280 lines
10 KiB
Plaintext
280 lines
10 KiB
Plaintext
---
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title: "Displaying tables as grid graphics"
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author: "Baptiste Auguie"
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date: '`r Sys.Date()`'
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vignette: >
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%\VignetteEngine{knitr::rmarkdown}
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%\VignetteIndexEntry{tableGrob: displaying tables as grid graphics}
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output:
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knitr:::html_vignette:
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toc: yes
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---
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```{r setup, echo=FALSE, results='hide'}
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library(knitr)
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opts_chunk$set(message=FALSE, fig.width=4, fig.height=2)
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```
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Tabular data is usually formatted outside the graphics device, e.g via LaTeX, or html tables. However, in some cases it may be convenient to display *small* tables alongside graphics. A couple of packages offer this possibility with base graphics (`plotrix` for instance); the `gridExtra` provides the pair of `tableGrob/grid.table` functions for this purpose.
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*Note:* This vignette uses the development version of `gridExtra`, some features may not be yet available in the released version.
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## Basic usage
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```{r basic}
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library(gridExtra)
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library(grid)
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d <- head(iris[,1:3])
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grid.table(d)
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```
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## Spacing
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The spacing of each row/column is automatic, and will adjust to bigger cell contents. Plotmath notation may be used, with the `parse=TRUE` argument. Note that this is applied to individual strings of text, and reverts to standard text if parsing fails (this is useful when mixing multiline text with plotmath in different cells).
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```{r annotations, fig.height=3}
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d[2,3] <- "this is very wwwwwide"
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d[1,2] <- "this\nis\ntall"
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colnames(d) <- c("alpha*integral(xdx,a,infinity)",
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"this text\nis high", 'alpha/beta')
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tt <- ttheme_default(colhead=list(fg_params = list(parse=TRUE)))
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grid.table(d, theme=tt)
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```
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## Aesthetic formatting
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The formatting is controlled by *themes*, which are nested lists of graphical parameters. See `ttheme_default` and `ttheme_minimal` for two built-in examples. Changing a few parameters at a time amounts to modifying the list with the new values.
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```{r theme, fig.width=8}
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tt1 <- ttheme_default()
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tt2 <- ttheme_minimal()
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tt3 <- ttheme_minimal(
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core=list(bg_params = list(fill = blues9[1:4], col=NA),
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fg_params=list(fontface=3)),
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colhead=list(fg_params=list(col="navyblue", fontface=4L)),
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rowhead=list(fg_params=list(col="orange", fontface=3L)))
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grid.arrange(
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tableGrob(iris[1:4, 1:2], theme=tt1),
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tableGrob(iris[1:4, 1:2], theme=tt2),
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tableGrob(iris[1:4, 1:2], theme=tt3),
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nrow=1)
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```
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If the formatting values are fewer than the number of cells, they are recycled along columns,
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```{r recycling}
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t1 <- ttheme_default(core=list(
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fg_params=list(fontface=c(rep("plain", 4), "bold.italic")),
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bg_params = list(fill=c(rep(c("grey95", "grey90"),
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length.out=4), "#6BAED6"),
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alpha = rep(c(1,0.5), each=5))
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))
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grid.table(iris[1:5, 1:3], theme = t1)
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```
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## Text justification
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The text labels can be justified; the default is "centre" for the core and header, and "right" for the row names. These settings can be adjusted by passing the relevant parameters of `textGrob` via the theme nested lists,
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```{r justify, fig.width=8}
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tt1 <- ttheme_default()
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tt2 <- ttheme_default(core=list(fg_params=list(hjust=1, x=0.9)),
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rowhead=list(fg_params=list(hjust=1, x=0.95)))
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tt3 <- ttheme_default(core=list(fg_params=list(hjust=0, x=0.1)),
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rowhead=list(fg_params=list(hjust=0, x=0)))
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grid.arrange(
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tableGrob(mtcars[1:4, 1:2], theme=tt1),
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tableGrob(mtcars[1:4, 1:2], theme=tt2),
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tableGrob(mtcars[1:4, 1:2], theme=tt3),
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nrow=1)
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```
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## Further gtable processing and integration
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Being based on `gtable`, the table can be further processed. In particular, we may edit the cell sizes to align with other content on the page.
