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<!DOCTYPE html>
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<head>
<title>Why R? Webinar 037</title>
<meta charset="utf-8" />
<meta name="author" content="David Gohel" />
<meta name="date" content="2021-03-11" />
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class: center, middle, inverse, title-slide
# Why R? Webinar 037
## Tabular reporting with the flextable package
### David Gohel
### 2021-03-11
---
# About me
.pull-left[
.center[
Me and my family
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Some of my open source
[<img src="static/assets/img/ggiraphlogo.svg" style="height:3.5em;">](https://CRAN.R-project.org/package=ggiraph) [<img src="static/assets/img/officerlogo.svg" style="height:3.5em;">](https://CRAN.R-project.org/package=officer) [<img src="static/assets/img/flextable-logo.png" style="height:3.5em;">](https://CRAN.R-project.org/package=flextable) [<img src="static/assets/img/logo-officedown.svg" style="height:3.5em;">](https://CRAN.R-project.org/package=officedown) [<img src="static/assets/img/logo-fpeek.svg" style="height:3.5em;">](https://CRAN.R-project.org/package=fpeek)
Funder of
Based in Paris, France
]
]
.pull-right[
[at https://www.ardata.fr](https://www.ardata.fr)
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 581 512" class="rfa" style="height:1.7em;fill:currentColor;position:relative;"><path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"/></svg> package development, deploiement, support, migration, shiny development
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:1.7em;fill:currentColor;position:relative;"><path d="M480 160H32c-17.673 0-32-14.327-32-32V64c0-17.673 14.327-32 32-32h448c17.673 0 32 14.327 32 32v64c0 17.673-14.327 32-32 32zm-48-88c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24zm-64 0c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24zm112 248H32c-17.673 0-32-14.327-32-32v-64c0-17.673 14.327-32 32-32h448c17.673 0 32 14.327 32 32v64c0 17.673-14.327 32-32 32zm-48-88c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24zm-64 0c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24zm112 248H32c-17.673 0-32-14.327-32-32v-64c0-17.673 14.327-32 32-32h448c17.673 0 32 14.327 32 32v64c0 17.673-14.327 32-32 32zm-48-88c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24zm-64 0c-13.255 0-24 10.745-24 24s10.745 24 24 24 24-10.745 24-24-10.745-24-24-24z"/></svg> scientific cloud computing environment (jupyterhub, RStudio, ...)
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="rfa" style="height:1.7em;fill:currentColor;position:relative;"><path d="M208 352c-2.39 0-4.78.35-7.06 1.09C187.98 357.3 174.35 360 160 360c-14.35 0-27.98-2.7-40.95-6.91-2.28-.74-4.66-1.09-7.05-1.09C49.94 352-.33 402.48 0 464.62.14 490.88 21.73 512 48 512h224c26.27 0 47.86-21.12 48-47.38.33-62.14-49.94-112.62-112-112.62zm-48-32c53.02 0 96-42.98 96-96s-42.98-96-96-96-96 42.98-96 96 42.98 96 96 96zM592 0H208c-26.47 0-48 22.25-48 49.59V96c23.42 0 45.1 6.78 64 17.8V64h352v288h-64v-64H384v64h-76.24c19.1 16.69 33.12 38.73 39.69 64H592c26.47 0 48-22.25 48-49.59V49.59C640 22.25 618.47 0 592 0z"/></svg> R Trainings
]
---
class: middle, center
# Short introduction to 
---
## Why flextable?
* Tables, just like graphs, can be a very good way to provide
synthetic and clear information.
* They are easy to read by our public.
* They must be easy to produce from R.
* My customers always ask for nice tables, in Word, PowerPoint
or HTML (not so much for PDF).
---
## Package overview
.card.noborder[
.card.width-50[
.section[**1 - Extensive formatting capabilities**]
.section.font-sm[
The package offers a flexible and rich syntax allowing:
* merging cells,
* add header lines,
* change formats,
* modify the display of the data in the table .
