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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 Zhu4e34cd82020-08-19 01:54:23 -040030For users who are not very familiar with the pipe operator `%>%` in R, it is the R version of the [fluent interface](https://en.wikipedia.org/wiki/Fluent_interface). The ides is to pass the result along the chain for a more literal coding experience. Basically when we say `A %>% B`, technically it means sending the results of A to B as B's first argument.
31
Hao Zhu4b0c51e2017-08-01 15:21:07 -040032To 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)
33
Hao Zhu6107f372018-05-21 00:23:26 -040034There is also a Chinese version of this vignette. You can find it [here](http://haozhu233.github.io/kableExtra/awesome_table_in_html_cn.html)
35
Hao Zhu1fc48a62017-03-01 14:07:54 -050036# Installation
Hao Zhu1fc48a62017-03-01 14:07:54 -050037```r
Hao Zhu74eb6ad2017-03-04 09:32:37 -050038install.packages("kableExtra")
39
Hao Zhu1fc48a62017-03-01 14:07:54 -050040# For dev version
Hao Zhuf9aa4c42017-05-22 15:53:35 -040041# install.packages("devtools")
Hao Zhu1fc48a62017-03-01 14:07:54 -050042devtools::install_github("haozhu233/kableExtra")
43```
44# Getting Started
45Here we are using the first few columns and rows from dataset `mtcars`
46```{r}
47library(knitr)
48library(kableExtra)
49dt <- mtcars[1:5, 1:6]
50```
51
Hao Zhu8b16a6c2020-08-18 16:59:20 -040052> **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 -040053
Hao Zhu6107f372018-05-21 00:23:26 -040054
Hao Zhu8b16a6c2020-08-18 16:59:20 -040055**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 -050056
57```{r}
Hao Zhu6107f372018-05-21 00:23:26 -040058# If you are using kableExtra < 0.9.0, you are recommended to set a global option first.
59# options(knitr.table.format = "html")
Hao Zhu1fc48a62017-03-01 14:07:54 -050060## If you don't define format here, you'll need put `format = "html"` in every kable function.
61```
62
Hao Zhu4b0c51e2017-08-01 15:21:07 -040063## Basic HTML table
Hao Zhu1fc48a62017-03-01 14:07:54 -050064Basic HTML output of `kable` looks very crude. To the end, it's just a plain HTML table without any love from css.
65```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -040066kbl(dt)
Hao Zhu1fc48a62017-03-01 14:07:54 -050067```
68
Hao Zhu4b0c51e2017-08-01 15:21:07 -040069## Bootstrap theme
Hao Zhu1fc48a62017-03-01 14:07:54 -050070When 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.
71```{r}
Hao Zhuf03decd2017-09-13 10:45:44 -040072dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040073 kbl() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -050074 kable_styling()
75```
76
Hao Zhud7762a42020-08-10 09:05:47 -040077## Alternative themes
Hao Zhu33b865f2020-08-18 02:10:43 -040078`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.
79
80```{r}
81dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040082 kbl() %>%
Hao Zhu33b865f2020-08-18 02:10:43 -040083 kable_paper("hover")
84```
Hao Zhud7762a42020-08-10 09:05:47 -040085
86```{r}
87dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040088 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -040089 kable_classic()
90```
91
92```{r}
93dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -040094 kbl() %>%
Hao Zhud8a2e332020-08-11 01:26:32 -040095 kable_classic_2()
96```
97
98```{r}
99dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400100 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -0400101 kable_minimal()
102```
103
104```{r}
105dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400106 kbl() %>%
Hao Zhud7762a42020-08-10 09:05:47 -0400107 kable_material(c("striped", "hover"))
108```
109
Hao Zhu9bf19982020-08-11 00:50:33 -0400110```{r}
111dt %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400112 kbl() %>%
Hao Zhu9bf19982020-08-11 00:50:33 -0400113 kable_material_dark()
114```
115
Hao Zhud7762a42020-08-10 09:05:47 -0400116
117
Hao Zhu1fc48a62017-03-01 14:07:54 -0500118# Table Styles
Hao Zhu462b4492017-08-03 11:31:42 -0400119`kable_styling` offers a few other ways to customize the look of a HTML table.
