Tables and Fonts

class: center, middle, inverse, title-slide

# Tables and Fonts
### Daniel Anderson
### Week 8, Class 1

---

layout: true

---
class: inverse-blue
# Data viz in the wild

Sarah Donaldson

Hyeonjin

### Anwesha & Ping on deck

---

# Agenda 
* Tables with `gt`
* Fonts with `showtext` and/or `extrafont`

--
### Learning objectives
* Be comfortable with the basics of `gt`
  + create a table
  + format columns
  + create spanner heads
  + etc.
* Understand how to use additional fonts (if you so choose)

---
class: inverse-green
background-image:url(https://github.com/rstudio/gt/raw/master/man/figures/logo.svg?sanitize=TRUE)
background-size: contain

---
# Overview
* Pipe-oriented

* Beautiful tables easy

* Spanner heads/grouping used to be a total pain - not so anymore

* Renders to HTML/PDF without even thinking about it

Probably my favorite package for creating static tables, although [**kableExtra**](https://haozhu233.github.io/kableExtra/) is great too.

My experience is that fewer people are generally familiar with [**gt**](https://gt.rstudio.com), which is why I cover it here.

---
# Install

```r
install.packages("gt")

# or

remotes::install_github("rstudio/gt")
```

---
# The hard part
* Getting your data in the format you want a table in

* Utilize your `pivot_*` skills regularly

```r
library(fivethirtyeight)
flying
```

```
## # A tibble: 1,040 x 27
##   respondent_id gender age   height   children_under_18 household_income   
##           <dbl> <chr>  <ord> <ord>    <lgl>             <ord>              
## 1    3436139758 <NA>   <NA>   <NA>    NA                <NA>               
## 2    3434278696 Male   30-44 "6'3\""  TRUE              <NA>               
## 3    3434275578 Male   30-44 "5'8\""  FALSE             $100,000 - $149,999
## 4    3434268208 Male   30-44 "5'11\"" FALSE             $0 - $24,999       
## 5    3434250245 Male   30-44 "5'7\""  FALSE             $50,000 - $99,999  
## 6    3434245875 Male   30-44 "5'9\""  TRUE              $25,000 - $49,999  
## # … with 1,034 more rows, and 21 more variables: education <ord>,
## #   location <chr>, frequency <ord>, recline_frequency <ord>,
## #   recline_obligation <lgl>, recline_rude <ord>, recline_eliminate <lgl>,
## #   switch_seats_friends <ord>, switch_seats_family <ord>,
## #   wake_up_bathroom <ord>, wake_up_walk <ord>, baby <ord>,
## #   unruly_child <ord>, two_arm_rests <chr>, middle_arm_rest <chr>,
## #   shade <chr>, unsold_seat <ord>, talk_stranger <ord>, get_up <ord>,
## #   electronics <lgl>, smoked <lgl>
```

---

```r
flying %>% 
  count(gender, age, recline_frequency) 
```

```
## # A tibble: 53 x 4
##   gender age   recline_frequency       n
##   <chr>  <ord> <ord>               <int>
## 1 Female 18-29 Never                  24
## 2 Female 18-29 Once in a while        36
## 3 Female 18-29 About half the time    10
## 4 Female 18-29 Usually                13
## 5 Female 18-29 Always                 10
## 6 Female 18-29 <NA>                   19
## # … with 47 more rows
```

---

```r
smry <- flying %>% 
  count(gender, age, recline_frequency) %>% 
  drop_na(age,recline_frequency) %>% 
  pivot_wider(names_from = "age", 
              values_from = "n") 
smry
```

```
## # A tibble: 10 x 6
##   gender recline_frequency   `18-29` `30-44` `45-60` `> 60`
##   <chr>  <ord>                 <int>   <int>   <int>  <int>
## 1 Female Never                    24      21      19     23
## 2 Female Once in a while          36      25      30     36
## 3 Female About half the time      10      22      18     17
## 4 Female Usually                  13      22      26     28
## 5 Female Always                   10      21      29     12
## 6 Male   Never                    24      17      20     18
## # … with 4 more rows
```

