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A flowchart is a type of diagram that represents a workflow or
process. In research we often want to explain how we recruited our
patients, how many that were available from the start, how many that
were excluded and how many were left at the final analysis. The
Gmisc package provides a convenient set of functions
for doing this using the R’s built-in grid
package with
some bells and whistles. Below is a simple example that illustrates what
we’re aiming for.
library(Gmisc, quietly = TRUE)
library(glue)
library(htmlTable)
library(grid)
library(magrittr)
org_cohort <- boxGrob(glue("Stockholm population",
"n = {pop}",
pop = txtInt(1632798),
.sep = "\n"))
eligible <- boxGrob(glue("Eligible",
"n = {pop}",
pop = txtInt(10032),
.sep = "\n"))
included <- boxGrob(glue("Randomized",
"n = {incl}",
incl = txtInt(122),
.sep = "\n"))
grp_a <- boxGrob(glue("Treatment A",
"n = {recr}",
recr = txtInt(43),
.sep = "\n"))
grp_b <- boxGrob(glue("Treatment B",
"n = {recr}",
recr = txtInt(122 - 43 - 30),
.sep = "\n"))
excluded <- boxGrob(glue("Excluded (n = {tot}):",
" - not interested: {uninterested}",
" - contra-indicated: {contra}",
tot = 30,
uninterested = 12,
contra = 30 - 12,
.sep = "\n"),
just = "left")
grid.newpage()
vert <- spreadVertical(org_cohort,
eligible = eligible,
included = included,
grps = grp_a)
grps <- alignVertical(reference = vert$grps,
grp_a, grp_b) %>%
spreadHorizontal()
vert$grps <- NULL
excluded <- moveBox(excluded,
x = .8,
y = coords(vert$included)$top + distance(vert$eligible, vert$included, half = TRUE, center = FALSE))
for (i in 1:(length(vert) - 1)) {
connectGrob(vert[[i]], vert[[i + 1]], type = "vert") %>%
print
}
connectGrob(vert$included, grps[[1]], type = "N")
connectGrob(vert$included, grps[[2]], type = "N")
connectGrob(vert$eligible, excluded, type = "L")
# Print boxes
vert
grps
excluded
There is a basic set of components that are used for generating flowcharts:
boxGrob
and
boxPropGrob
functions.connectGrob
function.These can be positioned directly or preferably manipulated according to the following principles:
spreadHorizontal
and spreadVertical
functions.alignHorizontal
and alignVertical
functions.We can start with outputting a single box:
We can position and style this box as any element:
The boxPropGrob
is for displaying proportions as the
name indicates.
The boxes have coordinates that allow you to easily draw lines to and
from it. The coordinates are stored in the coords
attribute. Below is an illustration of the coordinates for the two
boxes:
grid.newpage()
smpl_bx <- boxGrob(
label = "A simple box",
x = .5,
y = .9,
just = "center")
prop_bx <- boxPropGrob(
label = "A split box",
label_left = "Left side",
label_right = "Right side",
x = .5,
y = .3,
prop = .3,
just = "center")
plot(smpl_bx)
plot(prop_bx)
smpl_bx_coords <- coords(smpl_bx)
grid.circle(y = smpl_bx_coords$y,
x = smpl_bx_coords$x,
r = unit(2, "mm"),
gp = gpar(fill = "#FFFFFF99", col = "black"))
grid.circle(y = smpl_bx_coords$bottom,
x = smpl_bx_coords$right,
r = unit(1, "mm"),
gp = gpar(fill = "red"))
grid.circle(y = smpl_bx_coords$top,
x = smpl_bx_coords$right,
r = unit(1, "mm"),
gp = gpar(fill = "purple"))
grid.circle(y = smpl_bx_coords$bottom,
x = smpl_bx_coords$left,
r = unit(1, "mm"),
gp = gpar(fill = "blue"))
grid.circle(y = smpl_bx_coords$top,
x = smpl_bx_coords$left,
r = unit(1, "mm"),
gp = gpar(fill = "orange"))
prop_bx_coords <- coords(prop_bx)
grid.circle(y = prop_bx_coords$y,
x = prop_bx_coords$x,
r = unit(2, "mm"),
gp = gpar(fill = "#FFFFFF99", col = "black"))
grid.circle(y = prop_bx_coords$bottom,
x = prop_bx_coords$right_x,
r = unit(1, "mm"),
gp = gpar(fill = "red"))
grid.circle(y = prop_bx_coords$top,
x = prop_bx_coords$right_x,
r = unit(1, "mm"),
gp = gpar(fill = "purple"))
grid.circle(y = prop_bx_coords$bottom,
x = prop_bx_coords$left_x,
r = unit(1, "mm"),
gp = gpar(fill = "blue"))
grid.circle(y = prop_bx_coords$top,
x = prop_bx_coords$left_x,