Hao Zhu1fc48a62017-03-01 14:07:54 -0500120
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400121## Bootstrap table classes
Hao Zhue2706b32017-03-07 02:36:17 -0500122If 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 -0500123
124For example, to add striped lines (alternative row colors) to your table and you want to highlight the hovered row, you can simply type:
125```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400126kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500127 kable_styling(bootstrap_options = c("striped", "hover"))
128```
129
130The 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.
131```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400132kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500133 kable_styling(bootstrap_options = c("striped", "hover", "condensed"))
134```
135
136Tables 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.
137```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400138kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500139 kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"))
140```
141
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400142## Full width?
Hao Zhubf4cdc62017-03-02 22:26:29 -0500143By 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 -0500144```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400145kbl(dt) %>%
Hao Zhu33b865f2020-08-18 02:10:43 -0400146 kable_paper(bootstrap_options = "striped", full_width = F)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500147```
148
149## Position
150Table 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
151```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400152kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500153 kable_styling(bootstrap_options = "striped", full_width = F, position = "left")
154```
155
156Becides these three common options, you can also wrap text around the table using the `float-left` or `float-right` options.
157```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400158kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500159 kable_styling(bootstrap_options = "striped", full_width = F, position = "float_right")
160```
161Lorem 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.
162
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400163## Font size
Hao Zhu1fc48a62017-03-01 14:07:54 -0500164If 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.
165```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400166kbl(dt) %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500167 kable_styling(bootstrap_options = "striped", font_size = 7)
168```
169
Hao Zhu72917f92019-03-15 18:41:42 -0400170## Fixed Table Header Row
171If 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")`.
172
173```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400174kbl(mtcars[1:10, 1:5]) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400175 kable_styling(fixed_thead = T)
176```
177
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400178# Column / Row Specification
179## Column spec
Hao Zhu4840bc92017-09-15 15:55:05 -0400180When 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 -0400181
182Warning: If you have a super long table, you should be cautious when you use `column_spec` as the xml node modification takes time.
183
184```{r}
185text_tbl <- data.frame(
186 Items = c("Item 1", "Item 2", "Item 3"),
187 Features = c(
188 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin vehicula tempor ex. Morbi malesuada sagittis turpis, at venenatis nisl luctus a. ",
189 "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. ",
190 "Vivamus venenatis egestas eros ut tempus. Vivamus id est nisi. Aliquam molestie erat et sollicitudin venenatis. In ac lacus at velit scelerisque mattis. "
191 )
192)
193
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400194kbl(text_tbl) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400195 kable_styling(full_width = F) %>%
Hao Zhua44e3752017-09-05 12:56:19 -0400196 column_spec(1, bold = T, border_right = T) %>%
197 column_spec(2, width = "30em", background = "yellow")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400198```
199
Hao Zhu33b865f2020-08-18 02:10:43 -0400200> **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.
201
202```{r}
203mtcars[1:8, 1:8] %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400204 kbl() %>%
Hao Zhu33b865f2020-08-18 02:10:43 -0400205 kable_paper(full_width = F) %>%
206 column_spec(2, color = spec_color(mtcars$mpg[1:8]),
207 link = "https://haozhu233.github.io/kableExtra") %>%
208 column_spec(6, color = "white",
209 background = spec_color(mtcars$drat[1:8], end = 0.7),
210 popover = paste("am:", mtcars$am[1:8]))
211```
212
213You 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 -0400214
Hao Zhu0a0e8332017-08-03 13:21:29 -0400215## Row spec
Hao Zhu33b865f2020-08-18 02:10:43 -0400216Similar 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 -0400217
218```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400219kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400220 kable_styling("striped", full_width = F) %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400221 column_spec(5:7, bold = T) %>%
222 row_spec(3:5, bold = T, color = "white", background = "#D7261E")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400223```
224
Hao Zhu9ce317e2017-10-12 18:19:55 -0400225
Hao Zhu6f362bb2017-10-23 23:21:38 -0400226
227## Header Rows
228One special case of `row_spec` is that you can specify the format of the header row via `row_spec(row = 0, ...)`.