---
# Turn into table

```r
library(gt)
smry %>% 
  gt()
```

--
## Disclaimer: these all look slightly different on the slides

---
class: middle

#vzhiehepqk .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#vzhiehepqk .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#vzhiehepqk .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#vzhiehepqk .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#vzhiehepqk .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#vzhiehepqk .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#vzhiehepqk .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#vzhiehepqk .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#vzhiehepqk .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#vzhiehepqk .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#vzhiehepqk .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#vzhiehepqk .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#vzhiehepqk .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#vzhiehepqk .gt_from_md > :first-child {
  margin-top: 0;
}

#vzhiehepqk .gt_from_md > :last-child {
  margin-bottom: 0;
}

#vzhiehepqk .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#vzhiehepqk .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#vzhiehepqk .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#vzhiehepqk .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#vzhiehepqk .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#vzhiehepqk .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#vzhiehepqk .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#vzhiehepqk .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#vzhiehepqk .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#vzhiehepqk .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#vzhiehepqk .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#vzhiehepqk .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#vzhiehepqk .gt_left {
  text-align: left;
}

#vzhiehepqk .gt_center {
  text-align: center;
}

#vzhiehepqk .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#vzhiehepqk .gt_font_normal {
  font-weight: normal;
}

#vzhiehepqk .gt_font_bold {
  font-weight: bold;
}

#vzhiehepqk .gt_font_italic {
  font-style: italic;
}

#vzhiehepqk .gt_super {
  font-size: 65%;
}

#vzhiehepqk .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="vzhiehepqk" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1">gender</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">recline_frequency</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_left">Female</td>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Female</td>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Female</td>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Female</td>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Female</td>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Male</td>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Male</td>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Male</td>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Male</td>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Male</td>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

---
## Add gender as a grouping variable

```r
smry %>% 
* group_by(gender) %>%
  gt()
```

---
class: middle

#zgnmgcihcm .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#zgnmgcihcm .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#zgnmgcihcm .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#zgnmgcihcm .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#zgnmgcihcm .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#zgnmgcihcm .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#zgnmgcihcm .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#zgnmgcihcm .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#zgnmgcihcm .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#zgnmgcihcm .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#zgnmgcihcm .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#zgnmgcihcm .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#zgnmgcihcm .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#zgnmgcihcm .gt_from_md > :first-child {
  margin-top: 0;
}

#zgnmgcihcm .gt_from_md > :last-child {
  margin-bottom: 0;
}

#zgnmgcihcm .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#zgnmgcihcm .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#zgnmgcihcm .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#zgnmgcihcm .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#zgnmgcihcm .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#zgnmgcihcm .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#zgnmgcihcm .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#zgnmgcihcm .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#zgnmgcihcm .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#zgnmgcihcm .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#zgnmgcihcm .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#zgnmgcihcm .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#zgnmgcihcm .gt_left {
  text-align: left;
}

#zgnmgcihcm .gt_center {
  text-align: center;
}

#zgnmgcihcm .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#zgnmgcihcm .gt_font_normal {
  font-weight: normal;
}

#zgnmgcihcm .gt_font_bold {
  font-weight: bold;
}

#zgnmgcihcm .gt_font_italic {
  font-style: italic;
}

#zgnmgcihcm .gt_super {
  font-size: 65%;
}

#zgnmgcihcm .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="zgnmgcihcm" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">recline_frequency</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

This is an example of a table that looks better with the default CSS

---
# Add a spanner head

```r
smry %>% 
  group_by(gender) %>% 
  gt() %>% 
* tab_spanner(
*   label = "Age Range",
*   columns = vars(`18-29`, `30-44`, `45-60`, `> 60`)
* )
```

---
class: middle

#sdwmhxxsag .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#sdwmhxxsag .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#sdwmhxxsag .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#sdwmhxxsag .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#sdwmhxxsag .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sdwmhxxsag .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#sdwmhxxsag .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#sdwmhxxsag .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#sdwmhxxsag .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#sdwmhxxsag .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#sdwmhxxsag .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#sdwmhxxsag .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#sdwmhxxsag .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#sdwmhxxsag .gt_from_md > :first-child {
  margin-top: 0;
}

