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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 Zhu6107f372018-05-21 00:23:26 -040050When 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.*
51
52**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 = "white", background = "#d9230f")`. 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.
53
54You can disable this behavior by setting `options(kableExtra.auto_format = FALSE)` before you load `kableExtra`.
Hao Zhu1fc48a62017-03-01 14:07:54 -050055
56```{r}
Hao Zhu6107f372018-05-21 00:23:26 -040057# If you are using kableExtra < 0.9.0, you are recommended to set a global option first.
58# options(knitr.table.format = "html")
Hao Zhu1fc48a62017-03-01 14:07:54 -050059## If you don't define format here, you'll need put `format = "html"` in every kable function.
60```
61
Hao Zhu4b0c51e2017-08-01 15:21:07 -040062## Basic HTML table
Hao Zhu1fc48a62017-03-01 14:07:54 -050063Basic HTML output of `kable` looks very crude. To the end, it's just a plain HTML table without any love from css.
64```{r}
Hao Zhu6107f372018-05-21 00:23:26 -040065kable(dt)
Hao Zhu1fc48a62017-03-01 14:07:54 -050066```
67
Hao Zhu4b0c51e2017-08-01 15:21:07 -040068## Bootstrap theme
Hao Zhu1fc48a62017-03-01 14:07:54 -050069When 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.
70```{r}
Hao Zhuf03decd2017-09-13 10:45:44 -040071dt %>%
Hao Zhu6107f372018-05-21 00:23:26 -040072 kable() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -050073 kable_styling()
74```
75
Hao Zhud7762a42020-08-10 09:05:47 -040076## Alternative themes
Hao Zhu33b865f2020-08-18 02:10:43 -040077`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.
78
79```{r}
80dt %>%
81 kable() %>%
82 kable_paper("hover")
83```
Hao Zhud7762a42020-08-10 09:05:47 -040084
85```{r}
86dt %>%
87 kable() %>%
88 kable_classic()
89```
90
91```{r}
92dt %>%
93 kable() %>%
Hao Zhud8a2e332020-08-11 01:26:32 -040094 kable_classic_2()
95```
96
97```{r}
98dt %>%
99 kable() %>%
Hao Zhud7762a42020-08-10 09:05:47 -0400100 kable_minimal()
101```
102
103```{r}
104dt %>%
105 kable() %>%
106 kable_material(c("striped", "hover"))
107```
108
Hao Zhu9bf19982020-08-11 00:50:33 -0400109```{r}
110dt %>%
111 kable() %>%
112 kable_material_dark()
113```
114
Hao Zhud7762a42020-08-10 09:05:47 -0400115
116
Hao Zhu1fc48a62017-03-01 14:07:54 -0500117# Table Styles
Hao Zhu462b4492017-08-03 11:31:42 -0400118`kable_styling` offers a few other ways to customize the look of a HTML table.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500119
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400120## Bootstrap table classes
Hao Zhue2706b32017-03-07 02:36:17 -0500121If 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 -0500122
123For example, to add striped lines (alternative row colors) to your table and you want to highlight the hovered row, you can simply type:
124```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400125kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500126 kable_styling(bootstrap_options = c("striped", "hover"))
127```
128
129The 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.
130```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400131kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500132 kable_styling(bootstrap_options = c("striped", "hover", "condensed"))
133```
134
135Tables 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.
136```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400137kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500138 kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"))
139```
140
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400141## Full width?
Hao Zhubf4cdc62017-03-02 22:26:29 -0500142By 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 -0500143```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400144kable(dt) %>%
Hao Zhu33b865f2020-08-18 02:10:43 -0400145 kable_paper(bootstrap_options = "striped", full_width = F)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500146```
147
148## Position
149Table 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
150```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400151kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500152 kable_styling(bootstrap_options = "striped", full_width = F, position = "left")
153```
154
155Becides these three common options, you can also wrap text around the table using the `float-left` or `float-right` options.
156```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400157kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500158 kable_styling(bootstrap_options = "striped", full_width = F, position = "float_right")
159```
160Lorem 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.
161
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400162## Font size
Hao Zhu1fc48a62017-03-01 14:07:54 -0500163If 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.
