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Hao Zhu6a076462017-03-01 12:59:01 -05001---
2title: "Create Awesome LaTeX Table with knitr::kable and kableExtra"
3author: "Hao Zhu"
4date: "`r Sys.Date()`"
5output:
6 pdf_document:
7 toc: true
8 toc_depth: 2
Hao Zhu014d6212017-08-07 04:20:23 +08009header-includes:
10 - \usepackage{booktabs}
11 - \usepackage{longtable}
12 - \usepackage{array}
13 - \usepackage{multirow}
Hao Zhu014d6212017-08-07 04:20:23 +080014 - \usepackage{wrapfig}
Hao Zhu245931c2017-09-01 22:43:56 -040015 - \usepackage{float}
Hao Zhu65216052017-09-04 13:01:29 -040016 - \usepackage{colortbl}
17 - \usepackage{pdflscape}
18 - \usepackage{tabu}
19 - \usepackage{threeparttable}
Hao Zhu5e4dd502018-04-05 12:01:58 -040020 - \usepackage{threeparttablex}
Hao Zhuef0c8302018-01-12 13:30:20 -050021 - \usepackage[normalem]{ulem}
Hao Zhu5e4dd502018-04-05 12:01:58 -040022 - \usepackage{makecell}
Hao Zhuf1873a42019-01-07 15:57:01 -050023 - \usepackage{xcolor}
Hao Zhu014d6212017-08-07 04:20:23 +080024vignette: >
25 %\VignetteIndexEntry{Create Awesome PDF Table with knitr::kable and kableExtra}
26 %\VignetteEngine{knitr::rmarkdown}
27 %\VignetteEncoding{UTF-8}
Hao Zhu6a076462017-03-01 12:59:01 -050028---
29
Hao Zhu6a1cbb52017-10-24 15:54:50 -040030\clearpage
31
Hao Zhue1be9602017-08-17 15:44:31 -040032> Please see the package [documentation site](http://haozhu233.github.io/kableExtra) for how to use this package in HTML and more.
Hao Zhu014d6212017-08-07 04:20:23 +080033
Hao Zhu6a076462017-03-01 12:59:01 -050034# Overview
Hao Zhudda2f722018-05-21 00:38:11 -040035\begin{wrapfigure}{r}{0.2\textwidth}\centering
36 \includegraphics{kableExtra_sm.png}
37\end{wrapfigure}
Hao Zhu6107f372018-05-21 00:23:26 -040038The goal of `kableExtra` is to help you build common complex tables and manipulate table styles. It imports the pipe `%>%` symbol from `magrittr` and verbalizes all the functions, so basically you can add "layers" to a kable output in a way that is similar with `ggplot2` and `plotly`.
Hao Zhu6a076462017-03-01 12:59:01 -050039
Hao Zhue305aa02018-08-23 08:35:50 -040040To learn how to generate complex tables in HTML, please visit [http://haozhu233.github.io/kableExtra/awesome_table_in_html.html](http://haozhu233.github.io/kableExtra/awesome_table_in_html.html).
Hao Zhu0a0e8332017-08-03 13:21:29 -040041
Hao Zhu6a076462017-03-01 12:59:01 -050042# Installation
Hao Zhu6a076462017-03-01 12:59:01 -050043```r
Hao Zhu74eb6ad2017-03-04 09:32:37 -050044install.packages("kableExtra")
45
Hao Zhu6a076462017-03-01 12:59:01 -050046# For dev version
Hao Zhuf9aa4c42017-05-22 15:53:35 -040047# install.packages("devtools")
Hao Zhu6a076462017-03-01 12:59:01 -050048devtools::install_github("haozhu233/kableExtra")
49```
Hao Zhuf9aa4c42017-05-22 15:53:35 -040050
Hao Zhu6a076462017-03-01 12:59:01 -050051# Getting Started
52Here we are using the first few columns and rows from dataset `mtcars`
Hao Zhu7039ecf2019-01-06 17:51:21 -050053```{r, echo = F}
54options(kableExtra.latex.load_packages = F)
55```
56
Hao Zhu6a076462017-03-01 12:59:01 -050057```{r}
58library(knitr)
59library(kableExtra)
60dt <- mtcars[1:5, 1:6]
61```
62
Hao Zhu6107f372018-05-21 00:23:26 -040063When you are using `kable()`, if you don't specify `format`, by default it will generate a markdown table and let pandoc handle the conversion from markdown to HTML/PDF. This is the most favorable approach to render most simple tables as it is format independent. If you switch from HTML to pdf, you basically don't need to change anything in your code. However, markdown doesn't support complex table. For example, if you want to have a double-row header table, markdown just cannot provide you the functionality you need. As a result, when you have such a need, you should **define `format` in `kable()`** as either "html" or "latex". *You can also define a global option at the beginning using `options(knitr.table.format = "latex")` so you don't repeat the step every time.* **In this tutorial, I’ll still put format="latex" in the function in
64case users just want to quickly replicate the results. In practice, you don't need to define those formats.**
65
66**Starting from `kableExtra` 0.9.0**, when you load this package (`library(kableExtra)`), `r text_spec("it will automatically set up the global option 'knitr.table.format' based on your current environment", bold = T, color = "red")`. Unless you are rendering a PDF, `kableExtra` will try to render a HTML table for you. **You no longer need to manually set either the global option or the `format` option in each `kable()` function**. I'm still including the explanation above here in this vignette so you can understand what is going on behind the scene. Note that this is only an global option. You can manually set any format in `kable()` whenever you want. I just hope you can enjoy a peace of mind in most of your time.
67
68You can disable this behavior by setting `options(kableExtra.auto_format = FALSE)` before you load `kableExtra`.
