CODEWITHSUNDEEP
rggplot2geom-tile
YASEM
YASEM

Reputation: 49

How to remove empty spaces between tiles in geom_tile and change tile size

I have a df with the following structure:

    id   col1  col2  col3
#1  A     1     3     3
#2  B     2     2     3
#3  C     1     2     3
#4  D     3     1     1

I wanted to create a "heatmap-like" figure where col1-col3 are treated as a factor variable (with five levels 1-5, not all shown here) and depending on their value they receive a different color. I've gotten relatively far with the following code:

df <- melt(df, id.vars="id")
p <- ggplot(df, aes(x=variable, y=id, label=value, fill=as.factor(value))) + 
  geom_tile(colour="white", alpha=0.2, aes(width=0.4)) +
  scale_fill_manual(values=c("yellow", "orange", "red", "green", "grey")) +
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
  labs(x = "Value", y="id") +
  scale_x_discrete(expand=c(0,0))+
  scale_y_discrete(expand=c(0,0))

However, for some reason my tiles have large grey empty spaces between them on the x-axis (i.e. between each factor level). The output image looks something like this Example "tile_plot"

Additionally, I have these thin white lines in the middle of each tile that
So what I'd like to do is: 1- change the tile size and shape (would like it to be a square & smaller than now) 2- remove white line in the middle of tile.

Thank you!

Upvotes: 4

Views: 4108

Answers (2)

chemdork123
chemdork123

Reputation: 13883

OP. I noticed that in your response to another answer, you've refined your question a bit. I would recommend you edit your original question to reflect some of what you were looking to do, but here's the overall picture to summarize what you wanted to know:

  • How to remove the gray space between tiles
  • How to make the tiles smaller
  • How to make the tiles more square

Here's how to address each one in turn.

How to remove gray space between tiles

This was already answered in a comment and in the other answer from @dy_by. The tile geom has the attribute width which determines how big the tile is relative to the coordinate system, where width=1 means the tiles "touch" one another. This part is important, because the size of the tile is different than the size of the tile relative to the coordinate system. If you set width=0.4, then the size of the tile is set to take up 40% of the area between one discrete value in x and y. This means, if you have any value other than width=1, then you will have "space" between the tiles.

How to make the tiles square

The tile geom draws a square tile, so the reason that your tiles are not square in the output has nothing to do with the geom - it has to do with your coordinate system and the graphics device drawing it in your program. By default, ggplot2 will draw your coordinate system in an aspect ratio to match that of your graphics device. Change the size of the device viewport (the window), and the aspect ratio of your coordinate system (and tiles) will change. There is an easy way to fix this to be "square", which is to use coord_fixed(). You can set any aspect ratio you want, but by default, it will be set to 1 (square).

How to make the tiles smaller

Again, the size of your tiles is not controlled by the geom_tile() function... or the coordinate system. It's controlled by the viewport you set in your graphics device. Note that the coordinate system and geoms will resize, but the text will remain constant. This means that if you scale down a viewport or window, your tiles will become smaller, but the size of the text will (relatively-speaking) seem larger. Try this out by calling ggsave() with different arguments for width= with your plot.

Putting it together

Therefore, here's my suggestion for how to change your code to fix all of that. Note I'm also suggesting you change the theme to theme_classic() or something similar, which removes the gridlines by default and the background color is set to white. It works well for tile maps like this.

p <- ggplot(df, aes(x=variable, y=id, label=value, fill=as.factor(value))) + 
  geom_tile(colour="white", alpha=0.2, width=1) +
  scale_fill_manual(values=c("yellow", "orange", "red", "green", "grey")) +
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
  labs(x = "Value", y="id") +
  scale_x_discrete(expand=c(0,0))+
  scale_y_discrete(expand=c(0,0)) +
  coord_fixed() +
  theme_classic()
p

Now for saving that plot with different width= settings to show you how things change for sizing. You don't have to specify height=, since the aspect ratio is fixed at 1.

ggsave("example_big.png", plot=p, width=12)

enter image description here

ggsave("example_small.png", plot=p, width=3)

enter image description here

Upvotes: 9

dy_by
dy_by

Reputation: 1241

gaps between tiles: change width=0.4 to width=1 or remove it.

white lines between tiles: they come from parameter colour="white" - remove it if you want

lines on tiles are backround lines, couse transparency parameter alpha=0.2 - change it to higher value or remove lines by + theme(panel.grid.major = element_blank()) at the end

summary:

ggplot(df, aes(x=variable, y=id, label=value, fill=as.factor(value))) + 
  geom_tile(alpha=0.2) +
  scale_fill_manual(values=c("yellow", "orange", "red", "green", "grey")) +
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
  labs(x = "Value", y="id") +
  scale_x_discrete(expand=c(0,0))+
  scale_y_discrete(expand=c(0,0))+
  theme(panel.grid.major = element_blank())

Upvotes: 2

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