164```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400165kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500166 kable_styling(bootstrap_options = "striped", font_size = 7)
167```
168
Hao Zhu72917f92019-03-15 18:41:42 -0400169## Fixed Table Header Row
170If 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")`.
171
172```{r}
173kable(mtcars[1:10, 1:5]) %>%
174 kable_styling(fixed_thead = T)
175```
176
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400177# Column / Row Specification
178## Column spec
Hao Zhu4840bc92017-09-15 15:55:05 -0400179When 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 -0400180
181Warning: If you have a super long table, you should be cautious when you use `column_spec` as the xml node modification takes time.
182
183```{r}
184text_tbl <- data.frame(
185 Items = c("Item 1", "Item 2", "Item 3"),
186 Features = c(
187 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin vehicula tempor ex. Morbi malesuada sagittis turpis, at venenatis nisl luctus a. ",
188 "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. ",
189 "Vivamus venenatis egestas eros ut tempus. Vivamus id est nisi. Aliquam molestie erat et sollicitudin venenatis. In ac lacus at velit scelerisque mattis. "
190 )
191)
192
Hao Zhu6107f372018-05-21 00:23:26 -0400193kable(text_tbl) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400194 kable_styling(full_width = F) %>%
Hao Zhua44e3752017-09-05 12:56:19 -0400195 column_spec(1, bold = T, border_right = T) %>%
196 column_spec(2, width = "30em", background = "yellow")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400197```
198
Hao Zhu33b865f2020-08-18 02:10:43 -0400199> **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.
200
201```{r}
202mtcars[1:8, 1:8] %>%
203 kable() %>%
204 kable_paper(full_width = F) %>%
205 column_spec(2, color = spec_color(mtcars$mpg[1:8]),
206 link = "https://haozhu233.github.io/kableExtra") %>%
207 column_spec(6, color = "white",
208 background = spec_color(mtcars$drat[1:8], end = 0.7),
209 popover = paste("am:", mtcars$am[1:8]))
210```
211
212You 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 -0400213
Hao Zhu0a0e8332017-08-03 13:21:29 -0400214## Row spec
Hao Zhu33b865f2020-08-18 02:10:43 -0400215Similar 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 -0400216
217```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400218kable(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400219 kable_styling("striped", full_width = F) %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400220 column_spec(5:7, bold = T) %>%
221 row_spec(3:5, bold = T, color = "white", background = "#D7261E")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400222```
223
Hao Zhu9ce317e2017-10-12 18:19:55 -0400224
Hao Zhu6f362bb2017-10-23 23:21:38 -0400225
226## Header Rows
227One special case of `row_spec` is that you can specify the format of the header row via `row_spec(row = 0, ...)`.
228```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400229kable(dt) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400230 kable_styling("striped", full_width = F) %>%
231 row_spec(0, angle = -45)
Hao Zhu9ce317e2017-10-12 18:19:55 -0400232```
233
Hao Zhu6f362bb2017-10-23 23:21:38 -0400234# Cell/Text Specification
Hao Zhu33b865f2020-08-18 02:10:43 -0400235
236>**Key Update: As said before, if you are using kableExtra 1.2+, you are now recommended to used `column_spec` to do conditional formatting**.
237
Hao Zhu6f362bb2017-10-23 23:21:38 -0400238Function `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:
239* 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
240* `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.
241
242Currently, `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.
243
244## Conditional logic
245It is very easy to use `cell_spec` with conditional logic. Here is an example.