#sdwmhxxsag .gt_from_md > :last-child {
  margin-bottom: 0;
}

#sdwmhxxsag .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#sdwmhxxsag .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#sdwmhxxsag .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#sdwmhxxsag .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#sdwmhxxsag .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#sdwmhxxsag .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#sdwmhxxsag .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#sdwmhxxsag .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sdwmhxxsag .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#sdwmhxxsag .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#sdwmhxxsag .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#sdwmhxxsag .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#sdwmhxxsag .gt_left {
  text-align: left;
}

#sdwmhxxsag .gt_center {
  text-align: center;
}

#sdwmhxxsag .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#sdwmhxxsag .gt_font_normal {
  font-weight: normal;
}

#sdwmhxxsag .gt_font_bold {
  font-weight: bold;
}

#sdwmhxxsag .gt_font_italic {
  font-style: italic;
}

#sdwmhxxsag .gt_super {
  font-size: 65%;
}

#sdwmhxxsag .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="sdwmhxxsag" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">recline_frequency</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

---
# Change column names

```r
smry %>% 
  group_by(gender) %>% 
  gt() %>% 
  tab_spanner(
    label = "Age Range",
    columns = vars(`18-29`, `30-44`, `45-60`, `> 60`)
  ) %>% 
* cols_label(recline_frequency = "Recline")
```

---
class: middle

#gdekznnlhj .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#gdekznnlhj .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#gdekznnlhj .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#gdekznnlhj .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#gdekznnlhj .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#gdekznnlhj .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#gdekznnlhj .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#gdekznnlhj .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#gdekznnlhj .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#gdekznnlhj .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#gdekznnlhj .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#gdekznnlhj .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#gdekznnlhj .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#gdekznnlhj .gt_from_md > :first-child {
  margin-top: 0;
}

#gdekznnlhj .gt_from_md > :last-child {
  margin-bottom: 0;
}

#gdekznnlhj .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#gdekznnlhj .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#gdekznnlhj .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#gdekznnlhj .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#gdekznnlhj .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#gdekznnlhj .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#gdekznnlhj .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#gdekznnlhj .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#gdekznnlhj .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#gdekznnlhj .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#gdekznnlhj .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#gdekznnlhj .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#gdekznnlhj .gt_left {
  text-align: left;
}

#gdekznnlhj .gt_center {
  text-align: center;
}

#gdekznnlhj .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#gdekznnlhj .gt_font_normal {
  font-weight: normal;
}

#gdekznnlhj .gt_font_bold {
  font-weight: bold;
}

#gdekznnlhj .gt_font_italic {
  font-style: italic;
}

#gdekznnlhj .gt_super {
  font-size: 65%;
}

#gdekznnlhj .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="gdekznnlhj" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_center">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

---
# Align columns

```r
smry %>% 
  group_by(gender) %>% 
  gt() %>% 
  tab_spanner(
    label = "Age Range",
    columns = vars(`18-29`, `30-44`, `45-60`, `> 60`)
  ) %>% 
  cols_label(recline_frequency = "Recline") %>% 
* cols_align(align = "left",
*            columns = vars(recline_frequency))
```

--
They are already left-aligned because of the CSS, but that's not typical

---
class: middle

#kxzuwhfdvc .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#kxzuwhfdvc .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#kxzuwhfdvc .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#kxzuwhfdvc .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#kxzuwhfdvc .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#kxzuwhfdvc .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#kxzuwhfdvc .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#kxzuwhfdvc .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#kxzuwhfdvc .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#kxzuwhfdvc .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#kxzuwhfdvc .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#kxzuwhfdvc .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#kxzuwhfdvc .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#kxzuwhfdvc .gt_from_md > :first-child {
  margin-top: 0;
}