.hline[]
.font-sm[
plus mix text, images, ggplot, hyperlinks
]
]
]
.card.width-46[
.section[**2 - Publication-Quality**]
.section.font-sm[
.font-sm[
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:1.1em;fill:#C32900;position:relative;"><path d="M0 252.118V48C0 21.49 21.49 0 48 0h204.118a48 48 0 0 1 33.941 14.059l211.882 211.882c18.745 18.745 18.745 49.137 0 67.882L293.823 497.941c-18.745 18.745-49.137 18.745-67.882 0L14.059 286.059A48 48 0 0 1 0 252.118zM112 64c-26.51 0-48 21.49-48 48s21.49 48 48 48 48-21.49 48-48-21.49-48-48-48z"/></svg> Support for caption and cross-references in HTML, Word and PDF
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="rfa" style="height:1.1em;fill:#C32900;position:relative;"><path d="M278.9 511.5l-61-17.7c-6.4-1.8-10-8.5-8.2-14.9L346.2 8.7c1.8-6.4 8.5-10 14.9-8.2l61 17.7c6.4 1.8 10 8.5 8.2 14.9L293.8 503.3c-1.9 6.4-8.5 10.1-14.9 8.2zm-114-112.2l43.5-46.4c4.6-4.9 4.3-12.7-.8-17.2L117 256l90.6-79.7c5.1-4.5 5.5-12.3.8-17.2l-43.5-46.4c-4.5-4.8-12.1-5.1-17-.5L3.8 247.2c-5.1 4.7-5.1 12.8 0 17.5l144.1 135.1c4.9 4.6 12.5 4.4 17-.5zm327.2.6l144.1-135.1c5.1-4.7 5.1-12.8 0-17.5L492.1 112.1c-4.8-4.5-12.4-4.3-17 .5L431.6 159c-4.6 4.9-4.3 12.7.8 17.2L523 256l-90.6 79.7c-5.1 4.5-5.5 12.3-.8 17.2l43.5 46.4c4.5 4.9 12.1 5.1 17 .6z"/></svg> Everything can be coded, no "copy paste your table"
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:1.1em;fill:#C32900;position:relative;"><path d="M475.115 163.781L336 252.309v-68.28c0-18.916-20.931-30.399-36.885-20.248L160 252.309V56c0-13.255-10.745-24-24-24H24C10.745 32 0 42.745 0 56v400c0 13.255 10.745 24 24 24h464c13.255 0 24-10.745 24-24V184.029c0-18.917-20.931-30.399-36.885-20.248z"/></svg> Already used by CRO,
pharmaceutical companies, public health institutes, ...
]
]
]
.card.width-36[
.section[**3 - Static tables**]
.section.font-sm[
A flextable is a static table that shows the data contained in a **data.frame**,
.hline[]
.font-sm[
or that shows a view of data transformed by **as_flextable**.
]
]
]
.card.width-30[
.section[**4 - Supported outputs**]
.section.font-sm[
.hline[]
.font-sm[
&#43; support for png output via webshot
]
]
]
.card.width-28[
.section[**5 - Documentation**]
.section.font-sm[
A detailed&nbsp;<a href="https://ardata-fr.github.io/flextable-book/">documentation</a> with many illustrations is available, made with
<img src="static/assets/img/bookdown-logo.png" style="width:75px;">
]
]
]
---
## History
.bigul[
* **2017-03-28**: first realease on CRAN, support officer and HTML R Markdown.
Idea was to replace `ReporteRs::FlexTable`.
* **2017-10-30**: Merge pull request #37 from mnazarov/master.
Added functionality to insert flextable's in R Markdown for docx output.
* **2017-11-22**: R Markdown support for pptx output.