r = unit(1, "mm"),
gp = gpar(fill = "orange"))
grid.circle(y = prop_bx_coords$bottom,
x = prop_bx_coords$right,
r = unit(2, "mm"),
gp = gpar(fill = "red"))
grid.circle(y = prop_bx_coords$top,
x = prop_bx_coords$right,
r = unit(2, "mm"),
gp = gpar(fill = "purple"))
grid.circle(y = prop_bx_coords$bottom,
x = prop_bx_coords$left,
r = unit(2, "mm"),
gp = gpar(fill = "blue"))
grid.circle(y = prop_bx_coords$top,
x = prop_bx_coords$left,
r = unit(2, "mm"),
gp = gpar(fill = "orange"))
In order to make connecting boxes with an arrow there is the
connectGrob
function. Here’s an example of how you can use
it for connecting a set of boxes:
grid.newpage()
# Initiate the boxes that we want to connect
side <- boxPropGrob("Side", "Left", "Right",
prop = .3,
x = 0, y = .9,
bjust = c(0,1))
start <- boxGrob("Top",
x = .6, y = coords(side)$y,
box_gp = gpar(fill = "yellow"))
bottom <- boxGrob("Bottom",
x = .6, y = 0,
bjust = "bottom")
sub_side_left <- boxGrob("Left",
x = coords(side)$left_x,
y = 0,
bjust = "bottom")
sub_side_right <- boxGrob("Right",
x = coords(side)$right_x,
y = 0,
bjust = "bottom")
odd <- boxGrob("Odd\nbox",
x = coords(side)$right,
y = .5)
odd2 <- boxGrob("Also odd",
x = coords(odd)$right +
distance(bottom, odd, type = "h", half = TRUE) -
unit(2, "mm"),
y = 0,
bjust = c(1,0))
exclude <- boxGrob("Exclude:\n - Too sick\n - Prev. surgery",
x = 1,
y = coords(bottom)$top +
distance(start, bottom, type = "v", half = TRUE),
just = "left", bjust = "right")
# Connect the boxes and print/plot them
connectGrob(start, bottom, "vertical")
connectGrob(start, side, "horizontal")
connectGrob(bottom, odd, "Z", "l")
connectGrob(odd, odd2, "N", "l")
connectGrob(side, sub_side_left, "v", "l")
connectGrob(side, sub_side_right, "v", "r")
connectGrob(start, exclude, "-",
lty_gp = gpar(lwd = 2, col = "darkred", fill = "darkred"))
# Print the grobs
start
bottom
side
exclude
sub_side_left
sub_side_right
odd
odd2
We frequently want to align boxes in either a horizontal or a
vertical row. For this there are two functions,
alignHorizontal()
and alignVertical()
.
align_1 <- boxGrob("Align 1",
y = .9,
x = 0,
bjust = c(0),
box_gp = gpar(fill = "#E6E8EF"))
align_2 <- boxPropGrob("Align 2",
"Placebo",
"Treatment",
prop = .7,
y = .8,
x = .5)
align_3 <- boxGrob("Align 3\nvertical\ntext",
y = 1,
x = 1,
bjust = c(1, 1),
box_gp = gpar(fill = "#E6E8EF"))
b1 <- boxGrob("B1",
y = .3,
x = .1,
bjust = c(0))
b2 <- boxGrob("B2 with long\ndescription",
y = .6,
x = .5)
b3 <- boxGrob("B3",
y = .2,
x = .8,
bjust = c(0, 1))
grid.newpage()
align_1
alignHorizontal(reference = align_1,
b1, b2, b3,
.position = "left")
align_2
alignHorizontal(reference = align_2,
b1, b2, b3,
.position = "center",
.sub_position = "left")
alignHorizontal(reference = align_2,
b1, b2, b3,
.position = "left",
.sub_position = "right")
align_3
alignHorizontal(reference = align_3,
b1, b2, b3,
.position = "right")
Here are similar examples of vertical alignment:
align_1 <- boxGrob("Align 1\nvertical\ntext",
y = 1,
x = 1,
bjust = c(1, 1),
box_gp = gpar(fill = "#E6E8EF"))
align_2 <- boxPropGrob("Align 2",
"Placebo",
"Treatment",
prop = .7,
y = .5,
x = .6)
align_3 <- boxGrob("Align 3",
y = 0,
x = 0,
bjust = c(0, 0),
box_gp = gpar(fill = "#E6E8EF"))
b1 <- boxGrob("B1",
y = .3,
x = 0.1,
bjust = c(0, 0))
b2 <- boxGrob("B2 with long\ndescription",
y = .6,
x = .3)
b3 <- boxGrob("B3",
y = .2,
x = .85,
bjust = c(0, 1))
grid.newpage()
align_1
alignVertical(reference = align_1,
b1, b2, b3,
.position = "top")
align_2
alignVertical(reference = align_2,
b1, b2, b3,
.position = "center")
align_3
alignVertical(reference = align_3,
b1, b2, b3,
.position = "bottom")
Similarly to alignment we often want to spread our boxes within a
space so that we use all the available space in the
viewport
. This can be done through the
spreadHorizontal()
and spreadVertical()
. You
can both spread the entire span or only between a subspan that is
defined using the .to
and .from
arguments.