Hao Zhu6a076462017-03-01 12:59:01 -050069
70```{r}
Hao Zhu6107f372018-05-21 00:23:26 -040071# If you are using kableExtra < 0.9.0, you are recommended to set a global option first.
72# options(knitr.table.format = "latex")
Hao Zhu6a076462017-03-01 12:59:01 -050073## If you don't define format here, you'll need put `format = "latex"`
74## in every kable function.
75```
76
Hao Zhuc761ee52017-09-04 13:04:35 -040077## LaTeX packages used in this package
Hao Zhu65216052017-09-04 13:01:29 -040078If you are using a recent version of rmarkdown, you are recommended to load this package entirely via `library(kableExtra)` or `require(kableExtra)` because this package will load all necessary LaTeX packages, such as `booktabs` or `multirow`, for you automatically. Note that, if you are calling functions from `kableExtra` via `kableExtra::kable_styling()` or if you put `library(kableExtra)` in a separate R file that is **sourced** by the rmarkdown document, these packages won't be loaded. Furthermore, you can suppress this auto-loading behavior by setting a global option `kableExtra.latex.load_packages` to be `FALSE` before you load `kableExtra`.
79
Hao Zhub350b9f2017-09-04 13:07:57 -040080```{r, eval = FALSE}
Marco Colombob0c29072019-07-20 10:45:21 +010081# Not evaluated. Illustration purpose
Hao Zhu5ece06e2018-01-19 23:18:02 -050082options(kableExtra.latex.load_packages = FALSE)
Hao Zhu2e318eb2017-09-04 13:18:42 -040083library(kableExtra)
Hao Zhu65216052017-09-04 13:01:29 -040084```
85
Hao Zhuce5ee412017-10-23 01:14:38 -040086If you are using R Sweave, beamer, R package vignette template, tufte or some customized rmarkdown templates, you can put the following meta data into the `yaml` section. If you are familar with LaTeX and you know what you are doing, feel free to remove unnecessary packages from the list.
Hao Zhu65216052017-09-04 13:01:29 -040087
Hao Zhuce5ee412017-10-23 01:14:38 -040088```
Hao Zhu65216052017-09-04 13:01:29 -040089header-includes:
90 - \usepackage{booktabs}
91 - \usepackage{longtable}
92 - \usepackage{array}
93 - \usepackage{multirow}
Hao Zhu65216052017-09-04 13:01:29 -040094 - \usepackage{wrapfig}
95 - \usepackage{float}
96 - \usepackage{colortbl}
97 - \usepackage{pdflscape}
98 - \usepackage{tabu}
99 - \usepackage{threeparttable}
Hao Zhu5e4dd502018-04-05 12:01:58 -0400100 - \usepackage{threeparttablex}
Hao Zhuef0c8302018-01-12 13:30:20 -0500101 - \usepackage[normalem]{ulem}
Hao Zhu5e4dd502018-04-05 12:01:58 -0400102 - \usepackage{makecell}
Hao Zhuf1873a42019-01-07 15:57:01 -0500103 - \usepackage{xcolor}
Hao Zhu65216052017-09-04 13:01:29 -0400104```
105
Hao Zhu7039ecf2019-01-06 17:51:21 -0500106Note: `kableExtra` was using `xcolor` for alternative row color before 1.0. However, the recent updates in `fancyvbr` causes a clash in `xcolor` option. Therefore, we removed the `xcolor` dependency in version 1.0 and started to rely on `colortbl` completely. If you experience any issues, please report on github.
107
Hao Zhu6a076462017-03-01 12:59:01 -0500108## Plain LaTeX
109Plain LaTeX table looks relatively ugly in 2017.
110```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400111# Again, with kableExtra >= 0.9.0, `format = "latex"` is automatically defined
112# when this package gets loaded. Otherwise, you still need to define formats
Hao Zhua171b452019-01-15 17:14:34 -0600113kable(dt, "latex")
Hao Zhu6107f372018-05-21 00:23:26 -0400114# Same: kable(dt, "latex")
Hao Zhu6a076462017-03-01 12:59:01 -0500115```
116
Hao Zhu0a0e8332017-08-03 13:21:29 -0400117## LaTeX table with booktabs
Hao Zhu6107f372018-05-21 00:23:26 -0400118Similar to Bootstrap in HTML, in LaTeX, you can also use a trick to make your table look prettier as well. The different part is that, this time you don't need to pipe kable outputs to another function. Instead, you should call `booktabs = T` directly in `kable()`.
119
Hao Zhu6a076462017-03-01 12:59:01 -0500120```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400121kable(dt, "latex", booktabs = T)
Hao Zhu6a076462017-03-01 12:59:01 -0500122```
123
124# Table Styles
125`kable_styling` in LaTeX uses the same syntax and structure as `kable_styling` in HTML. However, instead of `bootstrap_options`, you should specify `latex_options` instead.
126
Hao Zhu0a0e8332017-08-03 13:21:29 -0400127## LaTeX options
Hao Zhu6a076462017-03-01 12:59:01 -0500128Similar with `bootstap_options`, `latex_options` is also a charter vector with a bunch of options including `striped`, `hold_position` and `scale_down`.
129
130### Striped
131Even though in the LaTeX world, people usually call it `alternative row colors` but here I'm using its bootstrap name for consistency. Note that to make it happen, LaTeX package `xcolor` is required to be loaded. In an environment like rmarkdown::pdf_document (rmarkdown 1.4.0 +), `kable_styling` will load it automatically if `striped` is enabled. However, in other cases, you probably need to import that package by yourself.
132```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400133kable(dt, "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500134 kable_styling(latex_options = "striped")
135```
136
Hao Zhu72917f92019-03-15 18:41:42 -0400137You can also specify which rows you want to striped on via `stripe_index`. In most case, you might want to turn off the default 5 rows + a space setting in `knitr::kable()` by setting `linesep = ""`. See this SO answer for details. https://stackoverflow.com/questions/45409750/get-rid-of-addlinespace-in-kable.