246```{r, message=FALSE, warning=FALSE}
247library(dplyr)
248mtcars[1:10, 1:2] %>%
249 mutate(
250 car = row.names(.),
Hao Zhu76762d82018-07-25 20:56:52 -0400251 mpg = cell_spec(mpg, "html", color = ifelse(mpg > 20, "red", "blue")),
252 cyl = cell_spec(cyl, "html", color = "white", align = "c", angle = 45,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400253 background = factor(cyl, c(4, 6, 8),
254 c("#666666", "#999999", "#BBBBBB")))
255 ) %>%
256 select(car, mpg, cyl) %>%
Hao Zhu76762d82018-07-25 20:56:52 -0400257 kable(format = "html", escape = F) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400258 kable_styling("striped", full_width = F)
259```
260
261## Visualize data with Viridis Color
Hao Zhu33b865f2020-08-18 02:10:43 -0400262This 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 -0400263
264```{r}
265iris[1:10, ] %>%
266 mutate_if(is.numeric, function(x) {
Hao Zhu6107f372018-05-21 00:23:26 -0400267 cell_spec(x, bold = T,
Hao Zhu5ece06e2018-01-19 23:18:02 -0500268 color = spec_color(x, end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400269 font_size = spec_font_size(x))
270 }) %>%
271 mutate(Species = cell_spec(
Hao Zhu6107f372018-05-21 00:23:26 -0400272 Species, color = "white", bold = T,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400273 background = spec_color(1:10, end = 0.9, option = "A", direction = -1)
274 )) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400275 kable(escape = F, align = "c") %>%
Hao Zhu222cd7e2018-04-10 14:27:19 -0400276 kable_styling(c("striped", "condensed"), full_width = F)
Hao Zhu6f362bb2017-10-23 23:21:38 -0400277```
278
279In 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.
280
281## Text Specification
282If 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.
283
284An aliased function `text_spec` is also provided for a more literal writing experience. In HTML, there is no difference between these two functions.
285
286```{r}
287sometext <- strsplit(paste0(
Hao Zhu6290fdd2017-10-24 00:10:32 -0400288 "You can even try to make some crazy things like this paragraph. ",
Hao Zhu6a1cbb52017-10-24 15:54:50 -0400289 "It may seem like a useless feature right now but it's so cool ",
290 "and nobody can resist. ;)"
Hao Zhu6f362bb2017-10-23 23:21:38 -0400291), " ")[[1]]
292text_formatted <- paste(
Hao Zhu6107f372018-05-21 00:23:26 -0400293 text_spec(sometext, color = spec_color(1:length(sometext), end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400294 font_size = spec_font_size(1:length(sometext), begin = 5, end = 20)),
295 collapse = " ")
296
297# To display the text, type `r text_formatted` outside of the chunk
298```
299`r text_formatted`
300
301## Tooltip
302It'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).
303
304Note 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.
305```
306<script>
307$(document).ready(function(){
308 $('[data-toggle="tooltip"]').tooltip();
309});
310</script>
311```
312
313In a rmarkdown document, you can just drop it outside of any R chunks. Unfortunately however, for rmarkdown pages with a **floating TOC** (like this page), you can't use bootstrap tooltips because there is a conflict in namespace between Bootstrap and JQueryUI (tocify.js). As a result, I can't provide a live demo here. If you want to have a tooltip together with a floating TOC, you should use `popover` which has a very similar effect.
314
315
316
317## Popover Message
318The popover message looks very similar with tooltip but it can hold more contents. Unlike tooltip which can minimally work without you manually enable that module, you **have to** enable the `popover` module to get it work. The upper side is that there is no conflict between Bootstrap & JQueryUI this time, you can use it without any concern.
319
320```
321<script>
322$(document).ready(function(){
323 $('[data-toggle="popover"]').popover();
324});
325</script>
326```
327
Hao Zhu6f362bb2017-10-23 23:21:38 -0400328```{r}
329popover_dt <- data.frame(
330 position = c("top", "bottom", "right", "left"),
331 stringsAsFactors = FALSE
332)
333popover_dt$`Hover over these items` <- cell_spec(
334 paste("Message on", popover_dt$position), # Cell texts
335 popover = spec_popover(
336 content = popover_dt$position,
337 title = NULL, # title will add a Title Panel on top
338 position = popover_dt$position
339 ))
Hao Zhu6107f372018-05-21 00:23:26 -0400340kable(popover_dt, escape = FALSE) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400341 kable_styling("striped", full_width = FALSE)
342```
343
344## Links
Hao Zhu9567e632017-10-24 09:51:09 -0400345You 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.