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```{r sizes, fig.width=8}
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g <- g2 <- tableGrob(iris[1:4, 1:3], cols = NULL, rows=NULL)
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g2$widths <- unit(rep(1/ncol(g2), ncol(g2)), "npc")
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grid.arrange(rectGrob(), rectGrob(), nrow=1)
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grid.arrange(g, g2, nrow=1, newpage = FALSE)
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```
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The alignment of several tables can be achieved with the `combine` function (adapted from `gtable:::join`),
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```{r align, fig.width=6, fig.height=3}
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d1 <- PlantGrowth[1:3,1, drop=FALSE]
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d2 <- PlantGrowth[1:2,1:2]
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g1 <- tableGrob(d1)
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g2 <- tableGrob(d2)
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haligned <- gtable_combine(g1,g2, along=1)
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valigned <- gtable_combine(g1,g2, along=2)
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grid.newpage()
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grid.arrange(haligned, valigned, ncol=2)
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```
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### Borders and separators
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Other grobs such as separating lines and rectangles (borders, boxes) may be added. In this case, keep in mind that row, column and cell numbering includes the column of row labels and the row of column labels *if they are present.* Let us illustrate this by adding some borders (using `rectGrob`) to a simple table without row numbers. We'll add two actually, to give a nice effect of a heavy line under the row of column headers.
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```{r numberingDemo1}
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library(gtable)
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g <- tableGrob(iris[1:4, 1:3], rows = NULL)
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g <- gtable_add_grob(g,
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grobs = rectGrob(gp = gpar(fill = NA, lwd = 2)),
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t = 2, b = nrow(g), l = 1, r = ncol(g))
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g <- gtable_add_grob(g,
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grobs = rectGrob(gp = gpar(fill = NA, lwd = 2)),
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t = 1, l = 1, r = ncol(g))
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grid.draw(g)
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```
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Note that when using `rectGrob` the top, bottom, left and right arguments (`t, b, l, r`) are the rows and columns which will be *inside* the rectangle. If we repeat the above code almost exactly, but don't suppress the column of row labels, we see that column 1 is now the column of row labels (and it doesn't look that good either, but that's not our point).
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```{r numberingDemo2}
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g <- tableGrob(iris[1:4, 1:3])
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g <- gtable_add_grob(g,
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grobs = rectGrob(gp = gpar(fill = NA, lwd = 2)),
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t = 2, b = nrow(g), l = 1, r = ncol(g))
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g <- gtable_add_grob(g,
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grobs = rectGrob(gp = gpar(fill = NA, lwd = 2)),
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t = 1, l = 1, r = ncol(g))
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grid.draw(g)
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```
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When adding line segments to separate rows and columns using `segmentsGrob`, the row and column numbering scheme is the same (it includes any row or column labels). When working with line segments, you should keep in mind the default coordinate values for `segmentsGrob`. They are x0 = 0, y0 = 0, x1 = 1, y1 = 1, all in npc, relative to the cell(s) you are modifying, with the lower left corner being 0,0. For clarity, we show all the arguments in these examples. With this in mind, to add a line across the bottom of a single cell, use:
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```{r segments1 }
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g <- tableGrob(iris[1:4, 1:3])
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g <- gtable_add_grob(g,
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grobs = segmentsGrob( # line across the bottom
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x0 = unit(0,"npc"),
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y0 = unit(0,"npc"),
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x1 = unit(1,"npc"),
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y1 = unit(0,"npc"),
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gp = gpar(lwd = 2.0)),
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t = 3, b = 3, l = 3, r = 3)
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grid.draw(g)
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```
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and to add a line to the left side:
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```{r segments2 }
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g <- tableGrob(iris[1:4, 1:3])
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g <- gtable_add_grob(g,
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grobs = segmentsGrob( # line across the bottom
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x0 = unit(0,"npc"),
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y0 = unit(0,"npc"),
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x1 = unit(0,"npc"),
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y1 = unit(1,"npc"),
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gp = gpar(lwd = 2.0)),
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t = 3, b = 3, l = 3, r = 3)
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grid.draw(g)
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```
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Perhaps you'd like to cross out a cell. This can be done with two diagonal lines combined via a `grobTree`:
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```{r segments3}
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g <- tableGrob(iris[1:4, 1:3])
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g <- gtable_add_grob(g,
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grobs = grobTree(
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segmentsGrob( # diagonal line ul -> lr
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x0 = unit(0,"npc"),
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y0 = unit(1,"npc"),
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x1 = unit(1,"npc"),
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y1 = unit(0,"npc"),
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gp = gpar(lwd = 2.0)),
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segmentsGrob( # diagonal line ll -> ur
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x0 = unit(0,"npc"),
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y0 = unit(0,"npc"),
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x1 = unit(1,"npc"),
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y1 = unit(1,"npc"),
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gp = gpar(lwd = 2.0))),
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t = 3, b = 3, l = 3, r = 3)
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grid.draw(g)
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```
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If you have many cells to decorate you can use `replicate` to create create the segments. Just keep the `tableGrob` numbering scheme in mind.