138
139```{r}
140kable(mtcars[1:8, 1:4], "latex", booktabs = T, linesep = "") %>%
141 kable_styling(latex_options = "striped", stripe_index = c(1,2, 5:6))
142```
143
Hao Zhu0a0e8332017-08-03 13:21:29 -0400144### Hold position
Hao Zhuf03decd2017-09-13 10:45:44 -0400145If you provide a table caption in `kable()`, it will put your LaTeX tabular in a `table` environment, unless you are using `longtable`. A `table` environment will automatically find the best place (it thinks) to put your table. However, in many cases, you do want your table to appear in a position you want it to be. In this case, you can use this `hold_position` options here.
Hao Zhu6a076462017-03-01 12:59:01 -0500146```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400147kable(dt, "latex", caption = "Demo table", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500148 kable_styling(latex_options = c("striped", "hold_position"))
149```
150
Hao Zhu6107f372018-05-21 00:23:26 -0400151If you find `hold_position` is not powerful enough to literally PIN your table in the exact position, you may want to use `HOLD_position`, which is a more powerful version of this feature. For those who are familiar with LaTeX, `hold_position` uses `[!h]` and `HOLD_position` uses `[H]` and the `float` package.
Hao Zhuf03decd2017-09-13 10:45:44 -0400152
Hao Zhu6a076462017-03-01 12:59:01 -0500153### Scale down
Hao Zhucd27ff02019-04-30 09:58:32 -0400154When you have a wide table that will normally go out of the page, and you want to scale down the table to fit the page, you can use the `scale_down` option here. Note that, if your table is too small, it will also scale up your table. It was named in this way only because scaling up isn't very useful in most cases. You should also note that `scale_down` does not work with `longtable`. If you `longtable` is too wide, you should manually adjust your fontsize or switch to landscape layout.
Hao Zhu6a076462017-03-01 12:59:01 -0500155```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400156kable(cbind(dt, dt, dt), "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500157 kable_styling(latex_options = c("striped", "scale_down"))
158```
159```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400160kable(cbind(dt), "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500161 kable_styling(latex_options = c("striped", "scale_down"))
162```
163
Hao Zhu0a0e8332017-08-03 13:21:29 -0400164### Repeat header in longtable
Hao Zhu6107f372018-05-21 00:23:26 -0400165In `kableExtra` 0.3.0 or above, a new option `repeat_header` was introduced into `kable_styling`. It will add header rows to longtables spanning multiple pages. For table captions on following pages, it will append *"continued"* to the caption to differentiate. If you need texts other than *"(continued)"* (for example, other languages), you can specify it using `kable_styling(..., repeat_header_text = "xxx")`. If you want to completely replace the table caption instead of appending, you can specify it in the option `repeat_header_method`.
Hao Zhu6ff9d502017-06-13 17:13:03 -0400166```{r}
167long_dt <- rbind(mtcars, mtcars)
168
Hao Zhu6107f372018-05-21 00:23:26 -0400169kable(long_dt, "latex", longtable = T, booktabs = T, caption = "Longtable") %>%
Hao Zhu6ff9d502017-06-13 17:13:03 -0400170 add_header_above(c(" ", "Group 1" = 5, "Group 2" = 6)) %>%
171 kable_styling(latex_options = c("repeat_header"))
172```
173
Hao Zhu6a076462017-03-01 12:59:01 -0500174
Hao Zhu0a0e8332017-08-03 13:21:29 -0400175## Full width?
Hao Zhuf03decd2017-09-13 10:45:44 -0400176If you have a small table and you want it to spread wide on the page, you can try the `full_width` option. Unlike `scale_down`, it won't change your font size. You can use `column_spec`, which will be explained later, together with `full_width` to achieve the best result.
Hao Zhu6a076462017-03-01 12:59:01 -0500177```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400178kable(dt, "latex", booktabs = T) %>%
Hao Zhuf03decd2017-09-13 10:45:44 -0400179 kable_styling(full_width = T) %>%
180 column_spec(1, width = "8cm")
Hao Zhu6a076462017-03-01 12:59:01 -0500181```
182
183## Position
184Table Position only matters when the table doesn't have `full_width`. You can choose to align the table to `center` or `left` side of the page. The default value of position is `center`.
185
186Note that even though you can select to `right` align your table but the table will actually be centered. Somehow it is very difficult to right align a table in LaTeX (since it's not very useful in the real world?). If you know how to do it, please send out an issue or PR and let me know.
187```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400188kable(dt, "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500189 kable_styling(position = "center")
190```
191
192Becides these three common options, you can also wrap text around the table using the `float-left` or `float-right` options. Note that, like `striped`, this feature will load another non-default LaTeX package `wrapfig` which requires rmarkdown 1.4.0 +. If you rmarkdown version < 1.4.0, you need to load the package through a customed LaTeX template file.
193```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400194kable(dt, "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500195 kable_styling(position = "float_right")
196```
197Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras sit amet mauris in ex ultricies elementum vel rutrum dolor. Phasellus tempor convallis dui, in hendrerit mauris placerat scelerisque. Maecenas a accumsan enim, a maximus velit. Pellentesque in risus eget est faucibus convallis nec at nulla. Phasellus nec lacinia justo. Morbi fermentum, orci id varius accumsan, nibh neque porttitor ipsum, consectetur luctus risus arcu ac ex. Aenean a luctus augue. Suspendisse et auctor nisl. Suspendisse cursus ultrices quam non vulputate. Phasellus et pharetra neque, vel feugiat erat. Sed feugiat elit at mauris commodo consequat. Sed congue lectus id mattis hendrerit. Mauris turpis nisl, congue eget velit sed, imperdiet convallis magna. Nam accumsan urna risus, non feugiat odio vehicula eget.