346`text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`:
347`r text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`
Hao Zhu6f362bb2017-10-23 23:21:38 -0400348
Hao Zhu8b32b192017-10-24 14:51:48 -0400349## Integration with `formattable`
350You 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
351```{r, message = FALSE, warning=FALSE}
352library(formattable)
353mtcars[1:5, 1:4] %>%
354 mutate(
355 car = row.names(.),
356 mpg = color_tile("white", "orange")(mpg),
Hao Zhu6107f372018-05-21 00:23:26 -0400357 cyl = cell_spec(cyl, angle = (1:5)*60,
Hao Zhu8b32b192017-10-24 14:51:48 -0400358 background = "red", color = "white", align = "center"),
359 disp = ifelse(disp > 200,
Hao Zhu6107f372018-05-21 00:23:26 -0400360 cell_spec(disp, color = "red", bold = T),
361 cell_spec(disp, color = "green", italic = T)),
Hao Zhu8b32b192017-10-24 14:51:48 -0400362 hp = color_bar("lightgreen")(hp)
363 ) %>%
364 select(car, everything()) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400365 kable(escape = F) %>%
Hao Zhu8b32b192017-10-24 14:51:48 -0400366 kable_styling("hover", full_width = F) %>%
367 column_spec(5, width = "3cm") %>%
368 add_header_above(c(" ", "Hello" = 2, "World" = 2))
369```
370
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400371# Grouped Columns / Rows
372## Add header rows to group columns
Hao Zhu1fc48a62017-03-01 14:07:54 -0500373Tables 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)).
374```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400375kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500376 kable_styling("striped") %>%
377 add_header_above(c(" " = 1, "Group 1" = 2, "Group 2" = 2, "Group 3" = 2))
378```
379
Hao Zhu916c3662017-06-21 15:55:05 -0400380In 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 -0500381```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400382kable(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500383 kable_styling(c("striped", "bordered")) %>%
384 add_header_above(c(" ", "Group 1" = 2, "Group 2" = 2, "Group 3" = 2)) %>%
385 add_header_above(c(" ", "Group 4" = 4, "Group 5" = 2)) %>%
386 add_header_above(c(" ", "Group 6" = 6))
387```
388
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400389## Group rows via labeling
Hao Zhu72917f92019-03-15 18:41:42 -0400390Sometimes 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 -0400391```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400392kable(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400393 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400394 pack_rows("Group 1", 4, 7) %>%
395 pack_rows("Group 2", 8, 10)
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400396```
397
Hao Zhu72917f92019-03-15 18:41:42 -0400398Another 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 -0400399```{r, eval = F}
400# Not evaluated. This example generates the same table as above.
Hao Zhu6107f372018-05-21 00:23:26 -0400401kable(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400402 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400403 pack_rows(index = c(" " = 3, "Group 1" = 4, "Group 2" = 3))
Hao Zhu4840bc92017-09-15 15:55:05 -0400404```
405
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400406For advanced users, you can even define your own css for the group labeling.
407```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400408kable(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400409 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400410 pack_rows("Group 1", 3, 5, label_row_css = "background-color: #666; color: #fff;")
411```
412
413`r text_spec("Important Note!", bold = T, color = "#D7261E")`
414
415Note 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.**
416
417Alternatively, 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.
418
419```{r, eval=F}
420# Method 1
421pack_rows() # instead of group_rows()
422
423# Method 2
424library(dplyr)
425library(kableExtra)
426
427# Method 3
428conflicted::conflict_prefer("group_rows", "kableExtra", "dplyr")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400429```
430
431## Row indentation
Hao Zhu72917f92019-03-15 18:41:42 -0400432Unlike `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 -0400433For advanced users, you can even define your own css for the group labeling.
434```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400435kable(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400436 kable_styling("striped", full_width = F) %>%
437 add_indent(c(1, 3, 5))
438```
439
440## Group rows via multi-row cell
Hao Zhu72917f92019-03-15 18:41:42 -0400441Function `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 -0400442
443```{r}
444collapse_rows_dt <- data.frame(C1 = c(rep("a", 10), rep("b", 5)),
445 C2 = c(rep("c", 7), rep("d", 3), rep("c", 2), rep("d", 3)),
446 C3 = 1:15,
447 C4 = sample(c(0,1), 15, replace = TRUE))
Hao Zhu6107f372018-05-21 00:23:26 -0400448kable(collapse_rows_dt, align = "c") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400449 kable_styling(full_width = F) %>%
450 column_spec(1, bold = T) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400451 collapse_rows(columns = 1:2, valign = "top")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400452```
453
454# Table Footnote
Hao Zhu1fc48a62017-03-01 14:07:54 -0500455
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500456> Now it's recommended to use the new `footnote` function instead of `add_footnote` to make table footnotes.