* **2019-01-29**: Refactor internals and add `flextable::compose` (for complex formatting)
]
---
## A first example
```r
flextable(airquality[ sample.int(5),]) %>%
add_header_row(colwidths = c(4, 2), values = c("Air quality", "Time")) %>%
theme_vanilla() %>%
add_footer_lines("Daily measurements in New York, May to September 1973.") %>%
color(part = "footer", color = "#666666") %>%
set_caption(caption = "New York Air Quality Measurements")
```
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</style><div class="tabwid"><style>.cl-c0bfe050{border-collapse:collapse;}.cl-c0b91892{font-family:'Roboto';font-size:11pt;font-weight:bold;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c0b918c4{font-family:'Roboto';font-size:11pt;font-weight:normal;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c0b93ad4{margin:0;text-align:right;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c0b93ae8{margin:0;text-align:left;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c0b982f0{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0b98304{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0b9830e{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0b98318{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0 solid rgba(255, 255, 255, 0.00);border-top: 0 solid rgba(255, 255, 255, 0.00);border-left: 0 solid rgba(255, 255, 255, 0.00);border-right: 0 solid rgba(255, 255, 255, 0.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0b98322{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c0bfe050'><caption class="Table Caption">New York Air Quality Measurements</caption><thead><tr style="overflow-wrap:break-word;"><td colspan="4"class="cl-c0b98322"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Air quality</span></p></td><td colspan="2"class="cl-c0b98322"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Time</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Ozone</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Solar.R</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Wind</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Temp</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Month</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b91892">Day</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">41</span></p></td><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">190</span></p></td><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">7.4</span></p></td><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">67</span></p></td><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td><td class="cl-c0b982f0"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">1</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">36</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">118</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">8.0</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">72</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">2</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">18</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">313</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">11.5</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">62</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">4</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">12</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">149</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">12.6</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">74</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td><td class="cl-c0b98304"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">3</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">&lt;na&gt;</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">&lt;na&gt;</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">14.3</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">56</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td><td class="cl-c0b9830e"><p class="cl-c0b93ad4"><span class="cl-c0b918c4">5</span></p></td></tr></tbody><tfoot><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c0b98318"><p class="cl-c0b93ae8"><span class="cl-c0b918c4">Daily measurements in New York, May to September 1973.</span></p></td></tr></tfoot></table></div></template>
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---
class: center, middle
# Principles
---
## Parts of a flextable
A flextable is composed of 3 parts:
.pull-left[
]
.pull-right[
**header**: by default, there is only one line containing
the names of the data.frame columns.
**body**: contains the data from the data.frame.
**footer**: by default, this part is not available, but it
may contain footnotes and any other content.
.oc-bg-gray-0[part=all] <==> .oc-bg-pink-3[header + body + footer]
]
---
## Columns to display
.pull-left[
* The `col_keys` argument of the `flextable` function allows to select the columns
of the data.frame to be displayed.
* The other columns can however be used later.
* If a column is filled in the argument but does not exist, an empty column will
be created.