198
199## Font Size
200If one of your tables is huge and you want to use a smaller font size for that specific table, you can use the `font_size` option.
201```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400202kable(dt, "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500203 kable_styling(font_size = 7)
204```
205
Hao Zhu0a0e8332017-08-03 13:21:29 -0400206# Column / Row Specification
207## Column spec
Hao Zhu6107f372018-05-21 00:23:26 -0400208When you have a table with lots of explanatory texts, you may want to specify the column width for different column, since the auto adjust in HTML may not work in its best way while basic LaTeX table is really bad at handling text wrapping. Also, sometimes, you may want to highlight a column (e.g., a "Total" column) by making it bold. In these scenarios, you can use `column_spec()`. You can find an example below.
Hao Zhu0a0e8332017-08-03 13:21:29 -0400209```{r}
210text_tbl <- data.frame(
211 Items = c("Item 1", "Item 2", "Item 3"),
212 Features = c(
213 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin vehicula tempor ex. Morbi malesuada sagittis turpis, at venenatis nisl luctus a. ",
214 "In eu urna at magna luctus rhoncus quis in nisl. Fusce in velit varius, posuere risus et, cursus augue. Duis eleifend aliquam ante, a aliquet ex tincidunt in. ",
215 "Vivamus venenatis egestas eros ut tempus. Vivamus id est nisi. Aliquam molestie erat et sollicitudin venenatis. In ac lacus at velit scelerisque mattis. "
216 )
217)
218
Hao Zhu6107f372018-05-21 00:23:26 -0400219kable(text_tbl, "latex", booktabs = T) %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400220 kable_styling(full_width = F) %>%
Hao Zhua44e3752017-09-05 12:56:19 -0400221 column_spec(1, bold = T, color = "red") %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400222 column_spec(2, width = "30em")
223```
224
225## Row spec
Hao Zhu6107f372018-05-21 00:23:26 -0400226Similar with `column_spec`, you can define specifications for rows. Currently, you can either bold or italicize an entire row. Note that, similar to other row-related functions in `kableExtra`, for the position of the target row, you don't need to count in header rows or the group labeling rows.
Hao Zhu0a0e8332017-08-03 13:21:29 -0400227
228```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400229kable(dt, "latex", booktabs = T) %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400230 kable_styling("striped", full_width = F) %>%
Hao Zhuf70fba92017-09-07 17:53:40 -0400231 column_spec(7, border_left = T, bold = T) %>%
Hao Zhuef0c8302018-01-12 13:30:20 -0500232 row_spec(1, strikeout = T) %>%
Hao Zhuf03decd2017-09-13 10:45:44 -0400233 row_spec(3:5, bold = T, color = "white", background = "black")
Hao Zhu0a0e8332017-08-03 13:21:29 -0400234```
235
Hao Zhu6f362bb2017-10-23 23:21:38 -0400236## Header Rows
237One special case of `row_spec` is that you can specify the format of the header row via `row_spec(row = 0, ...)`.
238```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400239kable(dt, "latex", booktabs = T, align = "c") %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400240 kable_styling(latex_options = "striped", full_width = F) %>%
241 row_spec(0, angle = 45)
242```
243
244
245
Hao Zhuce5ee412017-10-23 01:14:38 -0400246# Cell/Text Specification
Hao Zhu6107f372018-05-21 00:23:26 -0400247Function `cell_spec` is introduced in version 0.6.0 of `kableExtra`. Unlike `column_spec` and `row_spec`, **this function is designed to be used before the data.frame gets into the `kable` function**. Comparing with figuring out a list of 2 dimensional indexes for targeted cells, this design is way easier to learn and use, and it fits perfectly well with `dplyr`'s `mutate` and `summarize` functions. With this design, there are two things to be noted:
Hao Zhuce5ee412017-10-23 01:14:38 -0400248* Since `cell_spec` generates raw `HTML` or `LaTeX` code, make sure you remember to put `escape = FALSE` in `kable`. At the same time, you have to escape special symbols including `%` manually by yourself
249* `cell_spec` needs a way to know whether you want `html` or `latex`. You can specify it locally in function or globally via the `options(knitr.table.format = "latex")` method as suggested at the beginning. If you don't provide anything, this function will output as HTML by default.
250
251Currently, `cell_spec` supports features including bold, italic, monospace, text color, background color, align, font size & rotation angle. More features may be added in the future. Please see function documentations as reference.
252
253## Conditional logic
254It is very easy to use `cell_spec` with conditional logic. Here is an example.
Hao Zhu6f362bb2017-10-23 23:21:38 -0400255```{r, message=FALSE, warning=FALSE}
256library(dplyr)
Hao Zhuce5ee412017-10-23 01:14:38 -0400257mtcars[1:10, 1:2] %>%
258 mutate(
Hao Zhuce5ee412017-10-23 01:14:38 -0400259 car = row.names(.),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400260 # You don't need format = "latex" if you have ever defined options(knitr.table.format)
261 mpg = cell_spec(mpg, "latex", color = ifelse(mpg > 20, "red", "blue")),
262 cyl = cell_spec(cyl, "latex", color = "white", align = "c", angle = 45,
Hao Zhuce5ee412017-10-23 01:14:38 -0400263 background = factor(cyl, c(4, 6, 8),
264 c("#666666", "#999999", "#BBBBBB")))
265 ) %>%
266 select(car, mpg, cyl) %>%
267 kable("latex", escape = F, booktabs = T, linesep = "")
268```
269
270## Visualize data with Viridis Color
Hao Zhu07305132017-10-24 15:41:49 -0400271This package also comes with a few helper functions, including `spec_color`, `spec_font_size` & `spec_angle`. These functions can rescale continuous variables to certain scales. For example, function `spec_color` would map a continuous variable to any [viridis color palettes](https://CRAN.R-project.org/package=viridisLite). It offers a very visually impactful representation in a tabular format.