229```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400230kbl(dt) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400231 kable_styling("striped", full_width = F) %>%
232 row_spec(0, angle = -45)
Hao Zhu9ce317e2017-10-12 18:19:55 -0400233```
234
Hao Zhu6f362bb2017-10-23 23:21:38 -0400235# Cell/Text Specification
Hao Zhu33b865f2020-08-18 02:10:43 -0400236
237>**Key Update: As said before, if you are using kableExtra 1.2+, you are now recommended to used `column_spec` to do conditional formatting**.
238
Hao Zhu6f362bb2017-10-23 23:21:38 -0400239Function `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:
240* 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
241* `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.
242
243Currently, `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.
244
245## Conditional logic
246It is very easy to use `cell_spec` with conditional logic. Here is an example.
247```{r, message=FALSE, warning=FALSE}
248library(dplyr)
249mtcars[1:10, 1:2] %>%
250 mutate(
251 car = row.names(.),
Hao Zhu76762d82018-07-25 20:56:52 -0400252 mpg = cell_spec(mpg, "html", color = ifelse(mpg > 20, "red", "blue")),
253 cyl = cell_spec(cyl, "html", color = "white", align = "c", angle = 45,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400254 background = factor(cyl, c(4, 6, 8),
255 c("#666666", "#999999", "#BBBBBB")))
256 ) %>%
257 select(car, mpg, cyl) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400258 kbl(format = "html", escape = F) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400259 kable_styling("striped", full_width = F)
260```
261
262## Visualize data with Viridis Color
Hao Zhu33b865f2020-08-18 02:10:43 -0400263This 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 -0400264
265```{r}
266iris[1:10, ] %>%
267 mutate_if(is.numeric, function(x) {
Hao Zhu6107f372018-05-21 00:23:26 -0400268 cell_spec(x, bold = T,
Hao Zhu5ece06e2018-01-19 23:18:02 -0500269 color = spec_color(x, end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400270 font_size = spec_font_size(x))
271 }) %>%
272 mutate(Species = cell_spec(
Hao Zhu6107f372018-05-21 00:23:26 -0400273 Species, color = "white", bold = T,
Hao Zhu6f362bb2017-10-23 23:21:38 -0400274 background = spec_color(1:10, end = 0.9, option = "A", direction = -1)
275 )) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400276 kbl(escape = F, align = "c") %>%
Hao Zhu222cd7e2018-04-10 14:27:19 -0400277 kable_styling(c("striped", "condensed"), full_width = F)
Hao Zhu6f362bb2017-10-23 23:21:38 -0400278```
279
280In 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.
281
282## Text Specification
283If 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.
284
285An aliased function `text_spec` is also provided for a more literal writing experience. In HTML, there is no difference between these two functions.
286
287```{r}
288sometext <- strsplit(paste0(
Hao Zhu6290fdd2017-10-24 00:10:32 -0400289 "You can even try to make some crazy things like this paragraph. ",
Hao Zhu6a1cbb52017-10-24 15:54:50 -0400290 "It may seem like a useless feature right now but it's so cool ",
291 "and nobody can resist. ;)"
Hao Zhu6f362bb2017-10-23 23:21:38 -0400292), " ")[[1]]
293text_formatted <- paste(
Hao Zhu6107f372018-05-21 00:23:26 -0400294 text_spec(sometext, color = spec_color(1:length(sometext), end = 0.9),
Hao Zhu6f362bb2017-10-23 23:21:38 -0400295 font_size = spec_font_size(1:length(sometext), begin = 5, end = 20)),
296 collapse = " ")
297
298# To display the text, type `r text_formatted` outside of the chunk
299```
300`r text_formatted`
301
302## Tooltip
303It'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).