b1 <- boxGrob("B1",
y = .85,
x = 0.1,
bjust = c(0, 0))
b2 <- boxGrob("B2",
y = .65,
x = .6)
b3 <- boxGrob("B3",
y = .45,
x = .6)
b4 <- boxGrob("B4 with long\ndescription",
y = .7,
x = .8)
from <- boxGrob("from",
y = .25,
x = .05,
box_gp = gpar(fill = "darkgreen"),
txt_gp = gpar(col = "white"))
to <- boxGrob("to this wide box",
y = coords(from)$y,
x = .95,
bjust = "right",
box_gp = gpar(fill = "darkred"),
txt_gp = gpar(col = "white"))
txtOut <- function(txt, refBx) {
grid.text(txt,
x = unit(2, "mm"),
y = coords(refBx)$top + unit(2, "mm"),
just = c("left", "bottom"))
grid.lines(y = coords(refBx)$top + unit(1, "mm"),
gp = gpar(col = "grey"))
}
grid.newpage()
txtOut("Basic", b1)
alignVertical(reference = b1,
b1, b2, b3, b4,
.position = "top") %>%
spreadHorizontal()
txtOut("From-to", b2)
alignVertical(reference = b2,
b1, b2, b3, b4,
.position = "top") %>%
spreadHorizontal(.from = .2,
.to = .7)
txtOut("From-to with center and reverse the box order", b3)
alignVertical(reference = b3,
b1, b2, b3, b4,
.position = "top") %>%
spreadHorizontal(.from = .7,
.to = .2,
.type = "center")
txtOut("Between boxes", from)
from
to
alignVertical(reference = from,
b1, b2, b3, b4,
.position = "top") %>%
spreadHorizontal(.from = from,
.to = to)
# Now we switch the order and set the type to center the distance between the boxes
bottom_from <- moveBox(from, x = coords(to)$right, y = 0, just = c(1, 0))
bottom_to <- moveBox(to, x = coords(from)$left, y = 0, just = c(0, 0))
bottom_from
bottom_to
alignVertical(reference = bottom_from,
b1, b2, b3, b4,
.position = "bottom") %>%
spreadHorizontal(.from = bottom_from,
.to = bottom_to,
.type = "center")
Vertical spreading follows the same pattern:
b1 <- boxGrob("B1",
y = .8,
x = 0.1,
bjust = c(0, 0))
b2 <- boxGrob("B2 with long\ndescription",
y = .5,
x = .5)
b3 <- boxGrob("B3",
y = .2,
x = .8)
b4 <- boxGrob("B4",
y = .7,
x = .8)
txtOut <- function(txt, refBx) {
grid.text(txt,
x = coords(refBx)$left - unit(2, "mm"),
y = .5,
just = c("center", "bottom"),
rot = 90)
grid.lines(x = coords(refBx)$left - unit(1, "mm"),
gp = gpar(col = "grey"))
}
grid.newpage()
txtOut("Basic", b1)
alignHorizontal(reference = b1,
b1, b2, b3, b4,
.position = "left") %>%
spreadVertical()
txtOut("From-to", b2)
alignHorizontal(reference = b2,
b1, b2, b3, b4,
.position = "left") %>%
spreadVertical(.from = .2,
.to = .7)
txtOut("From-to with center and reverse the box order", b3)
alignHorizontal(reference = b3,
b1, b2, b3, b4,
.position = "left") %>%
spreadVertical(.from = .7,
.to = .2,
.type = "center")
It is possible to use the R expression
or the
bquote
functions to produce bold or italics text, or even
formulas.