]
.pull-right[
```r
dat <- head(airquality, n = 3)
flextable(dat)
```
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.pull-left[
```r
flextable(data = dat,
col_keys = c("Ozone", "Temp",
"Month", "Day"))
```
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</style><div class="tabwid"><style>.cl-c0e4f264{border-collapse:collapse;}.cl-c0dbb280{font-family:'Roboto';font-size:11pt;font-weight:bold;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c0dbb29e{font-family:'Roboto';font-size:11pt;font-weight:normal;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c0dbbfdc{margin:0;text-align:right;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c0dbe4d0{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0dbe4e4{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0dbe4ee{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0dbe4f8{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c0e4f264'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c0dbe4f8"><p class="cl-c0dbbfdc"><span class="cl-c0dbb280">Ozone</span></p></td><td class="cl-c0dbe4f8"><p class="cl-c0dbbfdc"><span class="cl-c0dbb280">Temp</span></p></td><td class="cl-c0dbe4f8"><p class="cl-c0dbbfdc"><span class="cl-c0dbb280">Month</span></p></td><td class="cl-c0dbe4f8"><p class="cl-c0dbbfdc"><span class="cl-c0dbb280">Day</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c0dbe4d0"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">41</span></p></td><td class="cl-c0dbe4d0"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">67</span></p></td><td class="cl-c0dbe4d0"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">5</span></p></td><td class="cl-c0dbe4d0"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">1</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0dbe4e4"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">36</span></p></td><td class="cl-c0dbe4e4"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">72</span></p></td><td class="cl-c0dbe4e4"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">5</span></p></td><td class="cl-c0dbe4e4"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">2</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0dbe4ee"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">12</span></p></td><td class="cl-c0dbe4ee"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">74</span></p></td><td class="cl-c0dbe4ee"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">5</span></p></td><td class="cl-c0dbe4ee"><p class="cl-c0dbbfdc"><span class="cl-c0dbb29e">3</span></p></td></tr></tbody></table></div></template>
<div class="flextable-shadow-host" id="7149b712-07b1-4bcd-8df8-dcc5fe91d97c"></div>
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.pull-right[
```r
flextable(data = dat,
col_keys = c("Month", "Day",
"dummy", "Ozone"))
```
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1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0efc482{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0efc483{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0efc48c{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0efc496{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c0efc497{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c0f50dde'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c0efc496"><p class="cl-c0ef9a52"><span class="cl-c0ef8ca6">Month</span></p></td><td class="cl-c0efc496"><p class="cl-c0ef9a52"><span class="cl-c0ef8ca6">Day</span></p></td><td class="cl-c0efc497"><p class="cl-c0ef9a66"><span class="cl-c0ef8ca6"></span></p></td><td class="cl-c0efc496"><p class="cl-c0ef9a52"><span class="cl-c0ef8ca6">Ozone</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c0efc45a"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">5</span></p></td><td class="cl-c0efc45a"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">1</span></p></td><td class="cl-c0efc46e"><p class="cl-c0ef9a66"><span class="cl-c0ef8cba"></span></p></td><td class="cl-c0efc45a"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">41</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0efc478"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">5</span></p></td><td class="cl-c0efc478"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">2</span></p></td><td class="cl-c0efc482"><p class="cl-c0ef9a66"><span class="cl-c0ef8cba"></span></p></td><td class="cl-c0efc478"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">36</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c0efc483"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">5</span></p></td><td class="cl-c0efc483"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">3</span></p></td><td class="cl-c0efc48c"><p class="cl-c0ef9a66"><span class="cl-c0ef8cba"></span></p></td><td class="cl-c0efc483"><p class="cl-c0ef9a52"><span class="cl-c0ef8cba">12</span></p></td></tr></tbody></table></div></template>
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---
## Selectors
.pull-left[
**Selectors** let you select rows and or columns where operations will be applied.
They are available to format (change color, background color, borders), define
the content of the cells, merge cells, ...
The `i` selector corresponds to the rows and the `j` selector corresponds to the columns. They can be expressed in different ways:
* as a formula: `i = ~ col %in% "xxx"`, `j = ~ col1 + col2`.
* as a character vector: `j = c("x", "y")`.
* as an integer vector: `i = 1:3`, `j = 1:3`.
* as a logical vector: `i = c(TRUE, FALSE)`, `j = c(TRUE, FALSE)`.
]
.pull-right[
```r
ft <- flextable(dat)
ft %>%
color(
* i = ~ Ozone < 40,
* j = c("Ozone", "Solar.R"),
color = "orange")
```
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---
## Cell content
By default, the cells of the flextable are filled with
the content of the data.frame cells.