#kxzuwhfdvc .gt_from_md > :last-child {
  margin-bottom: 0;
}

#kxzuwhfdvc .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#kxzuwhfdvc .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#kxzuwhfdvc .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#kxzuwhfdvc .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#kxzuwhfdvc .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#kxzuwhfdvc .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#kxzuwhfdvc .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#kxzuwhfdvc .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#kxzuwhfdvc .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#kxzuwhfdvc .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#kxzuwhfdvc .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#kxzuwhfdvc .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#kxzuwhfdvc .gt_left {
  text-align: left;
}

#kxzuwhfdvc .gt_center {
  text-align: center;
}

#kxzuwhfdvc .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#kxzuwhfdvc .gt_font_normal {
  font-weight: normal;
}

#kxzuwhfdvc .gt_font_bold {
  font-weight: bold;
}

#kxzuwhfdvc .gt_font_italic {
  font-style: italic;
}

#kxzuwhfdvc .gt_super {
  font-size: 65%;
}

#kxzuwhfdvc .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="kxzuwhfdvc" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

---
# Add a title

```r
smry %>% 
  group_by(gender) %>% 
  gt() %>% 
  tab_spanner(
    label = "Age Range",
    columns = vars(`18-29`, `30-44`, `45-60`, `> 60`)
  ) %>% 
  cols_label(recline_frequency = "Recline") %>% 
  cols_align(align = "left",
             columns = vars(recline_frequency)) 
* tab_header(
*   title = "Airline Passengers",
*   subtitle = "Leg space is limited, what do you do?"
* )
```

---
class: middle

#boihseywtt .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#boihseywtt .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#boihseywtt .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#boihseywtt .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#boihseywtt .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#boihseywtt .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#boihseywtt .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#boihseywtt .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#boihseywtt .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#boihseywtt .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#boihseywtt .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#boihseywtt .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#boihseywtt .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#boihseywtt .gt_from_md > :first-child {
  margin-top: 0;
}

#boihseywtt .gt_from_md > :last-child {
  margin-bottom: 0;
}

#boihseywtt .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#boihseywtt .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#boihseywtt .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#boihseywtt .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#boihseywtt .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#boihseywtt .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#boihseywtt .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#boihseywtt .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#boihseywtt .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#boihseywtt .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#boihseywtt .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#boihseywtt .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#boihseywtt .gt_left {
  text-align: left;
}

#boihseywtt .gt_center {
  text-align: center;
}

#boihseywtt .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#boihseywtt .gt_font_normal {
  font-weight: normal;
}

#boihseywtt .gt_font_bold {
  font-weight: bold;
}

#boihseywtt .gt_font_italic {
  font-style: italic;
}

#boihseywtt .gt_super {
  font-size: 65%;
}

#boihseywtt .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="boihseywtt" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  <thead class="gt_header">
    <tr>
      <th colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</th>
    </tr>
    <tr>
      <th colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</th>
    </tr>
  </thead>
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">23</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_center">36</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">36</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">18</td>
      <td class="gt_row gt_center">17</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_center">13</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">26</td>
      <td class="gt_row gt_center">28</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_center">10</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">12</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_center">24</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">18</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">39</td>
      <td class="gt_row gt_center">40</td>
      <td class="gt_row gt_center">29</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">11</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">30</td>
      <td class="gt_row gt_center">15</td>
      <td class="gt_row gt_center">27</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">14</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">14</td>
    </tr>
  </tbody>
  
  
</table></div>

---
# Format columns

```r
smry %>% 
* mutate(across(c(`18-29`, `30-44`, `45-60`, `> 60`),
*               ~.x/100)) %>%
  group_by(gender) %>% 
  gt() %>% 
  tab_spanner(
    label = "Age Range",
    columns = vars(`18-29`, `30-44`, `45-60`, `> 60`)
  ) %>% 
* fmt_percent(
*   vars(`18-29`, `30-44`, `45-60`, `> 60`),
*   decimals = 0
* ) %>%
  cols_label(recline_frequency = "Recline") %>% 
  cols_align(align = "left", 
             columns = vars(recline_frequency)) %>% 
  tab_header(
    title = "Airline Passengers",
    subtitle = "Leg space is limited, what do you do?"
  )
```