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```{r separators, fig.width=8}
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g <- tableGrob(head(iris), theme = ttheme_minimal())
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separators <- replicate(ncol(g) - 2,
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segmentsGrob(x1 = unit(0, "npc"), gp=gpar(lty=2)),
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simplify=FALSE)
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## add vertical lines on the left side of columns (after 2nd)
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g <- gtable::gtable_add_grob(g, grobs = separators,
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t = 2, b = nrow(g), l = seq_len(ncol(g)-2)+2)
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grid.draw(g)
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```
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### Accessing existing grobs in the table
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We may also access and modify the original content of individual cells, e.g. to highlight a value.
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```{r highlight}
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g <- tableGrob(iris[1:4, 1:3])
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find_cell <- function(table, row, col, name="core-fg"){
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l <- table$layout
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which(l$t==row & l$l==col & l$name==name)
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}
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ind <- find_cell(g, 3, 2, "core-fg")
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ind2 <- find_cell(g, 2, 3, "core-bg")
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g$grobs[ind][[1]][["gp"]] <- gpar(fontsize=15, fontface="bold")
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g$grobs[ind2][[1]][["gp"]] <- gpar(fill="darkolivegreen1", col = "darkolivegreen4", lwd=5)
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grid.draw(g)
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```
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## Faster tables: an alternative grid function
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The `tableGrob` function can be very slow; unfortunately this is the price to pay for its versatility and easier implementation. We use individual `textGrob` and `rectGrob` elements for each cell, instead of relying on the vectorised implementation of these functions. The reason is practical: it is much easier to place, measure, and customise individual grobs, than modify the graphical parameters and positions of a single vectorised grob. An alternative function is presented below, using this vectorised approach, but lacking many of the customisations of `tableGrob`.
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```{r ftable, fig.width=6}
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grid.ftable <- function(d, padding = unit(4, "mm"), ...) {
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nc <- ncol(d)
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nr <- nrow(d)
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## character table with added row and column names
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extended_matrix <- cbind(c("", rownames(d)),
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rbind(colnames(d),
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as.matrix(d)))
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## string width and height
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w <- apply(extended_matrix, 2, strwidth, "inch")
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h <- apply(extended_matrix, 2, strheight, "inch")
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widths <- apply(w, 2, max)
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heights <- apply(h, 1, max)
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padding <- convertUnit(padding, unitTo = "in", valueOnly = TRUE)
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x <- cumsum(widths + padding) - 0.5 * padding
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y <- cumsum(heights + padding) - padding
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rg <- rectGrob(x = unit(x - widths/2, "in"),
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y = unit(1, "npc") - unit(rep(y, each = nc + 1), "in"),
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width = unit(widths + padding, "in"),
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height = unit(heights + padding, "in"))
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tg <- textGrob(c(t(extended_matrix)), x = unit(x - widths/2, "in"),
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y = unit(1, "npc") - unit(rep(y, each = nc + 1), "in"),
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just = "center")
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g <- gTree(children = gList(rg, tg), ...,
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x = x, y = y, widths = widths, heights = heights)
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grid.draw(g)
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invisible(g)
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}
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grid.newpage()
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grid.ftable(head(iris, 4), gp = gpar(fill = rep(c("grey90", "grey95"), each = 6)))
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```
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