304
305Note 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.
306```
307<script>
308$(document).ready(function(){
309 $('[data-toggle="tooltip"]').tooltip();
310});
311</script>
312```
313
314In a rmarkdown document, you can just drop it outside of any R chunks. Unfortunately however, for rmarkdown pages with a **floating TOC** (like this page), you can't use bootstrap tooltips because there is a conflict in namespace between Bootstrap and JQueryUI (tocify.js). As a result, I can't provide a live demo here. If you want to have a tooltip together with a floating TOC, you should use `popover` which has a very similar effect.
315
316
317
318## Popover Message
319The popover message looks very similar with tooltip but it can hold more contents. Unlike tooltip which can minimally work without you manually enable that module, you **have to** enable the `popover` module to get it work. The upper side is that there is no conflict between Bootstrap & JQueryUI this time, you can use it without any concern.
320
321```
322<script>
323$(document).ready(function(){
324 $('[data-toggle="popover"]').popover();
325});
326</script>
327```
328
Hao Zhu6f362bb2017-10-23 23:21:38 -0400329```{r}
330popover_dt <- data.frame(
331 position = c("top", "bottom", "right", "left"),
332 stringsAsFactors = FALSE
333)
334popover_dt$`Hover over these items` <- cell_spec(
335 paste("Message on", popover_dt$position), # Cell texts
336 popover = spec_popover(
337 content = popover_dt$position,
338 title = NULL, # title will add a Title Panel on top
339 position = popover_dt$position
340 ))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400341kbl(popover_dt, escape = FALSE) %>%
Hao Zhu6f362bb2017-10-23 23:21:38 -0400342 kable_styling("striped", full_width = FALSE)
343```
344
345## Links
Hao Zhu9567e632017-10-24 09:51:09 -0400346You 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.
347`text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`:
348`r text_spec("Hover on me", link = "javascript:void(0)", popover = "Hello")`
Hao Zhu6f362bb2017-10-23 23:21:38 -0400349
Hao Zhu8b32b192017-10-24 14:51:48 -0400350## Integration with `formattable`
351You 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
352```{r, message = FALSE, warning=FALSE}
353library(formattable)
354mtcars[1:5, 1:4] %>%
355 mutate(
356 car = row.names(.),
357 mpg = color_tile("white", "orange")(mpg),
Hao Zhu6107f372018-05-21 00:23:26 -0400358 cyl = cell_spec(cyl, angle = (1:5)*60,
Hao Zhu8b32b192017-10-24 14:51:48 -0400359 background = "red", color = "white", align = "center"),
360 disp = ifelse(disp > 200,
Hao Zhu6107f372018-05-21 00:23:26 -0400361 cell_spec(disp, color = "red", bold = T),
362 cell_spec(disp, color = "green", italic = T)),
Hao Zhu8b32b192017-10-24 14:51:48 -0400363 hp = color_bar("lightgreen")(hp)
364 ) %>%
365 select(car, everything()) %>%
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400366 kbl(escape = F) %>%
Hao Zhu8b32b192017-10-24 14:51:48 -0400367 kable_styling("hover", full_width = F) %>%
368 column_spec(5, width = "3cm") %>%
369 add_header_above(c(" ", "Hello" = 2, "World" = 2))
370```
371
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400372# Grouped Columns / Rows
373## Add header rows to group columns
Hao Zhu1fc48a62017-03-01 14:07:54 -0500374Tables 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)).
