blob: e7571b506179fc956a9fe839781191896db7491d [file] [log] [blame]
Hao Zhu1fc48a62017-03-01 14:07:54 -05001---
2title: "Create Awesome HTML Table with knitr::kable and kableExtra"
3author: "Hao Zhu"
4date: "`r Sys.Date()`"
5output:
6 html_document:
Hao Zhuaf646602017-03-01 19:22:18 -05007 theme: simplex
Hao Zhu1fc48a62017-03-01 14:07:54 -05008 toc: true
9 toc_depth: 2
10 toc_float: true
11vignette: >
12 %\VignetteIndexEntry{Create Awesome HTML Table with knitr::kable and kableExtra}
13 %\VignetteEngine{knitr::rmarkdown}
14 %\VignetteEncoding{UTF-8}
15---
16
Hao Zhu33b865f2020-08-18 02:10:43 -040017<script>
18$(document).ready(function(){
19 $('[data-toggle="popover"]').popover();
20});
21</script>
22
Hao Zhudda2f722018-05-21 00:38:11 -040023<img src="kableExtra_sm.png" align="right" alt="logo" width="80" height = "93" style = "border: none; float: right;">
24
Hao Zhu0a0e8332017-08-03 13:21:29 -040025> Please see the package [documentation site](http://haozhu233.github.io/kableExtra/) for how to use this package in LaTeX.
Hao Zhu6ce29212017-05-22 16:29:56 -040026
Hao Zhu1fc48a62017-03-01 14:07:54 -050027# Overview
28The goal of `kableExtra` is to help you build common complex tables and manipulate table styles. It imports the pipe `%>%` symbol from `magrittr` and verbalize all the functions, so basically you can add "layers" to a kable output in a way that is similar with `ggplot2` and `plotly`.
29
Hao Zhu4b0c51e2017-08-01 15:21:07 -040030To learn how to generate complex tables in LaTeX, please visit [http://haozhu233.github.io/kableExtra/awesome_table_in_pdf.pdf](http://haozhu233.github.io/kableExtra/awesome_table_in_pdf.pdf)
31
Hao Zhu6107f372018-05-21 00:23:26 -040032There is also a Chinese version of this vignette. You can find it [here](http://haozhu233.github.io/kableExtra/awesome_table_in_html_cn.html)
33
Hao Zhu1fc48a62017-03-01 14:07:54 -050034# Installation
Hao Zhu1fc48a62017-03-01 14:07:54 -050035```r
Hao Zhu74eb6ad2017-03-04 09:32:37 -050036install.packages("kableExtra")
37
Hao Zhu1fc48a62017-03-01 14:07:54 -050038# For dev version
Hao Zhuf9aa4c42017-05-22 15:53:35 -040039# install.packages("devtools")
Hao Zhu1fc48a62017-03-01 14:07:54 -050040devtools::install_github("haozhu233/kableExtra")
41```
42# Getting Started
43Here we are using the first few columns and rows from dataset `mtcars`
44```{r}
45library(knitr)
46library(kableExtra)
47dt <- mtcars[1:5, 1:6]
48```
49
Hao Zhu8b16a6c2020-08-18 16:59:20 -040050> **Key Update:** In the latest version of this package (1.2+), we provide a wrapper funciton `kbl` to the original `kable` function with detailed documentation of all the hidden html/latex options. It also does auto-formatting check in every function call instead of relying on the global environement variable. As a result, it also solves an issue for multi-format R Markdown documents. I encourage you start to use the new `kbl` function for all its convenience but the support for the original `kable` function is still there. In this doc, we will use `kbl` instead of `kable`.
Hao Zhuf2be4822020-08-18 07:44:10 -040051
Hao Zhu6107f372018-05-21 00:23:26 -040052
Hao Zhu8b16a6c2020-08-18 16:59:20 -040053**This paragraph is a little outdated. It's here only for education purpose because it's helpful to understand how `kable` works under the hood**. When 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 = "html")` so you don't repeat the step everytime.* **Starting from `kableExtra` 0.9.0**, when you load this package (`library(kableExtra)`), it will automatically set up the global option 'knitr.table.format' based on your current environment. 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. You can disable this behavior by setting `options(kableExtra.auto_format = FALSE)` before you load `kableExtra`.
Hao Zhu1fc48a62017-03-01 14:07:54 -050054
55```{r}
Hao Zhu6107f372018-05-21 00:23:26 -040056# If you are using kableExtra < 0.9.0, you are recommended to set a global option first.