457
458Documentations for `add_footnote` can be found [here](http://haozhu233.github.io/kableExtra/legacy_features#add_footnote).
459
460There 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 -0500461```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400462kable(dt, align = "c") %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500463 kable_styling(full_width = F) %>%
464 footnote(general = "Here is a general comments of the table. ",
465 number = c("Footnote 1; ", "Footnote 2; "),
466 alphabet = c("Footnote A; ", "Footnote B; "),
467 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2")
468 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500469```
470
Hao Zhu6107f372018-05-21 00:23:26 -0400471You 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 -0500472
Hao Zhu1fc48a62017-03-01 14:07:54 -0500473```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400474kable(dt, align = "c") %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500475 kable_styling(full_width = F) %>%
476 footnote(general = "Here is a general comments of the table. ",
477 number = c("Footnote 1; ", "Footnote 2; "),
478 alphabet = c("Footnote A; ", "Footnote B; "),
479 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2"),
480 general_title = "General: ", number_title = "Type I: ",
481 alphabet_title = "Type II: ", symbol_title = "Type III: ",
Hao Zhu6107f372018-05-21 00:23:26 -0400482 footnote_as_chunk = T, title_format = c("italic", "underline")
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500483 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500484```
485
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500486If 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 -0400487
Hao Zhu1fc48a62017-03-01 14:07:54 -0500488```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500489dt_footnote <- dt
490names(dt_footnote)[2] <- paste0(names(dt_footnote)[2],
491 footnote_marker_symbol(1))
492row.names(dt_footnote)[4] <- paste0(row.names(dt_footnote)[4],
493 footnote_marker_alphabet(1))
Hao Zhu6107f372018-05-21 00:23:26 -0400494kable(dt_footnote, align = "c",
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500495 # Remember this escape = F
496 escape = F) %>%
497 kable_styling(full_width = F) %>%
498 footnote(alphabet = "Footnote A; ",
499 symbol = "Footnote Symbol 1; ",
500 alphabet_title = "Type II: ", symbol_title = "Type III: ",
501 footnote_as_chunk = T)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500502```
Hao Zhuf9aa4c42017-05-22 15:53:35 -0400503
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400504# HTML Only Features
505## Scroll box
506If 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 -0400507
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400508When 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 -0400509
510```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400511kable(cbind(mtcars, mtcars)) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400512 kable_styling() %>%
513 scroll_box(width = "500px", height = "200px")
Hao Zhu6ff9d502017-06-13 17:13:03 -0400514```
Irene62a3b362018-04-17 15:20:43 -0700515
516<br>
517
518You can also specify width using a percentage.
519
520```{r}
Hao Zhu6107f372018-05-21 00:23:26 -0400521kable(cbind(mtcars, mtcars)) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400522 add_header_above(c("a" = 5, "b" = 18)) %>%
Irene62a3b362018-04-17 15:20:43 -0700523 kable_styling() %>%
524 scroll_box(width = "100%", height = "200px")
525```
Hao Zhu6107f372018-05-21 00:23:26 -0400526
Hao Zhu72917f92019-03-15 18:41:42 -0400527Starting from version 1.1.0, if you have a fixed-height box, the header row is fixed
528
Hao Zhu6107f372018-05-21 00:23:26 -0400529## Save HTML table directly
530If 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.
531```{r, eval=FALSE}
532kable(mtcars) %>%
533 kable_styling() %>%
534 save_kable(file = "table1.html", self_contained = T)
535```
536
537# From other packages
538Since 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.
539
540## `tables`
Hao Zhuec169362018-05-21 01:05:29 -0400541The 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 -0600542
543## `xtable`
544For `xtable` users, if you want to use `kableExtra` functions on that, check out this `xtable2kable()` function shipped with kableExtra 1.0.
545
546```{r, eval=F}
547# Not evaluating
548xtable::xtable(mtcars[1:4, 1:4], caption = "Hello xtable") %>%
549 xtable2kable() %>%
550 column_spec(1, color = "red")
551```