Hao Zhuce5ee412017-10-23 01:14:38 -0400272
273```{r}
274iris[1:10, ] %>%
275 mutate_if(is.numeric, function(x) {
Hao Zhu6f362bb2017-10-23 23:21:38 -0400276 cell_spec(x, "latex", bold = T, color = spec_color(x, end = 0.9),
Hao Zhuce5ee412017-10-23 01:14:38 -0400277 font_size = spec_font_size(x))
278 }) %>%
279 mutate(Species = cell_spec(
Hao Zhu6f362bb2017-10-23 23:21:38 -0400280 Species, "latex", color = "white", bold = T,
Hao Zhuce5ee412017-10-23 01:14:38 -0400281 background = spec_color(1:10, end = 0.9, option = "A", direction = -1)
282 )) %>%
283 kable("latex", escape = F, booktabs = T, linesep = "", align = "c")
284```
285
286In the example above, I'm using the `mutate` functions from `dplyr`. You don't have to use it. Base R solutions like `iris$Species <- cell_spec(iris$Species, color = "red")` also works.
287
288## Text Specification
289If you check the results of `cell_spec`, you will find that this function does nothing more than wrapping the text with appropriate HTML/LaTeX formatting syntax. The result of this function is just a vector of character strings. As a result, when you are writing a `rmarkdown` document or write some text in shiny apps, if you need extra markups other than **bold** or *italic*, you may use this function to `r text_spec("color", color = "red")`, `r text_spec("change font size ", font_size = 16)` or `r text_spec("rotate", angle = 30)` your text.
290
Hao Zhu6f362bb2017-10-23 23:21:38 -0400291An aliased function `text_spec` is also provided for a more literal writing experience. The only difference is that in LaTeX, unless you specify `latex_background_in_cell = FALSE` (default is `TRUE`) in `cell_spec`, it will define cell background color as `\cellcolor{}`, which doesn't work outside of a table, while for `text_spec`, the default value for `latex_background_in_cell` is `FALSE`.
Hao Zhuce5ee412017-10-23 01:14:38 -0400292
293```{r}
294sometext <- strsplit(paste0(
Hao Zhu6290fdd2017-10-24 00:10:32 -0400295 "You can even try to make some crazy things like this paragraph. ",
Hao Zhu6a1cbb52017-10-24 15:54:50 -0400296 "It may seem like a useless feature right now but it's so cool ",
297 "and nobody can resist. ;)"
Hao Zhuce5ee412017-10-23 01:14:38 -0400298), " ")[[1]]
299text_formatted <- paste(
Hao Zhu6f362bb2017-10-23 23:21:38 -0400300 text_spec(sometext, "latex", color = spec_color(1:length(sometext), end = 0.9),
301 font_size = spec_font_size(1:length(sometext), begin = 5, end = 20)),
Hao Zhuce5ee412017-10-23 01:14:38 -0400302 collapse = " ")
303
304# To display the text, type `r text_formatted` outside of the chunk
305```
306`r text_formatted`
307
Hao Zhu0a0e8332017-08-03 13:21:29 -0400308# Grouped Columns / Rows
309## Add header rows to group columns
Hao Zhu6a076462017-03-01 12:59:01 -0500310Tables with multi-row headers can be very useful to demonstrate grouped data. To do that, you can pipe your kable object into `add_header_above()`. The header variable is supposed to be a named character with the names as new column names and values as column span. For your convenience, if column span equals to 1, you can ignore the `=1` part so the function below can be written as `add_header_above(c(" ", "Group 1" = 2, "Group 2" = 2, "Group 3" = 2)).
311```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400312kable(dt, "latex", booktabs = T) %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500313 kable_styling() %>%
314 add_header_above(c(" " = 1, "Group 1" = 2, "Group 2" = 2, "Group 3" = 2))
315```
316
Hao Zhuce5ee412017-10-23 01:14:38 -0400317In fact, if you want to add another row of header on top, please feel free to do so. Also, since kableExtra 0.3.0, you can specify `bold` & `italic` as you do in `row_spec()`.
Hao Zhu6a076462017-03-01 12:59:01 -0500318```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400319kable(dt, "latex", booktabs = T) %>%
Hao Zhu00ba87c2017-08-01 12:42:58 -0400320 kable_styling(latex_options = "striped") %>%
Hao Zhu6a076462017-03-01 12:59:01 -0500321 add_header_above(c(" ", "Group 1" = 2, "Group 2" = 2, "Group 3" = 2)) %>%
322 add_header_above(c(" ", "Group 4" = 4, "Group 5" = 2)) %>%
Hao Zhu916c3662017-06-21 15:55:05 -0400323 add_header_above(c(" ", "Group 6" = 6), bold = T, italic = T)
Hao Zhu6a076462017-03-01 12:59:01 -0500324```
325
Hao Zhu0a0e8332017-08-03 13:21:29 -0400326## Group rows via labeling
Hao Zhu72917f92019-03-15 18:41:42 -0400327Sometimes we want a few rows of the table being grouped together. They might be items under the same topic (e.g., animals in one species) or just different data groups for a categorical variable (e.g., age < 40, age > 40). With the function `pack_rows`/`group_rows()` in `kableExtra`, this kind of task can be completed in one line. Please see the example below. Note that when you count for the start/end rows of the group, you don't need to count for the header rows nor other group label rows. You only need to think about the row numbers in the "original R dataframe".