.pull-left[
```r
ft <- flextable(dat)
ft
```
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</style><div class="tabwid"><style>.cl-c1187a30{border-collapse:collapse;}.cl-c112fede{font-family:'Roboto';font-size:11pt;font-weight:bold;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c112fefc{font-family:'Roboto';font-size:11pt;font-weight:normal;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c1130cc6{margin:0;text-align:right;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c11334d0{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c11334ee{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c11334f8{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c11334f9{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c1187a30'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Ozone</span></p></td><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Solar.R</span></p></td><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Wind</span></p></td><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Temp</span></p></td><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Month</span></p></td><td class="cl-c11334f9"><p class="cl-c1130cc6"><span class="cl-c112fede">Day</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">41</span></p></td><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">190</span></p></td><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">7.4</span></p></td><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">67</span></p></td><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">5</span></p></td><td class="cl-c11334d0"><p class="cl-c1130cc6"><span class="cl-c112fefc">1</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">36</span></p></td><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">118</span></p></td><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">8.0</span></p></td><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">72</span></p></td><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">5</span></p></td><td class="cl-c11334ee"><p class="cl-c1130cc6"><span class="cl-c112fefc">2</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">12</span></p></td><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">149</span></p></td><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">12.6</span></p></td><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">74</span></p></td><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">5</span></p></td><td class="cl-c11334f8"><p class="cl-c1130cc6"><span class="cl-c112fefc">3</span></p></td></tr></tbody></table></div></template>
<div class="flextable-shadow-host" id="ea0858ae-7f20-407a-8b44-aa67935ace52"></div>
<script>
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```r
ft <- colformat_double(ft, digits = 2) %>%
colformat_int(prefix = "#")
ft
```
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</style><div class="tabwid"><style>.cl-c125c8ca{border-collapse:collapse;}.cl-c12056d8{font-family:'Roboto';font-size:11pt;font-weight:bold;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c12056f6{font-family:'Roboto';font-size:11pt;font-weight:normal;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c12064b6{margin:0;text-align:right;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c1208bc6{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c1208bda{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c1208be4{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c1208bee{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c125c8ca'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Ozone</span></p></td><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Solar.R</span></p></td><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Wind</span></p></td><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Temp</span></p></td><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Month</span></p></td><td class="cl-c1208bee"><p class="cl-c12064b6"><span class="cl-c12056d8">Day</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">#41</span></p></td><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">#190</span></p></td><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">7.40</span></p></td><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">#67</span></p></td><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">#5</span></p></td><td class="cl-c1208bc6"><p class="cl-c12064b6"><span class="cl-c12056f6">#1</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">#36</span></p></td><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">#118</span></p></td><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">8.00</span></p></td><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">#72</span></p></td><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">#5</span></p></td><td class="cl-c1208bda"><p class="cl-c12064b6"><span class="cl-c12056f6">#2</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">#12</span></p></td><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">#149</span></p></td><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">12.60</span></p></td><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">#74</span></p></td><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">#5</span></p></td><td class="cl-c1208be4"><p class="cl-c12064b6"><span class="cl-c12056f6">#3</span></p></td></tr></tbody></table></div></template>
<div class="flextable-shadow-host" id="a89543a1-7a8a-4a5d-b69a-befdf5f48c23"></div>
<script>
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]
.pull-right[
You can change the displayed content of a cell with the following functions :
* `colformat_double`, to define how to display `double` columns,
* `colformat_int`, to define how to display `int` columns,
* `colformat_char`, to define how to display `character` columns,
* `colformat_datetime()` & `colformat_date()`,
* `colformat_image()`,
* `colformat_lgl()`,
* `colformat_num()`
]
---
## Cell with multi-content
The cells of the flextable are filled with more than a *content*.
