits adequately.
# compute the limits, in order for the lines to be centered
# REM we add a small fraction (here 10%) to leave some empty space,
# available to plot the values inside the frame (useful for one the solutions, see below)
xlim = vert + c(-1.1, 1.1) * max(abs(x-vert))
ylim = horiz + c(-1.1, 1.1) * max(abs(y-horiz))
# do the main plotting
plot(x, y, xlim=xlim, ylim=ylim)
abline(h=horiz, v=vert)
Now, you could plot the 'values of the lines', either on the axes (the lineparameter allows you to control for possible overlapping):
mtext(c(vert, horiz), side=c(1,2))
or alternatively within the plotting frame:
text(x=vert, y=ylim[1], labels=vert, adj=c(1.1,1), col='blue')
text(x=xlim[1], y=horiz, labels=horiz, adj=c(0.9,-0.1), col='blue')
HTH

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