10.1 The function knitr::kable()

The kable() function in knitr is a very simple table generator, and is simple by design. It only generates tables for strictly rectangular data such as matrices and data frames. You cannot heavily format the table cells or merge cells. However, this function does have a large number of arguments for you to customize the appearance of tables:

kable(x, format, digits = getOption("digits"), row.names = NA,
  col.names = NA, align, caption = NULL, label = NULL,
  format.args = list(), escape = TRUE, ...)

10.1.1 Supported table formats

In most cases, knitr::kable(x) may be enough if you only need a simple table for the data object x. The format argument is automatically set according to the knitr source document format. Its possible values are pipe (tables with columns separated by pipes), simple (Pandoc’s simple tables), latex (LaTeX tables), html (HTML tables), and rst (reStructuredText tables). For R Markdown documents, kable() uses the pipe format for tables by default, which looks like this:

knitr::kable(head(mtcars[, 1:4]), "pipe")
|                  |  mpg| cyl| disp|  hp|
|:-----------------|----:|---:|----:|---:|
|Mazda RX4         | 21.0|   6|  160| 110|
|Mazda RX4 Wag     | 21.0|   6|  160| 110|
|Datsun 710        | 22.8|   4|  108|  93|
|Hornet 4 Drive    | 21.4|   6|  258| 110|
|Hornet Sportabout | 18.7|   8|  360| 175|
|Valiant           | 18.1|   6|  225| 105|

You can also generate simple tables, or tables in HTML, LaTeX, and reStructuredText:

knitr::kable(head(mtcars[, 1:4]), "simple")
                      mpg   cyl   disp    hp
------------------  -----  ----  -----  ----
Mazda RX4            21.0     6    160   110
Mazda RX4 Wag        21.0     6    160   110
Datsun 710           22.8     4    108    93
Hornet 4 Drive       21.4     6    258   110
Hornet Sportabout    18.7     8    360   175
Valiant              18.1     6    225   105
knitr::kable(mtcars[1:2, 1:2], "html")
<table>
 <thead>
  <tr>
   <th style="text-align:left;">   </th>
   <th style="text-align:right;"> mpg </th>
   <th style="text-align:right;"> cyl </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Mazda RX4 </td>
   <td style="text-align:right;"> 21 </td>
   <td style="text-align:right;"> 6 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mazda RX4 Wag </td>
   <td style="text-align:right;"> 21 </td>
   <td style="text-align:right;"> 6 </td>
  </tr>
</tbody>
</table>
knitr::kable(head(mtcars[, 1:4]), "latex")
\begin{tabular}{l|r|r|r|r}
\hline
  & mpg & cyl & disp & hp\\
\hline
Mazda RX4 & 21.0 & 6 & 160 & 110\\
\hline
Mazda RX4 Wag & 21.0 & 6 & 160 & 110\\
\hline
Datsun 710 & 22.8 & 4 & 108 & 93\\
\hline
Hornet 4 Drive & 21.4 & 6 & 258 & 110\\
\hline
Hornet Sportabout & 18.7 & 8 & 360 & 175\\
\hline
Valiant & 18.1 & 6 & 225 & 105\\
\hline
\end{tabular}
knitr::kable(head(mtcars[, 1:4]), "rst")
=================  ====  ===  ====  ===
\                   mpg  cyl  disp   hp
=================  ====  ===  ====  ===
Mazda RX4          21.0    6   160  110
Mazda RX4 Wag      21.0    6   160  110
Datsun 710         22.8    4   108   93
Hornet 4 Drive     21.4    6   258  110
Hornet Sportabout  18.7    8   360  175
Valiant            18.1    6   225  105
=================  ====  ===  ====  ===

Please note that only the formats pipe and simple are portable, i.e., they work for any output document format. Other table formats only work for specific output formats, e.g., format = 'latex' only works for LaTeX output documents. Using a specific table format will give you more control, at the price of sacrificing portability.