.pull-left[
```r
ft <- flextable(dat,
col_keys = c("Month", "Day", "Solar.R"))
ft <- compose(ft,
j = "Solar.R",
* value = as_paragraph(
* Solar.R, " (", as_b(Ozone), ")"
* )
)
ft
```
<template id="8e2fb071-5488-4c39-9de5-dd35d7ab6f96"><style>
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.tabwid thead {
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.tabwid tfoot {
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}
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background-color: transparent;
}
</style><div class="tabwid"><style>.cl-c136ba40{border-collapse:collapse;}.cl-c131c8fa{font-family:'Roboto';font-size:11pt;font-weight:bold;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c131c918{font-family:'Roboto';font-size:11pt;font-weight:normal;font-style:normal;text-decoration:none;color:rgba(102, 102, 102, 1.00);background-color:transparent;}.cl-c131d728{margin:0;text-align:right;border-bottom: 0 solid rgba(0, 0, 0, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);padding-bottom:5pt;padding-top:5pt;padding-left:5pt;padding-right:5pt;line-height: 1;background-color:transparent;}.cl-c131fbfe{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0 solid rgba(0, 0, 0, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c131fc12{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 0.5pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c131fc1c{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 0.5pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}.cl-c131fc26{width:54pt;background-color:transparent;vertical-align: middle;border-bottom: 2pt solid rgba(102, 102, 102, 1.00);border-top: 2pt solid rgba(102, 102, 102, 1.00);border-left: 0 solid rgba(0, 0, 0, 1.00);border-right: 0 solid rgba(0, 0, 0, 1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c136ba40'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c131fc26"><p class="cl-c131d728"><span class="cl-c131c8fa">Month</span></p></td><td class="cl-c131fc26"><p class="cl-c131d728"><span class="cl-c131c8fa">Day</span></p></td><td class="cl-c131fc26"><p class="cl-c131d728"><span class="cl-c131c8fa">Solar.R</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c131fbfe"><p class="cl-c131d728"><span class="cl-c131c918">5</span></p></td><td class="cl-c131fbfe"><p class="cl-c131d728"><span class="cl-c131c918">1</span></p></td><td class="cl-c131fbfe"><p class="cl-c131d728"><span class="cl-c131c918">190</span><span class="cl-c131c918"> (</span><span class="cl-c131c8fa">41</span><span class="cl-c131c918">)</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c131fc12"><p class="cl-c131d728"><span class="cl-c131c918">5</span></p></td><td class="cl-c131fc12"><p class="cl-c131d728"><span class="cl-c131c918">2</span></p></td><td class="cl-c131fc12"><p class="cl-c131d728"><span class="cl-c131c918">118</span><span class="cl-c131c918"> (</span><span class="cl-c131c8fa">36</span><span class="cl-c131c918">)</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c131fc1c"><p class="cl-c131d728"><span class="cl-c131c918">5</span></p></td><td class="cl-c131fc1c"><p class="cl-c131d728"><span class="cl-c131c918">3</span></p></td><td class="cl-c131fc1c"><p class="cl-c131d728"><span class="cl-c131c918">149</span><span class="cl-c131c918"> (</span><span class="cl-c131c8fa">12</span><span class="cl-c131c918">)</span></p></td></tr></tbody></table></div></template>
<div class="flextable-shadow-host" id="995a12c1-6606-436e-bbb5-f58968625d9b"></div>
<script>
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]
.pull-right[
```r
ft <- compose(ft,
j = "Solar.R", i = 1, part = "header",
* value = as_paragraph(
* as_i("Solar"), " ",
* colorize(as_sup("R"), "red"))
)
ft
```
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margin-left:auto;
margin-right:auto;
border-width: 0;
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margin-bottom: 1.275em;
border-spacing: 0;
border-color: transparent;
}
.tabwid_left table{
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---
## As flextable
Function `as_flextable` is a generic function to cast objects into flextable.
So far, this method exist for objects `lm`, `glm`, `mgcv::gam`, `xtable`, `htest`, `as_grouped_data`.