57# options(knitr.table.format = "html")
Hao Zhu1fc48a62017-03-01 14:07:54 -050058## If you don't define format here, you'll need put `format = "html"` in every kable function.
59```
60
Hao Zhu4b0c51e2017-08-01 15:21:07 -040061## Basic HTML table
Hao Zhu1fc48a62017-03-01 14:07:54 -050062Basic HTML output of `kable` looks very crude. To the end, it's just a plain HTML table without any love from css.
63```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -040064kbl(dt)
Hao Zhu1fc48a62017-03-01 14:07:54 -050065```
66
Hao Zhu4b0c51e2017-08-01 15:21:07 -040067## Bootstrap theme
Hao Zhu1fc48a62017-03-01 14:07:54 -050068When used on a HTML table, `kable_styling()` will automatically apply twitter bootstrap theme to the table. Now it should looks the same as the original pandoc output (the one when you don't specify `format` in `kable()`) but this time, you are controlling it.
69```{r}
Hao Zhuf03decd2017-09-13 10:45:44 -040070dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040071 kbl() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -050072 kable_styling()
73```
74
Hao Zhud7762a42020-08-10 09:05:47 -040075## Alternative themes
Hao Zhu33b865f2020-08-18 02:10:43 -040076`kableExtra` also offers a few in-house alternative HTML table themes other than the default bootstrap theme. Right now there are 6 of them: `kable_paper`, `kable_classic`, `kable_classic_2`, `kable_minimal`, `kable_material` and `kable_material_dark`. These functions are alternatives to `kable_styling`, which means that you can specify any additional formatting options in `kable_styling` in these functions too. The only difference is that `bootstrap_options` (as discussed in the next section) is replaced with `lightable_options` at the same location with only two choices `striped` and `hover` available.
77
78```{r}
79dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040080 kbl() %>%
Hao Zhu33b865f2020-08-18 02:10:43 -040081 kable_paper("hover")
82```
Hao Zhud7762a42020-08-10 09:05:47 -040083
84```{r}
85dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040086 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -040087 kable_classic()
88```
89
90```{r}
91dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040092 kbl() %>%
Hao Zhud8a2e332020-08-11 01:26:32 -040093 kable_classic_2()
94```
95
96```{r}
97dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040098 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -040099 kable_minimal()
100```
101
102```{r}
103dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400104 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -0400105 kable_material(c("striped", "hover"))
106```
107
Hao Zhu9bf19982020-08-11 00:50:33 -0400108```{r}
109dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400110 kbl() %>%
Hao Zhu9bf19982020-08-11 00:50:33 -0400111 kable_material_dark()
112```
113
Hao Zhud7762a42020-08-10 09:05:47 -0400114
115
Hao Zhu1fc48a62017-03-01 14:07:54 -0500116# Table Styles
Hao Zhu462b4492017-08-03 11:31:42 -0400117`kable_styling` offers a few other ways to customize the look of a HTML table.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500118
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400119## Bootstrap table classes
Hao Zhue2706b32017-03-07 02:36:17 -0500120If you are familiar with twitter bootstrap, you probably have already known its predefined classes, including `striped`, `bordered`, `hover`, `condensed` and `responsive`. If you are not familiar, no worries, you can take a look at their [documentation site](http://getbootstrap.com/css/#tables) to get a sense of how they look like. All of these options are available here.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500121
122For example, to add striped lines (alternative row colors) to your table and you want to highlight the hovered row, you can simply type:
123```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400124kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500125 kable_styling(bootstrap_options = c("striped", "hover"))
126```
127
128The option `condensed` can also be handy in many cases when you don't want your table to be too large. It has slightly shorter row height.
129```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400130kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500131 kable_styling(bootstrap_options = c("striped", "hover", "condensed"))
132```
133
134Tables with option `responsive` looks the same with others on a large screen. However, on a small screen like phone, they are horizontally scrollable. Please resize your window to see the result.
135```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400136kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500137 kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"))
138```
139
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400140## Full width?