If you only need one table format that is not the default format for a document, you can set the global R option knitr.table.format, e.g.,

options(knitr.table.format = "latex")

This option can also be a function that returns the format string or NULL. In the case of NULL, knitr will try to automatically decide the appropriate format. For example, we can use the latex format only when the output format is LaTeX:

options(knitr.table.format = function() {
  if (knitr::is_latex_output())
    "latex" else "pipe"
})

10.1.2 Change column names

The names of columns in a data frame may not be the same as what we want to display to readers. In R, the column names of data often do not use spaces to separate words but dots or underscores instead. This may not feel natural when we read them in a table. We can use the col.names argument to replace the column names with a vector of new names. For example, we substitute the dots with spaces in the column names of the iris data:

iris2 <- head(iris)
knitr::kable(iris2, col.names = gsub("[.]", " ", names(iris)))
Sepal Length Sepal Width Petal Length Petal Width Species
5.1 3.5 1.4 0.2 setosa
4.9 3.0 1.4 0.2 setosa
4.7 3.2 1.3 0.2 setosa
4.6 3.1 1.5 0.2 setosa
5.0 3.6 1.4 0.2 setosa
5.4 3.9 1.7 0.4 setosa

The col.names argument can take an arbitrary character vector (not necessarily the modified column names via functions like gsub()), as long as the length of the vector is equal to the number of columns of the data object, e.g.,

knitr::kable(
  iris,
  col.names = c('We', 'Need', 'Five', 'Names', 'Here')
)

10.1.3 Specify column alignment

To change the alignment of the table columns, you can use either a vector of values consisting of characters l (left), c (center), and r (right) or a single multi-character string for alignment, so kable(..., align = c('c', 'l')) can be shortened to kable(..., align = 'cl'). By default, numeric columns are right-aligned, and other columns are left-aligned. Here is an example:

# left, center, center, right, right
knitr::kable(iris2, align = "lccrr")
Sepal.Length Sepal.Width Petal.Length Petal.Width Species
5.1 3.5 1.4 0.2 setosa
4.9 3.0 1.4 0.2 setosa
4.7 3.2 1.3 0.2 setosa
4.6 3.1 1.5 0.2 setosa
5.0 3.6 1.4 0.2 setosa
5.4 3.9 1.7 0.4 setosa

10.1.4 Add a table caption

You can add a caption to the table via the caption argument, e.g. (see Table 10.1 for the output),

knitr::kable(iris2, caption = "An example table caption.")
TABLE 10.1: An example table caption.
Sepal.Length Sepal.Width Petal.Length Petal.Width Species
5.1 3.5 1.4 0.2 setosa
4.9 3.0 1.4 0.2 setosa
4.7 3.2 1.3 0.2 setosa
4.6 3.1 1.5 0.2 setosa
5.0 3.6 1.4 0.2 setosa
5.4 3.9 1.7 0.4 setosa

As we mentioned in Section 4.7, a table can be cross-referenced when it has a caption and the output format is from bookdown.

10.1.5 Format numeric columns

You can set the maximum number of decimal places via the digits argument (which will be passed to the round() function), and other formatting arguments via format.args (to be passed to the format() function in base R). First we show a few simple examples of round() and format() so you will understand how the arguments work later in kable():

round(1.234567, 0)
## [1] 1
round(1.234567, digits = 1)
## [1] 1.2
round(1.234567, digits = 3)
## [1] 1.235
format(1000, scientific = TRUE)
## [1] "1e+03"
format(10000.123, big.mark = ",")
## [1] "10,000"

Then we round and format numbers in a table:

d <- cbind(X1 = runif(3), X2 = 10^c(3, 5, 7), X3 = rnorm(3,
  0, 1000))
# at most 4 decimal places
knitr::kable(d, digits = 4)
X1 X2 X3
0.0698 1e+03 -571.9407
0.7653 1e+05 -2161.6849
0.0049 1e+07 -1705.9400 
# round columns separately
knitr::kable(d, digits = c(5, 0, 2))
X1 X2 X3
0.06975 1e+03 -571.94
0.76528 1e+05 -2161.68
0.00491 1e+07 -1705.94 
# do not use the scientific notation
knitr::kable(d, digits = 3, format.args = list(scientific = FALSE))
X1 X2 X3
0.070 1000 -571.941
0.765 100000 -2161.685
0.005 10000000 -1705.940 
# add commas to big numbers
knitr::kable(d, digits = 3, format.args = list(big.mark = ",",
  scientific = FALSE))
X1 X2 X3
0.070 1,000 -571.941
0.765 100,000 -2,161.685
0.005 10,000,000 -1,705.940