A few pointers on expression
…
paste
. E.g. expression(paste(beta, "1"))
would
produce \(\beta1\)paste
when used in expression is more
like the normal behavior or paste0
(i.e. no separating
space)expression(beta)
will become \(\beta\) and expression(Gamma)
will become \(\Gamma\) (note the case,
not all Greek letters are available in upper case)expression(x^2)
and
subscripts via expression(x[2])
grid.newpage()
###############
# Expressions #
###############
# Font style
alignVertical(
reference = 1,
.position = "top",
boxGrob(expression(bold("Bold text"))),
boxGrob(expression(italic("Italics text"))),
boxGrob(expression(paste("Mixed: ", italic("Italics"), " and ", bold("bold"))))) %>%
spreadHorizontal
# Math
alignVertical(
reference = .5,
boxGrob(expression(paste("y = ", beta[0], " + ", beta[1], X[1], " + ", beta[2], X[2]^2))),
boxGrob(expression(sum(n, i == 1, x) %subset% " \u211D")),
boxGrob(expression(beta ~~ gamma ~~ Gamma))) %>%
spreadHorizontal
##########
# Quotes #
##########
a = 5
alignVertical(
reference = 0,
.position = "bottom",
bquote(alpha == theta[1] * .(a) + ldots) %>% boxGrob,
paste("argument", sQuote("x"), "\nmust be non-zero") %>% boxGrob) %>%
spreadHorizontal(.from = .2, .to = .8)
See the plotmath
help file for more details.
The grid
package is what makes R graphics great. All the
popular tools with awesome graphics use the grid
as the
back-end, e.g. ggplot2
and lattice
. When I
started working on the forestplot
package I first
encountered the grid
and it was instant love. In this
vignette I’ll show how you can use the flowchart-functions in this
package together with grid
in order to generate a
flowchart.
The grid package splits the plot into views. You can define a
viewport
and it will work as an isolated part of the plot,
ignorant of the world around it. You do this via
viewport()
, below I create a plot and add a rectangle to
it:
# Load the grid library
# part of standard R libraries so no need installing
library(grid)
# Create a new graph
grid.newpage()
pushViewport(viewport(width = .5, height = .8))
grid.rect(gp = gpar(fill = "#D8F0D1"))
popViewport()
Important to note is that the grid allows you to define precise units or relative units.
npc
- ranges from 0-1 where 1 is 100% of the
viewport
width.snpc
- similar to npc
but is the same
length in height/width.lines
- the height of a line. The go-to method if you
want to know the height of a few lines of text. It’s relative to the
viewport
’s fontsize
and
lineheight
.char
- the lines
without the
lineheight
part.Below we draw a line with relative units in two nested viewports.
Note that the to lines are generated from the exact same
grob
object but appear different depending on the
viewport
they are in:
grid.newpage()
pushViewport(viewport(width = .5, height = .8, clip = "on"))
grid.rect(gp = gpar(lty = 2, fill = "lightyellow"))
lg <- linesGrob(x = unit(c(.2, 1), "npc"),
y = unit(c(.2, 1), "npc"),
gp = gpar(lwd = 2))
grid.draw(lg)
pushViewport(viewport(x = 0, y = .6, just = "left", width = .4, height = .4, angle = 20))
grid.rect(gp = gpar(fill = "lightblue")) # A translucent box to indicate the new viewport
grid.draw(lg)
popViewport()
mm
- probably my go-to unit when I want something
absolute.inch
- if you prefer inches I guess this is the go-to
choice.Below we draw a line with absolute units in two nested
viewports
. Note that the lines have the exact same
length:
grid.newpage()
pushViewport(viewport(width = .5, height = .8, clip = "on"))
grid.rect(gp = gpar(lty = 2, fill = "lightyellow"))
lg <- linesGrob(x = unit(c(2, 10), "mm"),
y = unit(c(2, 10), "mm"),
gp = gpar(lwd = 2))
grid.draw(lg)
pushViewport(viewport(x = 0, y = .6, just = "left", width = .4, height = .4, angle = 20))
grid.rect(gp = gpar(fill = "lightblue")) # A translucent box to indicate the new viewport
grid.draw(lg)
popViewport()
If you find that your elements don’t look as expected make sure that
your not changing viewport
/device. While most coordinates
are relative some of them need to be fixed and therefore changing the
viewport
may impact where elements are rendered.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.