Hao Zhu0a0e8332017-08-03 13:21:29 -0400328```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400329kable(mtcars[1:10, 1:6], "latex", caption = "Group Rows", booktabs = T) %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400330 kable_styling() %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400331 pack_rows("Group 1", 4, 7) %>%
332 pack_rows("Group 2", 8, 10)
Hao Zhu0a0e8332017-08-03 13:21:29 -0400333```
334
335In case some users need it, you can define your own gapping spaces between the group labeling row and previous rows. The default value is `0.5em`.
336```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400337kable(dt, "latex", booktabs = T) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400338 pack_rows("Group 1", 4, 5, latex_gap_space = "2em")
Hao Zhu0a0e8332017-08-03 13:21:29 -0400339```
340
Hao Zhuf03decd2017-09-13 10:45:44 -0400341If you prefer to build multiple groups in one step, you can use the short-hand `index` option. Basically, you can use it in the same way as you use `add_header_above`. However, since `group_row` only support one layer of grouping, you can't add multiple layers of grouping header as you can do in `add_header_above`.
342```{r, eval=FALSE}
Hao Zhu6107f372018-05-21 00:23:26 -0400343kable(mtcars[1:10, 1:6], "latex", caption = "Group Rows", booktabs = T) %>%
Hao Zhuf03decd2017-09-13 10:45:44 -0400344 kable_styling() %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400345 pack_rows(index=c(" " = 3, "Group 1" = 4, "Group 2" = 3))
Hao Zhuf03decd2017-09-13 10:45:44 -0400346# Not evaluated. The code above should have the same result as the first example in this section.
347```
348
Hao Zhu23bde3a2018-03-28 16:00:55 -0400349Note that `kable` has a relatively special feature to handle `align` and it may bring troubles to you if you are not using it correctly. In the documentation of the `align` argument of `kable`, it says:
350
351> If `length(align) == 1L`, the string will be expanded to a vector of individual letters, e.g. `'clc'` becomes `c('c', 'l', 'c')`, **unless the output format is LaTeX**.
352
353For example,
354```{r, eval=F}
355kable(mtcars[1:2, 1:2], "latex", align = c("cl"))
356# \begin{tabular}{l|cl|cl} # Note the column alignment here
357# \hline
358# & mpg & cyl\\
359# ...
360```
361
Hao Zhu6107f372018-05-21 00:23:26 -0400362LaTeX, somehow shows surprisingly high tolerance on that, which is quite unusual. As a result, it won't throw an error if you are just using `kable` to make some simple tables. However, when you use `kableExtra` to make some advanced modification, it will start to throw some bugs. As a result, please try to form a habit of using a vector in the `align` argument for `kable` (tip: you can use `rep` function to replicate elements. For example, `c("c", rep("l", 10))`).
Hao Zhu23bde3a2018-03-28 16:00:55 -0400363
Hao Zhu0a0e8332017-08-03 13:21:29 -0400364## Row indentation
Hao Zhu72917f92019-03-15 18:41:42 -0400365Unlike `pack_rows()`, which will insert a labeling row, sometimes we want to list a few sub groups under a total one. In that case, `add_indent()` is probably more appropriate.
Hao Zhu0a0e8332017-08-03 13:21:29 -0400366For advanced users, you can even define your own css for the group labeling.
367```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400368kable(dt, "latex", booktabs = T) %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400369 add_indent(c(1, 3, 5))
370```
371
372## Group rows via multi-row cell
Hao Zhu72917f92019-03-15 18:41:42 -0400373Function `pack_rows` is great for showing simple structural information on rows but sometimes people may need to show structural information with multiple layers. When it happens, you may consider using `collapse_rows` instead, which will put repeating cells in columns into multi-row cells.
Hao Zhu12b0ade2018-01-13 16:19:58 -0500374
Hao Zhuec169362018-05-21 01:05:29 -0400375In LaTeX, `collapse_rows` adds some extra hlines to help differentiate groups. You can customize this behavior using the `latex_hline` argument. You can choose from `full` (default), `major` and `none`. Vertical alignment of cells is controlled by the `valign` option. You can choose from "top", "middle"(default) and "bottom". Be cautious that the vertical alignment option was only introduced in multirow in 2016. If you are using a legacy LaTeX distribution, you will run into trouble if you set `valign` to be either "top" or "bottom".
Hao Zhu0a0e8332017-08-03 13:21:29 -0400376
377```{r}
378collapse_rows_dt <- data.frame(C1 = c(rep("a", 10), rep("b", 5)),
379 C2 = c(rep("c", 7), rep("d", 3), rep("c", 2), rep("d", 3)),
380 C3 = 1:15,
381 C4 = sample(c(0,1), 15, replace = TRUE))
Hao Zhu6107f372018-05-21 00:23:26 -0400382kable(collapse_rows_dt, "latex", booktabs = T, align = "c") %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400383 column_spec(1, bold=T) %>%
Hao Zhuec169362018-05-21 01:05:29 -0400384 collapse_rows(columns = 1:2, latex_hline = "major", valign = "middle")
Hao Zhu0a0e8332017-08-03 13:21:29 -0400385```
386
Hao Zhu6107f372018-05-21 00:23:26 -0400387Right now, you can't automatically make striped rows based on collapsed rows but you can do it manually via the `extra_latex_after` option in `row_spec`. This feature is not officially supported. I'm only document it here if you want to give it a try.