10.1.6 Display missing values

By default, missing values (i.e., NA) are displayed as the character string NA in the table. You can replace them with other values or choose not to display anything (i.e., leave the NA cells empty) with the global R option knitr.kable.NA, e.g., we make NA cells empty in the second table and display ** in the third table below:

d[rbind(c(1, 1), c(2, 3), c(3, 2))] <- NA
knitr::kable(d)  # NA is displayed by default
X1 X2 X3
NA 1e+03 -571.9
0.7653 1e+05 NA
0.0049 NA -1705.9 
# replace NA with empty strings
opts <- options(knitr.kable.NA = "")
knitr::kable(d)
X1 X2 X3
1e+03 -571.9
0.7653 1e+05
0.0049 -1705.9 
options(knitr.kable.NA = "**")
knitr::kable(d)
X1 X2 X3
** 1e+03 -571.9
0.7653 1e+05 **
0.0049 ** -1705.9 
options(opts)  # restore global R options

10.1.7 Escape special characters

If you are familiar with HTML or LaTeX, you know that there are a few special characters in these languages. To generate safe output, kable() will escape these special characters by default via the argument escape = TRUE, which means all characters will be generated verbatim, and special characters lose their special meanings. For example, > will be substituted with &gt; for HTML tables, and _ will be escaped as \_ for LaTeX tables. If you are an expert and know how to use special characters properly, you may disable this argument via escape = FALSE. In the second table below, we include a few LaTeX math expressions that contain special characters $, \, and _:

m <- lm(dist ~ speed, data = cars)
d <- coef(summary(m))
knitr::kable(d)
Estimate Std. Error t value Pr(>|t|)
(Intercept) -17.579 6.7584 -2.601 0.0123
speed 3.932 0.4155 9.464 0.0000 
# add a few math expressions to row and column names
rownames(d) <- c("$\\beta_0$", "$\\beta_1$")
colnames(d)[4] <- "$P(T > |t|)$"
knitr::kable(d, escape = FALSE)
Estimate Std. Error t value \(P(T > &#124;t&#124;)\)
\(\beta_0\) -17.579 6.7584 -2.601 0.0123
\(\beta_1\) 3.932 0.4155 9.464 0.0000

Without escape = FALSE, special characters will either be escaped or substituted. For example, $ is escaped as \$, _ is escaped as \_, and \ is substituted with \textbackslash{}:

knitr::kable(d, format = "latex", escape = TRUE)
\begin{tabular}{l|r|r|r|r}
\hline
  & Estimate & Std. Error & t value & \$P(T > |t|)\$\\
\hline
\$\textbackslash{}beta\_0\$ & -17.579 & 6.7584 & -2.601 & 0.0123\\
\hline
\$\textbackslash{}beta\_1\$ & 3.932 & 0.4155 & 9.464 & 0.0000\\
\hline
\end{tabular}

Other common special LaTeX characters include #, %, &, {, and }. Common special HTML characters include &, <, >, and ". You need to be cautious when generating tables with escape = FALSE, and make sure you are using the special characters in the right way. It is a very common mistake to use escape = FALSE and include % or _ in column names or the caption of a LaTeX table without realizing that they are special.

If you are not sure how to properly escape special characters, there are two internal helper functions in knitr. Below are some examples:

knitr:::escape_latex(c("100%", "# a comment", "column_name"))
## [1] "100\\%"        "\\# a comment" "column\\_name"
knitr:::escape_html(c("<address>", "x = \"character\"",
  "a & b"))
## [1] "&lt;address&gt;"          
## [2] "x = &quot;character&quot;"
## [3] "a &amp; b"

10.1.8 Multiple tables side by side

You can pass a list of data frames or matrices to kable() to generate multiple tables side by side. For example, Table 10.2 contains two tables generated from the code below:

d1 <- head(cars, 3)
d2 <- head(mtcars[, 1:3], 5)
knitr::kable(
  list(d1, d2),
  caption = 'Two tables placed side by side.',
  booktabs = TRUE, valign = 't'
)
TABLE 10.2: Two tables placed side by side.
speed dist
4 2
4 10
7 4
mpg cyl disp
Mazda RX4 21.0 6 160
Mazda RX4 Wag 21.0 6 160
Datsun 710 22.8 4 108
Hornet 4 Drive 21.4 6 258
Hornet Sportabout 18.7 8 360

Please note that this feature only works for HTML and PDF output.