---
class: middle

#gilagszubq .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#gilagszubq .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#gilagszubq .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#gilagszubq .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#gilagszubq .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#gilagszubq .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#gilagszubq .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#gilagszubq .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#gilagszubq .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#gilagszubq .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#gilagszubq .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#gilagszubq .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
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}

#gilagszubq .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#gilagszubq .gt_from_md > :first-child {
  margin-top: 0;
}

#gilagszubq .gt_from_md > :last-child {
  margin-bottom: 0;
}

#gilagszubq .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#gilagszubq .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#gilagszubq .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#gilagszubq .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#gilagszubq .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#gilagszubq .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#gilagszubq .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#gilagszubq .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#gilagszubq .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
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  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#gilagszubq .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#gilagszubq .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#gilagszubq .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#gilagszubq .gt_left {
  text-align: left;
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#gilagszubq .gt_center {
  text-align: center;
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#gilagszubq .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
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#gilagszubq .gt_font_normal {
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#gilagszubq .gt_font_bold {
  font-weight: bold;
}

#gilagszubq .gt_font_italic {
  font-style: italic;
}

#gilagszubq .gt_super {
  font-size: 65%;
}

#gilagszubq .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="gilagszubq" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  <thead class="gt_header">
    <tr>
      <th colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</th>
    </tr>
    <tr>
      <th colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</th>
    </tr>
  </thead>
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
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    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right">24%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">19%</td>
      <td class="gt_row gt_right">23%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right">36%</td>
      <td class="gt_row gt_right">25%</td>
      <td class="gt_row gt_right">30%</td>
      <td class="gt_row gt_right">36%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right">10%</td>
      <td class="gt_row gt_right">22%</td>
      <td class="gt_row gt_right">18%</td>
      <td class="gt_row gt_right">17%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right">13%</td>
      <td class="gt_row gt_right">22%</td>
      <td class="gt_row gt_right">26%</td>
      <td class="gt_row gt_right">28%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right">10%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">29%</td>
      <td class="gt_row gt_right">12%</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right">24%</td>
      <td class="gt_row gt_right">17%</td>
      <td class="gt_row gt_right">20%</td>
      <td class="gt_row gt_right">18%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right">19%</td>
      <td class="gt_row gt_right">39%</td>
      <td class="gt_row gt_right">40%</td>
      <td class="gt_row gt_right">29%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">16%</td>
      <td class="gt_row gt_right">11%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right">14%</td>
      <td class="gt_row gt_right">30%</td>
      <td class="gt_row gt_right">15%</td>
      <td class="gt_row gt_right">27%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">14%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">14%</td>
    </tr>
  </tbody>
  
  
</table></div>

---
# Add a source note

---
class: middle

#slhypublwg .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
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  width: auto;
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}

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  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
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}

#slhypublwg .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
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#slhypublwg .gt_subtitle {
  color: #333333;
  font-size: 85%;
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#slhypublwg .gt_bottom_border {
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  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
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#slhypublwg .gt_col_headings {
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  border-top-width: 2px;
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}

#slhypublwg .gt_col_heading {
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#slhypublwg .gt_column_spanner_outer:last-child {
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#slhypublwg .gt_column_spanner {
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  width: 100%;
}

#slhypublwg .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
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  border-top-style: solid;
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  border-right-style: none;
  border-right-width: 1px;
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}

#slhypublwg .gt_empty_group_heading {
  padding: 0.5px;
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  background-color: #FFFFFF;
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  font-weight: initial;
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  border-bottom-width: 2px;
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#slhypublwg .gt_from_md > :first-child {
  margin-top: 0;
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#slhypublwg .gt_from_md > :last-child {
  margin-bottom: 0;
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#slhypublwg .gt_row {
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  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
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  border-top-width: 1px;
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  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#slhypublwg .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#slhypublwg .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#slhypublwg .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#slhypublwg .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#slhypublwg .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#slhypublwg .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#slhypublwg .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#slhypublwg .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#slhypublwg .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#slhypublwg .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#slhypublwg .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
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#slhypublwg .gt_left {
  text-align: left;
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#slhypublwg .gt_center {
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#slhypublwg .gt_right {
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  font-variant-numeric: tabular-nums;
}