Hao Zhu0a0e8332017-08-03 13:21:29 -0400388```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400389kable(collapse_rows_dt[-1], "latex", align = "c", booktabs = T) %>%
Hao Zhu0a0e8332017-08-03 13:21:29 -0400390 column_spec(1, bold = T, width = "5em") %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400391 row_spec(c(1:7, 11:12) - 1, extra_latex_after = "\\rowcolor{gray!6}") %>%
392 collapse_rows(1, latex_hline = "none")
Hao Zhu0a0e8332017-08-03 13:21:29 -0400393```
394
Hao Zhu778b70a2018-04-02 12:21:17 -0400395When there are too many layers, sometimes the table can become too wide. You can choose to stack the first few layers by setting `row_group_label_position` to `stack`.
Hao Zhu23bde3a2018-03-28 16:00:55 -0400396
397
Hao Zhu778b70a2018-04-02 12:21:17 -0400398```{r}
399collapse_rows_dt <- expand.grid(
400 Country = sprintf('Country with a long name %s', c('A', 'B')),
401 State = sprintf('State %s', c('a', 'b')),
402 City = sprintf('City %s', c('1', '2')),
403 District = sprintf('District %s', c('1', '2'))
404) %>% arrange(Country, State, City) %>%
405 mutate_all(as.character) %>%
406 mutate(C1 = rnorm(n()),
407 C2 = rnorm(n()))
408
Hao Zhu6107f372018-05-21 00:23:26 -0400409kable(collapse_rows_dt, "latex",
Hao Zhu778b70a2018-04-02 12:21:17 -0400410 booktabs = T, align = "c", linesep = '') %>%
411 collapse_rows(1:3, row_group_label_position = 'stack')
412```
413
414To better distinguish different layers, you can format the each layer using `row_group_label_fonts`. You can also customize the hlines to better differentiate groups.
415
416```{r}
417row_group_label_fonts <- list(
418 list(bold = T, italic = T),
419 list(bold = F, italic = F)
420 )
Hao Zhu6107f372018-05-21 00:23:26 -0400421kable(collapse_rows_dt, "latex",
Hao Zhu778b70a2018-04-02 12:21:17 -0400422 booktabs = T, align = "c", linesep = '') %>%
423 column_spec(1, bold=T) %>%
424 collapse_rows(1:3, latex_hline = 'custom', custom_latex_hline = 1:3,
425 row_group_label_position = 'stack',
426 row_group_label_fonts = row_group_label_fonts)
427```
428
Hao Zhu0a0e8332017-08-03 13:21:29 -0400429# Table Footnote
Hao Zhu6a076462017-03-01 12:59:01 -0500430
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500431> Now it's recommended to use the new `footnote` function instead of `add_footnote` to make table footnotes.
432
433Documentations for `add_footnote` can be found [here](http://haozhu233.github.io/kableExtra/legacy_features#add_footnote).
434
Hao Zhu6107f372018-05-21 00:23:26 -0400435There are four notation systems in `footnote`, namely `general`, `number`, `alphabet` and `symbol`. The last three types of footnotes will be labeled with corresponding marks while `general` won't be labeled. You can pick any one of these systems or choose to display them all for fulfilling the APA table footnotes requirements.
Hao Zhu6a076462017-03-01 12:59:01 -0500436```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500437kable(dt, "latex", align = "c") %>%
438 kable_styling(full_width = F) %>%
439 footnote(general = "Here is a general comments of the table. ",
440 number = c("Footnote 1; ", "Footnote 2; "),
441 alphabet = c("Footnote A; ", "Footnote B; "),
442 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2")
443 )
Hao Zhu6a076462017-03-01 12:59:01 -0500444```
445
Hao Zhu6107f372018-05-21 00:23:26 -0400446You can also specify title for each category by using the `***_title` arguments. Default value for `general_title` is "Note: " and "" for the rest three. You can also change the order using `footnote_order`. You can even display footnote as chunk texts (default is as a list) using `footnote_as_chunk`. The font format of the titles are controlled by `title_format` with options including "italic" (default), "bold" and "underline".
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500447
Hao Zhu6a076462017-03-01 12:59:01 -0500448```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500449kable(dt, "latex", align = "c", booktabs = T) %>%
450 footnote(general = "Here is a general comments of the table. ",
451 number = c("Footnote 1; ", "Footnote 2; "),
452 alphabet = c("Footnote A; ", "Footnote B; "),
453 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2"),
454 general_title = "General: ", number_title = "Type I: ",
455 alphabet_title = "Type II: ", symbol_title = "Type III: ",
Hao Zhu6107f372018-05-21 00:23:26 -0400456 footnote_as_chunk = T, title_format = c("italic", "underline")
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500457 )
Hao Zhu6a076462017-03-01 12:59:01 -0500458```
459
Hao Zhu72917f92019-03-15 18:41:42 -0400460If you need to add footnote marks in a table, you need to do it manually (no fancy) using `footnote_marker_***()`. Remember that similar with `cell_spec`, you need to tell this function whether you want it to do it in `HTML` (default) or `LaTeX`. You can set it for all using the `knitr.table.format` global option. Also, if you have ever used `footnote_marker_***()`, you need to put `escape = F` in your `kable` function to avoid escaping of special characters. Note that if you want to use these `footnote_marker` functions in `kableExtra` functions like `pack_rows` (for the row label) or `add_header_above`, you need to set `double_escape = T` and `escape = F` in those functions. I'm trying to find other ways around. Please let me know if you have a good idea and are willing to contribute.