If you want to be able to customize each table individually when placing them side by side, you may use the kables() function (the plural form of kable()), and pass a list of kable() objects to it. For example, we change the column names in the left table and set the number of decimal places to zero in the right table in Table 10.3:

# data objects d1 and d2 are from the previous code chunk
knitr::kables(
  list(
    # the first kable() to change column names
    knitr::kable(
      d1, col.names = c('SPEED', 'DISTANCE'), valign = 't'
    ),
    # the second kable() to set the digits option
    knitr::kable(d2, digits = 0, valign = 't')
  ),
  caption = 'Two tables created by knitr::kables().'
)
TABLE 10.3: Two tables created by knitr::kables().
SPEED DISTANCE
4 2
4 10
7 4
mpg cyl disp
Mazda RX4 21 6 160
Mazda RX4 Wag 21 6 160
Datsun 710 23 4 108
Hornet 4 Drive 21 6 258
Hornet Sportabout 19 8 360

10.1.9 Generate multiple tables from a for-loop (*)

One common confusion about kable() is that it does not work inside for-loops. This problem is not specific to kable() but exists in many other packages, too. The reason is a little complicated. In case you are interested in the technicality, it is explained in the blog post “The Ghost Printer behind Top-level R Expressions.”

You may expect the following code chunk to generate three tables, but it will not:

```{r}
for (i in 1:3) {
  knitr::kable(head(iris))
}
```

You have to explicitly print the kable() results, and apply the chunk option results = 'asis', e.g.,

```{r, results='asis'}
for (i in 1:3) {
  print(knitr::kable(head(iris)))
}
```

In general, when you generate output from a for-loop, we recommend that you add a few line breaks (\n) or an HTML comment (<!-- -->) after each output element to clearly separate all output elements, e.g.,

```{r, results='asis'}
for (i in 1:3) {
  print(knitr::kable(head(iris), caption = 'A caption.'))
  cat('\n\n<!-- -->\n\n')
}
```

Without the separators, Pandoc may be fail to detect the individual elements. For example, when a plot is followed immediately by a table, the table will not be recognized:

![](logo.png)
                      mpg   cyl   disp    hp
------------------  -----  ----  -----  ----
Mazda RX4            21.0     6    160   110
Mazda RX4 Wag        21.0     6    160   110

But it will be if there is a clear separation like this (note that we added an empty line below the image):

![](logo.png)

                      mpg   cyl   disp    hp
------------------  -----  ----  -----  ----
Mazda RX4            21.0     6    160   110
Mazda RX4 Wag        21.0     6    160   110

or

![](logo.png)

<!-- -->

                      mpg   cyl   disp    hp
------------------  -----  ----  -----  ----
Mazda RX4            21.0     6    160   110
Mazda RX4 Wag        21.0     6    160   110

10.1.10 Customize LaTeX tables (*)

If the only output format you need is LaTeX, there are a few extra options you can use in kable(). Note that these options will be ignored in other types of output such as HTML. Unless you have set the table format option globally (see Section 10.1.1), you will have to use the format argument of kable() explicitly in the examples of this section, e.g.,

knitr::kable(iris2, format = "latex", booktabs = TRUE)

When you assign a caption to a table (see Section 10.1.4), kable() will use the table environment to include the table, i.e.,

\begin{table}
% the table body (usually the tabular environment)
\end{table}

You can change this environment via the table.envir argument, e.g.,

knitr::kable(cars[1:2, ], format = "latex", table.envir = "figure")
\begin{figure}
\begin{tabular}{r|r}
\hline
speed & dist\\
\hline
4 & 2\\
\hline
4 & 10\\
\hline
\end{tabular}
\end{figure}

The floating position of the table is controlled by the argument position. For example, we can try to force a table to float to the bottom of a page via position = "!b":

knitr::kable(cars[1:2, ], format = "latex", table.envir = "table",
  position = "!b")
\begin{table}[!b]
\begin{tabular}{r|r}
\hline
speed & dist\\
\hline
4 & 2\\
\hline
4 & 10\\
\hline
\end{tabular}
\end{table}

When a table has a caption, you can also assign a short caption to it via the caption.short argument, e.g.,

knitr::kable(iris2, caption = "A long long long caption!",
  caption.short = "A short one.")

The short caption goes into the square brackets of the \caption[]{} command in LaTeX, and is often used in the List of Tables of the PDF output document (if the short caption is not provided, the full caption is displayed there).

If you are familiar with the LaTeX package booktabs for publication-quality tables, you can set booktabs = TRUE, e.g.,

iris3 <- head(iris, 10)
knitr::kable(iris3, format = "latex", booktabs = TRUE)
\begin{tabular}{rrrrl}
\toprule
Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\
\midrule
5.1 & 3.5 & 1.4 & 0.2 & setosa\\
4.9 & 3.0 & 1.4 & 0.2 & setosa\\
4.7 & 3.2 & 1.3 & 0.2 & setosa\\
4.6 & 3.1 & 1.5 & 0.2 & setosa\\
5.0 & 3.6 & 1.4 & 0.2 & setosa\\
\addlinespace
5.4 & 3.9 & 1.7 & 0.4 & setosa\\
4.6 & 3.4 & 1.4 & 0.3 & setosa\\
5.0 & 3.4 & 1.5 & 0.2 & setosa\\
4.4 & 2.9 & 1.4 & 0.2 & setosa\\
4.9 & 3.1 & 1.5 & 0.1 & setosa\\
\bottomrule
\end{tabular}

Please note that when you need additional LaTeX packages such as booktabs for an R Markdown document, you have to declare these packages in YAML (see Section 6.4 for how).