Hao Zhubf4cdc62017-03-02 22:26:29 -0500141By default, a bootstrap table takes 100% of the width. It is supposed to use together with its grid system to scale the table properly. However, when you are writing a rmarkdown document, you probably don't want to write your own css/or grid. For some small tables with only few columns, a page wide table looks awful. To make it easier, you can specify whether you want the table to have `full_width` or not in `kable_styling`. By default, `full_width` is set to be `TRUE` for HTML tables (note that for LaTeX, the default is `FALSE` since I don't want to change the "common" looks unless you specified it.)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500142```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400143kbl(dt) %>%
Hao Zhu33b865f2020-08-18 02:10:43 -0400144 kable_paper(bootstrap_options = "striped", full_width = F)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500145```
146
147## Position
148Table Position only matters when the table doesn't have `full_width`. You can choose to align the table to `center`, `left` or `right` side of the page
149```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400150kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500151 kable_styling(bootstrap_options = "striped", full_width = F, position = "left")
152```
153
154Becides these three common options, you can also wrap text around the table using the `float-left` or `float-right` options.
155```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400156kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500157 kable_styling(bootstrap_options = "striped", full_width = F, position = "float_right")
158```
159Lorem 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.
160
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400161## Font size
Hao Zhu1fc48a62017-03-01 14:07:54 -0500162If 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.
163```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400164kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500165 kable_styling(bootstrap_options = "striped", font_size = 7)
166```
167
Hao Zhu72917f92019-03-15 18:41:42 -0400168## Fixed Table Header Row
169If you happened to have a very long table, you may consider to use this `fixed_header` option to fix the header row on top as your readers scroll. By default, the background is set to white. If you need a different color, you can set `fixed_header = list(enabled = T, background = "red")`.
170
171```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400172kbl(mtcars[1:10, 1:5]) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400173 kable_styling(fixed_thead = T)
174```
175
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400176# Column / Row Specification
177## Column spec
Hao Zhu4840bc92017-09-15 15:55:05 -0400178When you have a table with lots of explanatory texts, you may want to specified 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 scenario, you can use `column_spec()`. You can find an example below.
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400179
180Warning: If you have a super long table, you should be cautious when you use `column_spec` as the xml node modification takes time.
181
182```{r}
183text_tbl <- data.frame(
184 Items = c("Item 1", "Item 2", "Item 3"),
185 Features = c(
186 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin vehicula tempor ex. Morbi malesuada sagittis turpis, at venenatis nisl luctus a. ",
187 "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. ",
188 "Vivamus venenatis egestas eros ut tempus. Vivamus id est nisi. Aliquam molestie erat et sollicitudin venenatis. In ac lacus at velit scelerisque mattis. "
189 )
190)
191
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400192kbl(text_tbl) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400193 kable_styling(full_width = F) %>%
Hao Zhua44e3752017-09-05 12:56:19 -0400194 column_spec(1, bold = T, border_right = T) %>%
195 column_spec(2, width = "30em", background = "yellow")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400196```
197
Hao Zhu33b865f2020-08-18 02:10:43 -0400198> **Key Update**: I understand the need of doing conditional formatting and the previous solution `cell_spec` is relatively hard to use. Therefore in kableExtra 1.2, I improved the functionality of `column_spec` so it can take vectorized input for most of its arguments (except `width`, `border_left` and `border_right`). It is really easy right now to format a column based on other values.
199
200```{r}
201mtcars[1:8, 1:8] %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400202 kbl() %>%
Hao Zhu33b865f2020-08-18 02:10:43 -0400203 kable_paper(full_width = F) %>%
204 column_spec(2, color = spec_color(mtcars$mpg[1:8]),
205 link = "https://haozhu233.github.io/kableExtra") %>%
206 column_spec(6, color = "white",
207 background = spec_color(mtcars$drat[1:8], end = 0.7),
208 popover = paste("am:", mtcars$am[1:8]))
209```
210
211You can still use the `spec_***` helper functions to help you define color. See the documentation [below](#visualize-data-with-viridis-color).
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400212
Hao Zhu0a0e8332017-08-03 13:21:29 -0400213## Row spec
Hao Zhu33b865f2020-08-18 02:10:43 -0400214Similar with `column_spec`, you can define specifications for rows. Currently, you can either bold or italicize an entire row. Note that, similar with 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 Zhu4b0c51e2017-08-01 15:21:07 -0400215
216```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400217kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400218 kable_styling("striped", full_width = F) %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400219 column_spec(5:7, bold = T) %>%
220 row_spec(3:5, bold = T, color = "white", background = "#D7261E")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400221```
222
Hao Zhu9ce317e2017-10-12 18:19:55 -0400223
Hao Zhu6f362bb2017-10-23 23:21:38 -0400224
225## Header Rows
226One special case of `row_spec` is that you can specify the format of the header row via `row_spec(row = 0, ...)`.
