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Is it possible to draw diagrams in R?

Tags:

r

ggplot2

diagram

I was wondering if there is any package in R that could use x, y coordinates and shape sizes to draw something like this:

enter image description here

I have the coordinates of vehicles' front centers and their sizes (length and width).

Edit

This is what the original data set looks like:

> head(df)
  Vehicle.ID Frame.ID Global.X Global.Y Vehicle.Length Vehicle.width Lane Preceding.Vehicle.ID Following.Vehicle.ID Spacing Headway
1          2       43  6451214  1873261           14.5           4.9    2                    0                   13       0       0
2          2       44  6451217  1873258           14.5           4.9    2                    0                   13       0       0
3          2       45  6451220  1873256           14.5           4.9    2                    0                   13       0       0
4          2       46  6451223  1873253           14.5           4.9    2                    0                   13       0       0
5          2       47  6451225  1873250           14.5           4.9    2                    0                   13       0       0
6          2       48  6451228  1873247           14.5           4.9    2                    0                   13       0       0

For any given frame, I want to visualize the gaps, e.g., for frame no. 500:

ff <- subset(df, Frame.ID==500)
qplot(x=Global.X, y=Global.Y, data=ff)

enter image description here

All these dots are the front center coordinates of vehicles. I don't know how to display the length and width of each vehicle and label the gap values.

like image 712
umair durrani Avatar asked Mar 03 '14 22:03

umair durrani


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1 Answers

So, I don't advocate you rely on ggplot to do this as most likely some of the other suggested solutions are better, but this problem got me interested as I've been meaning to dig into the guts of ggplot for a while. This is what I managed to come up with:

ggplot(df, aes(x=x, y=y, length=length, width=width, fill=label)) +
  geom_hline(yintercept=seq(5, 35, by=10), color="white", size=2, linetype=2) +
  geom_car() +
  coord_equal() +
  theme(panel.background = element_rect(fill="#555555"), 
    panel.grid.major = element_blank(),
    panel.grid.minor = element_blank())

enter image description here

You can also add arrows with geom_segment or explicit labels with geom_text, but we leave that as an exercise for the reader.

Now, for this to work, we had to create geom_car, though if you don't require detailed pictures, you could just use geom_rect. Here is geom_car (note: also now available as part of the ggbg package):

# Generate a car 'grob' using a baseline PNG

car.raster <- png::readPNG("~/Downloads/car2.png")

# The `grid` grob actually responsible for rendering our car, 
# combines our transparent car elements with a background rectangle
# for color/fill.

carGrob <- function(x, y, length, width, gp) {
  grid::grobTree(
    grid::rectGrob(
      x, y, hjust=.5, height=width, width=length,
      gp = gp
    ),
    grid::rasterGrob(
      car.raster, x=x, y=y, hjust=.5, height=width, width=length
) ) }
# The `ggproto` object that maps our data to the `grid` grobs

GeomCar <- ggplot2::ggproto("GeomCar", ggplot2::Geom,
  # Generate grobs from the data, we have to reconvert length/width so
  # that the transformations persist

  draw_panel=function(self, data, panel_params, coords) {
    with(
      coords$transform(data, panel_params),
      carGrob(
        x, y, length=xmax-xmin, width=ymax-ymin,
        gp=grid::gpar(
          col = colour, fill = alpha(fill, alpha),
          lwd = size * .pt, lty = linetype, lineend = "butt"
  ) ) ) },
  # Convert data to coordinates that will get transformed (length/width don't
  # normally).

  setup_data=function(self, data, params) {
    transform(data,
      xmin = x - length / 2, xmax = x + length / 2,
      ymin = y - width / 2, ymax = y + width / 2
  ) },
  # Required and default aesthetics

  required_aes=c("x", "y", "length", "width"),
  default_aes = aes(
    colour = NA, fill = "grey35", size = 0.5, linetype = 1, alpha = NA
  ),
  # Use the car grob in the legend

  draw_key = function(data, params, size) {
    with(
      data,
      carGrob(
        0.5, 0.5, length=.75, width=.5,
        gp = grid::gpar(
          col = colour, fill = alpha(fill, alpha),
          lwd = size * .pt, lty = linetype, lineend = "butt"
  ) ) ) }
)
# External interface

geom_car <- function(
  mapping=NULL, data=NULL, ..., inherit.aes=TRUE, show.legend=NA
) {
  layer(
    data=data, mapping=mapping, geom=GeomCar, position="identity",
    stat="identity", show.legend = show.legend, inherit.aes = inherit.aes,
    params=list(...)
  )
}

The car:

enter image description here

The data:

df <- read.table(h=T, t="vehicle  x y   length  width   label
1   150 10  14  5   other
2   180 8   12  5   other
3   220 10  18  5   other
4   145 20  15  5   target
5   250 18  14  5   other
6   160 30  13  5   autonomous
7   200 33  15  5   other
8   240 31  22  5   other
")
like image 124
BrodieG Avatar answered Sep 28 '22 08:09

BrodieG