375```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400376kbl(dt) %>%
377 kable_classic() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500378 add_header_above(c(" " = 1, "Group 1" = 2, "Group 2" = 2, "Group 3" = 2))
379```
380
Hao Zhu916c3662017-06-21 15:55:05 -0400381In 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 -0500382```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400383kbl(dt) %>%
384 kable_paper() %>%
Hao Zhu1fc48a62017-03-01 14:07:54 -0500385 add_header_above(c(" ", "Group 1" = 2, "Group 2" = 2, "Group 3" = 2)) %>%
386 add_header_above(c(" ", "Group 4" = 4, "Group 5" = 2)) %>%
387 add_header_above(c(" ", "Group 6" = 6))
388```
389
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400390## Group rows via labeling
Hao Zhu72917f92019-03-15 18:41:42 -0400391Sometimes 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 -0400392```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400393kbl(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400394 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400395 pack_rows("Group 1", 4, 7) %>%
396 pack_rows("Group 2", 8, 10)
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400397```
398
Hao Zhu72917f92019-03-15 18:41:42 -0400399Another 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 -0400400```{r, eval = F}
401# Not evaluated. This example generates the same table as above.
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400402kbl(mtcars[1:10, 1:6], caption = "Group Rows") %>%
Hao Zhu4840bc92017-09-15 15:55:05 -0400403 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400404 pack_rows(index = c(" " = 3, "Group 1" = 4, "Group 2" = 3))
Hao Zhu4840bc92017-09-15 15:55:05 -0400405```
406
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400407For advanced users, you can even define your own css for the group labeling.
408```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400409kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400410 kable_styling("striped", full_width = F) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400411 pack_rows("Group 1", 3, 5, label_row_css = "background-color: #666; color: #fff;")
412```
413
414`r text_spec("Important Note!", bold = T, color = "#D7261E")`
415
416Note 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.**
417
418Alternatively, 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.
419
420```{r, eval=F}
421# Method 1
422pack_rows() # instead of group_rows()
423
424# Method 2
425library(dplyr)
426library(kableExtra)
427
428# Method 3
429conflicted::conflict_prefer("group_rows", "kableExtra", "dplyr")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400430```
431
432## Row indentation
Hao Zhu72917f92019-03-15 18:41:42 -0400433Unlike `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 -0400434For advanced users, you can even define your own css for the group labeling.
435```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400436kbl(dt) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400437 kable_styling("striped", full_width = F) %>%
438 add_indent(c(1, 3, 5))
439```
440
441## Group rows via multi-row cell
Hao Zhu72917f92019-03-15 18:41:42 -0400442Function `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 -0400443
444```{r}
445collapse_rows_dt <- data.frame(C1 = c(rep("a", 10), rep("b", 5)),
446 C2 = c(rep("c", 7), rep("d", 3), rep("c", 2), rep("d", 3)),
447 C3 = 1:15,
448 C4 = sample(c(0,1), 15, replace = TRUE))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400449kbl(collapse_rows_dt, align = "c") %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400450 kable_styling(full_width = F) %>%
451 column_spec(1, bold = T) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400452 collapse_rows(columns = 1:2, valign = "top")
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400453```
454
455# Table Footnote
Hao Zhu1fc48a62017-03-01 14:07:54 -0500456
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500457> Now it's recommended to use the new `footnote` function instead of `add_footnote` to make table footnotes.
458
459Documentations for `add_footnote` can be found [here](http://haozhu233.github.io/kableExtra/legacy_features#add_footnote).