227```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400228kbl(dt) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400229 kable_styling("striped", full_width = F) %>%
230 row_spec(0, angle = -45)
Hao Zhu9ce317e2017-10-12 18:19:55 -0400231```
232
Hao Zhu6f362bb2017-10-23 23:21:38 -0400233# Cell/Text Specification
Hao Zhu33b865f2020-08-18 02:10:43 -0400234
235>**Key Update: As said before, if you are using kableExtra 1.2+, you are now recommended to used `column_spec` to do conditional formatting**.
236
Hao Zhu6f362bb2017-10-23 23:21:38 -0400237Function `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 dimentional index 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:
238* 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
239* `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.
240
241Currently, `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.
242
243## Conditional logic
244It is very easy to use `cell_spec` with conditional logic. Here is an example.
245```{r, message=FALSE, warning=FALSE}
246library(dplyr)
247mtcars[1:10, 1:2] %>%
248 mutate(
249 car = row.names(.),
Hao Zhu76762d82018-07-25 20:56:52 -0400250 mpg = cell_spec(mpg, "html", color = ifelse(mpg > 20, "red", "blue")),
251 cyl = cell_spec(cyl, "html", color = "white", align = "c", angle = 45,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400252 background = factor(cyl, c(4, 6, 8),
253 c("#666666", "#999999", "#BBBBBB")))
254 ) %>%
255 select(car, mpg, cyl) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400256 kbl(format = "html", escape = F) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400257 kable_styling("striped", full_width = F)
258```
259
260## Visualize data with Viridis Color
Hao Zhu33b865f2020-08-18 02:10:43 -0400261This 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 impressive representation in a tabular format.
Hao Zhu6f362bb2017-10-23 23:21:38 -0400262
263```{r}
264iris[1:10, ] %>%
265 mutate_if(is.numeric, function(x) {
Hao Zhu6107f372018-05-21 00:23:26 -0400266 cell_spec(x, bold = T,
Hao Zhu5ece06e2018-01-19 23:18:02 -0500267 color = spec_color(x, end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400268 font_size = spec_font_size(x))
269 }) %>%
270 mutate(Species = cell_spec(
Hao Zhu6107f372018-05-21 00:23:26 -0400271 Species, color = "white", bold = T,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400272 background = spec_color(1:10, end = 0.9, option = "A", direction = -1)
273 )) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400274 kbl(escape = F, align = "c") %>%
Hao Zhu222cd7e2018-04-10 14:27:19 -0400275 kable_styling(c("striped", "condensed"), full_width = F)
Hao Zhu6f362bb2017-10-23 23:21:38 -0400276```
277
278In 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.
279
280## Text Specification
281If 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.
282
283An aliased function `text_spec` is also provided for a more literal writing experience. In HTML, there is no difference between these two functions.
284
285```{r}
286sometext <- strsplit(paste0(
Hao Zhu6290fdd2017-10-24 00:10:32 -0400287 "You can even try to make some crazy things like this paragraph. ",
Hao Zhu6a1cbb52017-10-24 15:54:50 -0400288 "It may seem like a useless feature right now but it's so cool ",
289 "and nobody can resist. ;)"
Hao Zhu6f362bb2017-10-23 23:21:38 -0400290), " ")[[1]]
291text_formatted <- paste(
Hao Zhu6107f372018-05-21 00:23:26 -0400292 text_spec(sometext, color = spec_color(1:length(sometext), end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400293 font_size = spec_font_size(1:length(sometext), begin = 5, end = 20)),
294 collapse = " ")
295
296# To display the text, type `r text_formatted` outside of the chunk
297```
298`r text_formatted`
299
300## Tooltip
301It's very easy to add a tooltip to text via `cell_spec`. For example, `text_spec("tooltip", color = "red", tooltip = "Hello World")` will give you something like `r text_spec("Hover over me", color = "red", tooltip = "Hello World")` (you need to wait for a few seconds before your browser renders it).
302
303Note that the original browser-based tooltip is slow. If you want to have a faster response, you may want to initialize bootstrap's tooltip by putting the following HTML code on the page.