```r
dat <- attitude
dat$high.rating <- (dat$rating > 70)
probit.model <- glm(high.rating ~ learning + critical +
advance, data=dat, family = binomial(link = "probit"))
*ft <- as_flextable(probit.model)
ft
```
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1.00);margin-bottom:0;margin-top:0;margin-left:0;margin-right:0;}</style><table class='cl-c1876044'><thead><tr style="overflow-wrap:break-word;"><td class="cl-c1800c9a"><p class="cl-c17fc190"><span class="cl-c17faf98"></span></p></td><td class="cl-c1800c69"><p class="cl-c17fc1a4"><span class="cl-c17faf98">Estimate</span></p></td><td class="cl-c1800c90"><p class="cl-c17fc1a4"><span class="cl-c17faf98">Standard Error</span></p></td><td class="cl-c1800c7c"><p class="cl-c17fc1a4"><span class="cl-c17faf98">z value</span></p></td><td class="cl-c1800c86"><p class="cl-c17fc1a4"><span class="cl-c17faf98">Pr(&gt;|z|)</span></p></td><td class="cl-c1800c72"><p class="cl-c17fc190"><span class="cl-c17faf98">Signif.</span></p></td></tr></thead><tbody><tr style="overflow-wrap:break-word;"><td class="cl-c1800b6e"><p class="cl-c17fc190"><span class="cl-c17fafb6">(Intercept)</span></p></td><td class="cl-c1800b50"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-7.476</span></p></td><td class="cl-c1800b32"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">3.570</span></p></td><td class="cl-c1800b5a"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-2.094</span></p></td><td class="cl-c1800b78"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.0362</span></p></td><td class="cl-c1800b64"><p class="cl-c17fc190"><span class="cl-c17fafb6">*</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c1800baa"><p class="cl-c17fc190"><span class="cl-c17fafb6">learning</span></p></td><td class="cl-c1800ba0"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.164</span></p></td><td class="cl-c1800b96"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.053</span></p></td><td class="cl-c1800b79"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">3.079</span></p></td><td class="cl-c1800b82"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.0021</span></p></td><td class="cl-c1800b8c"><p class="cl-c17fc190"><span class="cl-c17fafb6">**</span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c1800bb4"><p class="cl-c17fc190"><span class="cl-c17fafb6">critical</span></p></td><td class="cl-c1800bab"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-0.001</span></p></td><td class="cl-c1800bc8"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.044</span></p></td><td class="cl-c1800bdc"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-0.013</span></p></td><td class="cl-c1800bd2"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.9896</span></p></td><td class="cl-c1800bbe"><p class="cl-c17fc190"><span class="cl-c17fafb6"></span></p></td></tr><tr style="overflow-wrap:break-word;"><td class="cl-c1800bfa"><p class="cl-c17fc190"><span class="cl-c17fafb6">advance</span></p></td><td class="cl-c1800bf0"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-0.062</span></p></td><td class="cl-c1800c05"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.042</span></p></td><td class="cl-c1800bdd"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">-1.472</span></p></td><td class="cl-c1800c04"><p class="cl-c17fc1a4"><span class="cl-c17fafb6">0.1410</span></p></td><td class="cl-c1800be6"><p class="cl-c17fc190"><span class="cl-c17fafb6"></span></p></td></tr></tbody><tfoot><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c1800c36"><p class="cl-c17fc1a4"><span class="cl-c17fafc0">Signif. codes: 0 &lt;= '***' &lt; 0.001 &lt; '**' &lt; 0.01 &lt; '*' &lt; 0.05 &lt; '.' &lt; 0.1 &lt; '' &lt; 1</span></p></td></tr><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c1800c4a"><p class="cl-c17fc190"><span class="cl-c17fafb6"> </span></p></td></tr><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c1800c4a"><p class="cl-c17fc190"><span class="cl-c17fafb6">(Dispersion parameter for binomial family taken to be 1)</span></p></td></tr><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c1800c4a"><p class="cl-c17fc190"><span class="cl-c17fafb6">Null deviance: 38.19 on 29 degrees of freedom</span></p></td></tr><tr style="overflow-wrap:break-word;"><td colspan="6"class="cl-c1800c4a"><p class="cl-c17fc190"><span class="cl-c17fafb6">Residual deviance: 18.17 on 26 degrees of freedom</span></p></td></tr></tfoot></table></div></template>
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