460
461There 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 -0500462```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400463kbl(dt, align = "c") %>%
464 kable_classic(full_width = F) %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500465 footnote(general = "Here is a general comments of the table. ",
466 number = c("Footnote 1; ", "Footnote 2; "),
467 alphabet = c("Footnote A; ", "Footnote B; "),
468 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2")
469 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500470```
471
Hao Zhu6107f372018-05-21 00:23:26 -0400472You 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 -0500473
Hao Zhu1fc48a62017-03-01 14:07:54 -0500474```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400475kbl(dt, align = "c") %>%
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500476 kable_styling(full_width = F) %>%
477 footnote(general = "Here is a general comments of the table. ",
478 number = c("Footnote 1; ", "Footnote 2; "),
479 alphabet = c("Footnote A; ", "Footnote B; "),
480 symbol = c("Footnote Symbol 1; ", "Footnote Symbol 2"),
481 general_title = "General: ", number_title = "Type I: ",
482 alphabet_title = "Type II: ", symbol_title = "Type III: ",
Hao Zhu6107f372018-05-21 00:23:26 -0400483 footnote_as_chunk = T, title_format = c("italic", "underline")
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500484 )
Hao Zhu1fc48a62017-03-01 14:07:54 -0500485```
486
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500487If 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 -0400488
Hao Zhu1fc48a62017-03-01 14:07:54 -0500489```{r}
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500490dt_footnote <- dt
491names(dt_footnote)[2] <- paste0(names(dt_footnote)[2],
492 footnote_marker_symbol(1))
493row.names(dt_footnote)[4] <- paste0(row.names(dt_footnote)[4],
494 footnote_marker_alphabet(1))
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400495kbl(dt_footnote, align = "c",
Hao Zhu4f8eaa22018-01-11 16:14:25 -0500496 # Remember this escape = F
497 escape = F) %>%
498 kable_styling(full_width = F) %>%
499 footnote(alphabet = "Footnote A; ",
500 symbol = "Footnote Symbol 1; ",
501 alphabet_title = "Type II: ", symbol_title = "Type III: ",
502 footnote_as_chunk = T)
Hao Zhu1fc48a62017-03-01 14:07:54 -0500503```
Hao Zhuf9aa4c42017-05-22 15:53:35 -0400504
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400505# HTML Only Features
506## Scroll box
507If 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 -0400508
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400509When 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 -0400510
511```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400512kbl(cbind(mtcars, mtcars)) %>%
Hao Zhu4b0c51e2017-08-01 15:21:07 -0400513 kable_styling() %>%
514 scroll_box(width = "500px", height = "200px")
Hao Zhu6ff9d502017-06-13 17:13:03 -0400515```
Irene62a3b362018-04-17 15:20:43 -0700516
517<br>
518
519You can also specify width using a percentage.
520
521```{r}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400522kbl(cbind(mtcars, mtcars)) %>%
Hao Zhu72917f92019-03-15 18:41:42 -0400523 add_header_above(c("a" = 5, "b" = 18)) %>%
Irene62a3b362018-04-17 15:20:43 -0700524 kable_styling() %>%
525 scroll_box(width = "100%", height = "200px")
526```
Hao Zhu6107f372018-05-21 00:23:26 -0400527
Hao Zhu72917f92019-03-15 18:41:42 -0400528Starting from version 1.1.0, if you have a fixed-height box, the header row is fixed
529
Hao Zhu6107f372018-05-21 00:23:26 -0400530## Save HTML table directly
531If 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.
532```{r, eval=FALSE}
Hao Zhu8b16a6c2020-08-18 16:59:20 -0400533kbl(mtcars) %>%
Hao Zhu6107f372018-05-21 00:23:26 -0400534 kable_styling() %>%
535 save_kable(file = "table1.html", self_contained = T)
536```
537
Hao Zhu8f46db82020-08-18 21:48:23 -0400538## Use it with sparkline
539Well, 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/)
540
541```{r}
542library(sparkline)
543sparkline(0)
544```
545
546```{r}
547spk_dt <- data.frame(
548 var = c("mpg", "wt"),
549 sparkline = c(spk_chr(mtcars$mpg), spk_chr(mtcars$wt))
550)
551
552kbl(spk_dt, escape = F) %>%
553 kable_paper(full_width = F)
554```
555
556
557
Hao Zhu6107f372018-05-21 00:23:26 -0400558# From other packages
559Since 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.
560
561## `tables`
Hao Zhuec169362018-05-21 01:05:29 -0400562The 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 -0600563
564## `xtable`
565For `xtable` users, if you want to use `kableExtra` functions on that, check out this `xtable2kable()` function shipped with kableExtra 1.0.
566
567```{r, eval=F}
568# Not evaluating
569xtable::xtable(mtcars[1:4, 1:4], caption = "Hello xtable") %>%
570 xtable2kable() %>%
571 column_spec(1, color = "red")
572```