304```
305<script>
306$(document).ready(function(){
307 $('[data-toggle="tooltip"]').tooltip();
308});
309</script>
310```
311
312In a rmarkdown document, you can just drop it outside of any R chunks. Unfortunately however, for rmarkdown pages with a **floating TOC** (like this page), you can't use bootstrap tooltips because there is a conflict in namespace between Bootstrap and JQueryUI (tocify.js). As a result, I can't provide a live demo here. If you want to have a tooltip together with a floating TOC, you should use `popover` which has a very similar effect.
313
314
315
316## Popover Message
317The popover message looks very similar with tooltip but it can hold more contents. Unlike tooltip which can minimally work without you manually enable that module, you **have to** enable the `popover` module to get it work. The upper side is that there is no conflict between Bootstrap & JQueryUI this time, you can use it without any concern.
318
319```
320<script>
321$(document).ready(function(){
322 $('[data-toggle="popover"]').popover();
323});
324</script>
325```
326
Hao Zhu6f362bb2017-10-23 23:21:38 -0400327```{r}
328popover_dt <- data.frame(
329 position = c("top", "bottom", "right", "left"),
330 stringsAsFactors = FALSE
331)
332popover_dt$`Hover over these items` <- cell_spec(
333 paste("Message on", popover_dt$position), # Cell texts
334 popover = spec_popover(
335 content = popover_dt$position,
336 title = NULL, # title will add a Title Panel on top
337 position = popover_dt$position
338 ))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400339kbl(popover_dt, escape = FALSE) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400340 kable_styling("striped", full_width = FALSE)
341```
342
343## Links
Hao Zhu9567e632017-10-24 09:51:09 -0400344You can add links to text via `text_spec("Google", link = "https://google.com")`: `r text_spec("Google", link = "https://google.com")`. If you want your hover message to be more obvious, it might be a good idea to put a `#` (go back to the top of the page) or `javascript:void(0)` (literally do nothing) in the `link` option.
345`text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`:
346`r text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`
Hao Zhu6f362bb2017-10-23 23:21:38 -0400347
Hao Zhu8b32b192017-10-24 14:51:48 -0400348## Integration with `formattable`
349You can combine the good parts from `kableExtra` & `formattable` together into one piece. Read more at http://haozhu233.github.io/kableExtra/use_kableExtra_with_formattable.html
350```{r, message = FALSE, warning=FALSE}
351library(formattable)
352mtcars[1:5, 1:4] %>%
353 mutate(
354 car = row.names(.),
355 mpg = color_tile("white", "orange")(mpg),
Hao Zhu6107f372018-05-21 00:23:26 -0400356 cyl = cell_spec(cyl, angle = (1:5)*60,
Hao Zhu8b32b192017-10-24 14:51:48 -0400357 background = "red", color = "white", align = "center"),
358 disp = ifelse(disp > 200,
Hao Zhu6107f372018-05-21 00:23:26 -0400359 cell_spec(disp, color = "red", bold = T),
360 cell_spec(disp, color = "green", italic = T)),
Hao Zhu8b32b192017-10-24 14:51:48 -0400361 hp = color_bar("lightgreen")(hp)
362 ) %>%
363 select(car, everything()) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400364 kbl(escape = F) %>%
Hao Zhu8b32b192017-10-24 14:51:48 -0400365 kable_styling("hover", full_width = F) %>%
366 column_spec(5, width = "3cm") %>%
367 add_header_above(c(" ", "Hello" = 2, "World" = 2))
368```
369
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400370# Grouped Columns / Rows
371## Add header rows to group columns
Hao Zhu1fc48a62017-03-01 14:07:54 -0500372Tables 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)).
373```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400374kbl(dt) %>%
375 kable_classic() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500376 add_header_above(c(" " = 1, "Group 1" = 2, "Group 2" = 2, "Group 3" = 2))
377```
378
Hao Zhu916c3662017-06-21 15:55:05 -0400379In fact, if you want to add another row of header on top, please feel free to do so.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500380```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400381kbl(dt) %>%
382 kable_paper() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500383 add_header_above(c(" ", "Group 1" = 2, "Group 2" = 2, "Group 3" = 2)) %>%
384 add_header_above(c(" ", "Group 4" = 4, "Group 5" = 2)) %>%
385 add_header_above(c(" ", "Group 6" = 6))
386```
387
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400388## Group rows via labeling
Hao Zhu72917f92019-03-15 18:41:42 -0400389Sometimes 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 `group_rows()`/`pack_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 Zhu4b0c51e2017-08-01 15:21:07 -0400390```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400391kbl(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400392 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400393 pack_rows("Group 1", 4, 7) %>%
394 pack_rows("Group 2", 8, 10)
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400395```
396
Hao Zhu72917f92019-03-15 18:41:42 -0400397Another way to use `pack_rows` is to provide an grouping index, similar with `add_header_above()`. This feature is only available in kableExtra > 0.5.2.