Depending on whether the argument booktabs is TRUE or FALSE (default), the table appearance is different. For booktabs = FALSE:

  • Table columns are separated by vertical lines. You can explicitly remove the vertical lines via the vline argument, e.g., knitr::kable(iris, vline = "") (the default is vline = "|"). You can set this option as a global R option so you do not need to set it for every single table, e.g., options(knitr.table.vline = "").

  • The horizontal lines can be defined via arguments toprule, midrule, linesep, and bottomrule. Their default values are all \hline.

For booktabs = TRUE:

  • There are no vertical lines in the table, but you can add these lines via the vline argument.

  • The table only has horizontal lines for the table header and the bottom row. The default argument values are toprule = "\\toprule", midrule = "\\midrule", and bottomrule = "\\bottomrule". A line space is added to every five rows by default. This is controlled by the argument linesep, which defaults to c("", "", "", "", "\\addlinespace"). If you want to add a space to every three rows, you can do this:

    knitr::kable(iris3, format = "latex", linesep = c("", "",
  "\\addlinespace"), booktabs = TRUE)
    \begin{tabular}{rrrrl}
\toprule
Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\
\midrule
5.1 & 3.5 & 1.4 & 0.2 & setosa\\
4.9 & 3.0 & 1.4 & 0.2 & setosa\\
4.7 & 3.2 & 1.3 & 0.2 & setosa\\
\addlinespace
4.6 & 3.1 & 1.5 & 0.2 & setosa\\
5.0 & 3.6 & 1.4 & 0.2 & setosa\\
5.4 & 3.9 & 1.7 & 0.4 & setosa\\
\addlinespace
4.6 & 3.4 & 1.4 & 0.3 & setosa\\
5.0 & 3.4 & 1.5 & 0.2 & setosa\\
4.4 & 2.9 & 1.4 & 0.2 & setosa\\
\addlinespace
4.9 & 3.1 & 1.5 & 0.1 & setosa\\
\bottomrule
\end{tabular}

    If you want to remove the line spaces altogether, you may use linesep = ''.

Sometimes your table may be longer than a page. In this case, you can use the argument longtable = TRUE, which uses the LaTeX package longtable to span your table to multiple pages.

Tables are center-aligned by default when they are included in a table environment (i.e., when the table has a caption). If you do not want to center a table, use the argument centering = FALSE.

10.1.11 Customize HTML tables (*)

If you want to customize tables generated via knitr::kable(format = "html"), there is only one extra argument besides the common arguments mentioned in previous sections: table.attr. This argument allows you to add arbitrary attributes to the <table> tag. For example:

knitr::kable(mtcars[1:2, 1:2], table.attr = "class=\"striped\"",
  format = "html")
<table class="striped">
 <thead>
  <tr>
   <th style="text-align:left;">   </th>
   <th style="text-align:right;"> mpg </th>
   <th style="text-align:right;"> cyl </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Mazda RX4 </td>
   <td style="text-align:right;"> 21 </td>
   <td style="text-align:right;"> 6 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mazda RX4 Wag </td>
   <td style="text-align:right;"> 21 </td>
   <td style="text-align:right;"> 6 </td>
  </tr>
</tbody>
</table>

We added a class striped to the table. However, a class name is not enough to change the appearance of a table. You have to define CSS rules for the class. For example, to make a striped table that has different colors for odd and even rows, you can add a light gray background to even or odd rows:

.striped tr:nth-child(even) { background: #eee; }

The above CSS rule means all rows (i.e., the <tr> tags) with even row numbers (:nth-child(even)) that are children of an element with the striped class will have a background color #eee.

A little bit of CSS can make a plain HTML table look decent. Figure 10.1 is a screenshot of an HTML table to which the following CSS rules are applied:

table {
  margin: auto;
  border-top: 1px solid #666;
  border-bottom: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
A striped table created with HTML and CSS.

FIGURE 10.1: A striped table created with HTML and CSS.