#slhypublwg .gt_font_normal {
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#slhypublwg .gt_font_bold {
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}

#slhypublwg .gt_font_italic {
  font-style: italic;
}

#slhypublwg .gt_super {
  font-size: 65%;
}

#slhypublwg .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="slhypublwg" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  <thead class="gt_header">
    <tr>
      <th colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</th>
    </tr>
    <tr>
      <th colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</th>
    </tr>
  </thead>
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right">24%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">19%</td>
      <td class="gt_row gt_right">23%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right">36%</td>
      <td class="gt_row gt_right">25%</td>
      <td class="gt_row gt_right">30%</td>
      <td class="gt_row gt_right">36%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right">10%</td>
      <td class="gt_row gt_right">22%</td>
      <td class="gt_row gt_right">18%</td>
      <td class="gt_row gt_right">17%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right">13%</td>
      <td class="gt_row gt_right">22%</td>
      <td class="gt_row gt_right">26%</td>
      <td class="gt_row gt_right">28%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right">10%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">29%</td>
      <td class="gt_row gt_right">12%</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right">24%</td>
      <td class="gt_row gt_right">17%</td>
      <td class="gt_row gt_right">20%</td>
      <td class="gt_row gt_right">18%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right">19%</td>
      <td class="gt_row gt_right">39%</td>
      <td class="gt_row gt_right">40%</td>
      <td class="gt_row gt_right">29%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">16%</td>
      <td class="gt_row gt_right">11%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right">14%</td>
      <td class="gt_row gt_right">30%</td>
      <td class="gt_row gt_right">15%</td>
      <td class="gt_row gt_right">27%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right">11%</td>
      <td class="gt_row gt_right">14%</td>
      <td class="gt_row gt_right">21%</td>
      <td class="gt_row gt_right">14%</td>
    </tr>
  </tbody>
  <tfoot class="gt_sourcenotes">
    <tr>
      <td class="gt_sourcenote" colspan="5">Data from <a href="https://fivethirtyeight.com/features/airplane-etiquette-recline-seat/">fivethirtyeight</a></td>
    </tr>
  </tfoot>
  
</table></div>

---
# Color cells

```r
... %>% 
  data_color(
    vars(`18-29`, `30-44`, `45-60`, `> 60`),
    colors = scales::col_numeric(
      palette = c("#FFFFFF", "#FF0000"),
      domain = NULL
    )
  ) %>%
  ...
```

---
class: middle

#yoqmgpmqae .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#yoqmgpmqae .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#yoqmgpmqae .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#yoqmgpmqae .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#yoqmgpmqae .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#yoqmgpmqae .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#yoqmgpmqae .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#yoqmgpmqae .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#yoqmgpmqae .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#yoqmgpmqae .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#yoqmgpmqae .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#yoqmgpmqae .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#yoqmgpmqae .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#yoqmgpmqae .gt_from_md > :first-child {
  margin-top: 0;
}

#yoqmgpmqae .gt_from_md > :last-child {
  margin-bottom: 0;
}

#yoqmgpmqae .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#yoqmgpmqae .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#yoqmgpmqae .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#yoqmgpmqae .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#yoqmgpmqae .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#yoqmgpmqae .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#yoqmgpmqae .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#yoqmgpmqae .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#yoqmgpmqae .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#yoqmgpmqae .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#yoqmgpmqae .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#yoqmgpmqae .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#yoqmgpmqae .gt_left {
  text-align: left;
}

#yoqmgpmqae .gt_center {
  text-align: center;
}

#yoqmgpmqae .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#yoqmgpmqae .gt_font_normal {
  font-weight: normal;
}