Hao Zhu4840bc92017-09-15 15:55:05 -0400398```{r, eval = F}
399# Not evaluated. This example generates the same table as above.
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400400kbl(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400401 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400402 pack_rows(index = c(" " = 3, "Group 1" = 4, "Group 2" = 3))
Hao Zhu4840bc92017-09-15 15:55:05 -0400403```
404
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400405For advanced users, you can even define your own css for the group labeling.
406```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400407kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400408 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400409 pack_rows("Group 1", 3, 5, label_row_css = "background-color: #666; color: #fff;")
410```
411
412`r text_spec("Important Note!", bold = T, color = "#D7261E")`
413
414Note that `dplyr` 0.8.0+ introduced a `group_rows` function as well for a trivial feature. Therefore, I'm create this `pack_rows` function as an alias to the original `group_rows`. In the future, **I recommend all kableExtra users to use `pack_rows` instead of `group_rows` to get rid of the NAMESPACE conflict.**
415
416Alternatively, for pre-existing codes, you have two ways to solve this. You can either load `kableExtra` after `dplyr` or `tidyverse`, or to use the `conflicted` package. Here is an example.
417
418```{r, eval=F}
419# Method 1
420pack_rows() # instead of group_rows()
421
422# Method 2
423library(dplyr)
424library(kableExtra)
425
426# Method 3
427conflicted::conflict_prefer("group_rows", "kableExtra", "dplyr")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400428```
429
430## Row indentation
Hao Zhu72917f92019-03-15 18:41:42 -0400431Unlike `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 apporiate.
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400432For advanced users, you can even define your own css for the group labeling.
433```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400434kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400435 kable_styling("striped", full_width = F) %>%
436 add_indent(c(1, 3, 5))
437```
438
439## Group rows via multi-row cell
Hao Zhu72917f92019-03-15 18:41:42 -0400440Function `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 to use `collapse_rows` instead, which will put repeating cells in columns into multi-row cells. The vertical allignment of the cell is controlled by `valign` with default as "top".
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400441
442```{r}
443collapse_rows_dt <- data.frame(C1 = c(rep("a", 10), rep("b", 5)),
444 C2 = c(rep("c", 7), rep("d", 3), rep("c", 2), rep("d", 3)),
445 C3 = 1:15,
446 C4 = sample(c(0,1), 15, replace = TRUE))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400447kbl(collapse_rows_dt, align = "c") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400448 kable_styling(full_width = F) %>%
449 column_spec(1, bold = T) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400450 collapse_rows(columns = 1:2, valign = "top")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400451```
452
453# Table Footnote
Hao Zhu1fc48a62017-03-01 14:07:54 -0500454
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500455> Now it's recommended to use the new `footnote` function instead of `add_footnote` to make table footnotes.
456
457Documentations for `add_footnote` can be found [here](http://haozhu233.github.io/kableExtra/legacy_features#add_footnote).
458
459There 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 fulfill the APA table footnotes requirements.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500460```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400461kbl(dt, align = "c") %>%
462 kable_classic(full_width = F) %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500463 footnote(general = "Here is a general comments of the table. ",
464 number = c("Footnote 1; ", "Footnote 2; "),
465 alphabet = c("Footnote A; ", "Footnote B; "),
466 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2")
467 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500468```
469
Hao Zhu6107f372018-05-21 00:23:26 -0400470You 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 -0500471
Hao Zhu1fc48a62017-03-01 14:07:54 -0500472```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400473kbl(dt, align = "c") %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500474 kable_styling(full_width = F) %>%
475 footnote(general = "Here is a general comments of the table. ",
476 number = c("Footnote 1; ", "Footnote 2; "),
477 alphabet = c("Footnote A; ", "Footnote B; "),
478 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2"),
479 general_title = "General: ", number_title = "Type I: ",
480 alphabet_title = "Type II: ", symbol_title = "Type III: ",
Hao Zhu6107f372018-05-21 00:23:26 -0400481 footnote_as_chunk = T, title_format = c("italic", "underline")
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500482 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500483```
484
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500485If you need to add footnote marks in table, you need to do it manually (no fancy) using `footnote_mark_***()`. 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 use `footnote_mark_***()`, you need to put `escape = F` in your `kable` function to avoid escaping of special characters.