Hao Zhu6a076462017-03-01 12:59:01 -0500461
Hao Zhu6a076462017-03-01 12:59:01 -0500462```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500463dt_footnote <- dt
464names(dt_footnote)[2] <- paste0(names(dt_footnote)[2],
465 # That "latex" can be eliminated if defined in global
466 footnote_marker_symbol(1, "latex"))
467row.names(dt_footnote)[4] <- paste0(row.names(dt_footnote)[4],
468 footnote_marker_alphabet(1))
469kable(dt_footnote, "latex", align = "c", booktabs = T,
470 # Remember this escape = F
471 escape = F) %>%
472 footnote(alphabet = "Footnote A; ",
473 symbol = "Footnote Symbol 1; ",
474 alphabet_title = "Type II: ", symbol_title = "Type III: ",
475 footnote_as_chunk = T)
Hao Zhu6a076462017-03-01 12:59:01 -0500476```
Hao Zhuf9aa4c42017-05-22 15:53:35 -0400477
Hao Zhu23bde3a2018-03-28 16:00:55 -0400478If your table footnote is very long, please consider to put your table in a `ThreePartTable` frame. Note that, in kableExtra version <= 0.7.0, we were using `threeparttable` but since kableExtra 0.8.0, we start to use `ThreePartTable` from `threeparttablex` instead. `ThreePartTable` supports both the `longtable` and `tabu` environments.
479
480```{r}
481kable(dt, "latex", align = "c", booktabs = T, caption = "s") %>%
482 footnote(general = "Here is a very very very very very very very very very very very very very very very very very very very very long footnote",
483 threeparttable = T)
484```
485
Hao Zhu0a0e8332017-08-03 13:21:29 -0400486# LaTeX Only Features
Hao Zhu5e4dd502018-04-05 12:01:58 -0400487## Linebreak processor
Hao Zhu6107f372018-05-21 00:23:26 -0400488Unlike in HTML, where you can use `<br>` at any time, in LaTeX, it's actually quite difficult to make a linebreak in a table. Therefore I created the `linebreak` function to facilitate this process. Please see the [Best Practice for Newline in LaTeX Table](http://haozhu233.github.io/kableExtra/best_practice_for_newline_in_latex_table.pdf) for details.
Hao Zhu5e4dd502018-04-05 12:01:58 -0400489
490```{r}
491dt_lb <- data.frame(
492 Item = c("Hello\nWorld", "This\nis a cat"),
493 Value = c(10, 100)
494)
495
496dt_lb %>%
497 mutate_all(linebreak) %>%
498 kable("latex", booktabs = T, escape = F,
499 col.names = linebreak(c("Item\n(Name)", "Value\n(Number)"), align = "c"))
500```
501
Hao Zhu72917f92019-03-15 18:41:42 -0400502At the same time, since `kableExtra 0.8.0`, all `kableExtra` functions that have some contents input (such as `footnote` or `pack_rows`) will automatically convert `\n` to linebreaks for you in both LaTeX and HTML.
Hao Zhu5e4dd502018-04-05 12:01:58 -0400503
504
Hao Zhu0a0e8332017-08-03 13:21:29 -0400505## Table on a Landscape Page
Hao Zhu4278c632017-05-24 01:02:50 -0400506Sometimes when we have a wide table, we want it to sit on a designated landscape page. The new function `landscape()` can help you on that. Unlike other functions, this little function only serves LaTeX and doesn't have a HTML side.
507```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400508kable(dt, "latex", caption = "Demo Table (Landscape)[note]", booktabs = T) %>%
Hao Zhu4278c632017-05-24 01:02:50 -0400509 kable_styling(latex_options = c("hold_position")) %>%
510 add_header_above(c(" ", "Group 1[note]" = 3, "Group 2[note]" = 3)) %>%
511 add_footnote(c("This table is from mtcars",
512 "Group 1 contains mpg, cyl and disp",
513 "Group 2 contains hp, drat and wt"),
514 notation = "symbol") %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400515 pack_rows("Group 1", 4, 5) %>%
Hao Zhu4278c632017-05-24 01:02:50 -0400516 landscape()
517```
Hao Zhu4840bc92017-09-15 15:55:05 -0400518
519## Use LaTeX table in HTML or Word
Hao Zhu6107f372018-05-21 00:23:26 -0400520If you want to include a LaTeX rendered table in your HTML or Word document, or if you just want to save table as an image, you may consider using `kable_as_image()`. Note that this feature requires you to have [magick](https://github.com/ropensci/magick) installed (`install.packages("magick")`). Also, if you are planning to use it on Windows, you need to install [Ghostscript](https://www.ghostscript.com/). This feature may not work if you are using tinytex. If you are using tinytex, please consider using other alternatives to this function.
Hao Zhu4840bc92017-09-15 15:55:05 -0400521
522```{r, eval = F}
523# Not evaluated.
524
525# The code below will automatically include the image in the rmarkdown document
526kable(dt, "latex", booktabs = T) %>%
527 column_spec(1, bold = T) %>%
528 kable_as_image()
529
530# If you want to save the image locally, just provide a name
531kable(dt, "latex", booktabs = T) %>%
532 column_spec(1, bold = T) %>%
533 kable_as_image("my_latex_table")
534```
Hao Zhu6107f372018-05-21 00:23:26 -0400535
536# From other packages
537Since the structure of `kable` is relatively simple, it shouldn't be too difficult to convert HTML or LaTeX tables generated by other packages to a `kable` object and then use `kableExtra` to modify the outputs. If you are a package author, feel free to reach out to me and we can collaborate.
538
539## `tables`
Hao Zhuec169362018-05-21 01:05:29 -0400540The latest version of [`tables`](https://CRAN.R-project.org/package=tables) comes with a `toKable()` function, which is compatiable with functions in `kableExtra` (>=0.9.0).
Hao Zhua171b452019-01-15 17:14:34 -0600541
542## `xtable`
543For `xtable` users, if you want to use `kableExtra` functions on that, check out this `xtable2kable()` function shipped with kableExtra 1.0.
544
545```{r, eval=F}
546# Not evaluating
547xtable::xtable(mtcars[1:4, 1:4], caption = "Hello xtable") %>%
548 xtable2kable() %>%
549 column_spec(1, color = "red")
550```