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400486
Hao Zhu1fc48a62017-03-01 14:07:54 -0500487```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500488dt_footnote <- dt
489names(dt_footnote)[2] <- paste0(names(dt_footnote)[2],
490 footnote_marker_symbol(1))
491row.names(dt_footnote)[4] <- paste0(row.names(dt_footnote)[4],
492 footnote_marker_alphabet(1))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400493kbl(dt_footnote, align = "c",
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500494 # Remember this escape = F
495 escape = F) %>%
496 kable_styling(full_width = F) %>%
497 footnote(alphabet = "Footnote A; ",
498 symbol = "Footnote Symbol 1; ",
499 alphabet_title = "Type II: ", symbol_title = "Type III: ",
500 footnote_as_chunk = T)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500501```
Hao Zhuf9aa4c42017-05-22 15:53:35 -0400502
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400503# HTML Only Features
504## Scroll box
505If you have a huge table and you don't want to reduce the font size to unreadable, you may want to put your HTML table in a scroll box, of which users can pick the part they like to read. Note that scroll box isn't printer friendly, so be aware of that when you use this feature.
Hao Zhuf9aa4c42017-05-22 15:53:35 -0400506
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400507When you use `scroll_box`, you can specify either `height` or `width`. When you specify `height`, you will get a vertically scrollable box and vice versa. If you specify both, you will get a two-way scrollable box.
Hao Zhu6ff9d502017-06-13 17:13:03 -0400508
509```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400510kbl(cbind(mtcars, mtcars)) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400511 kable_styling() %>%
512 scroll_box(width = "500px", height = "200px")
Hao Zhu6ff9d502017-06-13 17:13:03 -0400513```
Irene62a3b362018-04-17 15:20:43 -0700514
515<br>
516
517You can also specify width using a percentage.
518
519```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400520kbl(cbind(mtcars, mtcars)) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400521 add_header_above(c("a" = 5, "b" = 18)) %>%
Irene62a3b362018-04-17 15:20:43 -0700522 kable_styling() %>%
523 scroll_box(width = "100%", height = "200px")
524```
Hao Zhu6107f372018-05-21 00:23:26 -0400525
Hao Zhu72917f92019-03-15 18:41:42 -0400526Starting from version 1.1.0, if you have a fixed-height box, the header row is fixed
527
Hao Zhu6107f372018-05-21 00:23:26 -0400528## Save HTML table directly
529If you need to save those HTML tables but you don't want to generate them through rmarkdown, you can try to use the `save_kable()` function. You can choose whether to let those HTML files be self contained (default is yes). Self contained files packed CSS into the HTML file so they are quite large when there are many.
530```{r, eval=FALSE}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400531kbl(mtcars) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400532 kable_styling() %>%
533 save_kable(file = "table1.html", self_contained = T)
534```
535
Hao Zhu8f46db82020-08-18 21:48:23 -0400536## Use it with sparkline
537Well, this is not a feature but rather a documentation of how to use the `sparkline` package together with this package. The easiest way is sort of a hack. You can call `sparkline::sparkline(0)` somewhere on your document where no one would mind so its dependencies could be loaded without any hurdles. Then you use `sparkline::spk_chr()` to generate the text. Here is another example: [Chinese names in US babynames](https://cranky-chandrasekhar-cfefcd.netlify.app/)
538
539```{r}
540library(sparkline)
541sparkline(0)
542```
543
544```{r}
545spk_dt <- data.frame(
546 var = c("mpg", "wt"),
547 sparkline = c(spk_chr(mtcars$mpg), spk_chr(mtcars$wt))
548)
549
550kbl(spk_dt, escape = F) %>%
551 kable_paper(full_width = F)
552```
553
554
555
Hao Zhu6107f372018-05-21 00:23:26 -0400556# From other packages
557Since 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.
558
559## `tables`
Hao Zhuec169362018-05-21 01:05:29 -0400560The 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 -0600561
562## `xtable`
563For `xtable` users, if you want to use `kableExtra` functions on that, check out this `xtable2kable()` function shipped with kableExtra 1.0.
564
565```{r, eval=F}
566# Not evaluating
567xtable::xtable(mtcars[1:4, 1:4], caption = "Hello xtable") %>%
568 xtable2kable() %>%
569 column_spec(1, color = "red")
570```