#yoqmgpmqae .gt_font_bold {
  font-weight: bold;
}

#yoqmgpmqae .gt_font_italic {
  font-style: italic;
}

#yoqmgpmqae .gt_super {
  font-size: 65%;
}

#yoqmgpmqae .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="yoqmgpmqae" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  <thead class="gt_header">
    <tr>
      <th colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</th>
    </tr>
    <tr>
      <th colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</th>
    </tr>
  </thead>
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4">
        <span class="gt_column_spanner">Age Range</span>
      </th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Female</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right" style="background-color: #FF9678; color: #000000;">24%</td>
      <td class="gt_row gt_right" style="background-color: #FFBAA4; color: #000000;">21%</td>
      <td class="gt_row gt_right" style="background-color: #FFE0D6; color: #000000;">19%</td>
      <td class="gt_row gt_right" style="background-color: #FFA286; color: #000000;">23%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">36%</td>
      <td class="gt_row gt_right" style="background-color: #FF9E81; color: #000000;">25%</td>
      <td class="gt_row gt_right" style="background-color: #FF8969; color: #000000;">30%</td>
      <td class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">36%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">10%</td>
      <td class="gt_row gt_right" style="background-color: #FFB39B; color: #000000;">22%</td>
      <td class="gt_row gt_right" style="background-color: #FFE8E0; color: #000000;">18%</td>
      <td class="gt_row gt_right" style="background-color: #FFD1C1; color: #000000;">17%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right" style="background-color: #FFE9E1; color: #000000;">13%</td>
      <td class="gt_row gt_right" style="background-color: #FFB39B; color: #000000;">22%</td>
      <td class="gt_row gt_right" style="background-color: #FFAA90; color: #000000;">26%</td>
      <td class="gt_row gt_right" style="background-color: #FF7857; color: #000000;">28%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">10%</td>
      <td class="gt_row gt_right" style="background-color: #FFBAA4; color: #000000;">21%</td>
      <td class="gt_row gt_right" style="background-color: #FF9273; color: #000000;">29%</td>
      <td class="gt_row gt_right" style="background-color: #FFF7F5; color: #000000;">12%</td>
    </tr>
    <tr class="gt_group_heading_row">
      <td colspan="5" class="gt_group_heading">Male</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Never</td>
      <td class="gt_row gt_right" style="background-color: #FF9678; color: #000000;">24%</td>
      <td class="gt_row gt_right" style="background-color: #FFD6C8; color: #000000;">17%</td>
      <td class="gt_row gt_right" style="background-color: #FFD9CB; color: #000000;">20%</td>
      <td class="gt_row gt_right" style="background-color: #FFC9B7; color: #000000;">18%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Once in a while</td>
      <td class="gt_row gt_right" style="background-color: #FFBDA7; color: #000000;">19%</td>
      <td class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">39%</td>
      <td class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">40%</td>
      <td class="gt_row gt_right" style="background-color: #FF6F4D; color: #000000;">29%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">About half the time</td>
      <td class="gt_row gt_right" style="background-color: #FFF8F5; color: #000000;">11%</td>
      <td class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">11%</td>
      <td class="gt_row gt_right" style="background-color: #FFF7F5; color: #000000;">16%</td>
      <td class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">11%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Usually</td>
      <td class="gt_row gt_right" style="background-color: #FFE2D7; color: #000000;">14%</td>
      <td class="gt_row gt_right" style="background-color: #FF7857; color: #000000;">30%</td>
      <td class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">15%</td>
      <td class="gt_row gt_right" style="background-color: #FF8160; color: #000000;">27%</td>
    </tr>
    <tr>
      <td class="gt_row gt_left">Always</td>
      <td class="gt_row gt_right" style="background-color: #FFF8F5; color: #000000;">11%</td>
      <td class="gt_row gt_right" style="background-color: #FFEBE3; color: #000000;">14%</td>
      <td class="gt_row gt_right" style="background-color: #FFD1C1; color: #000000;">21%</td>
      <td class="gt_row gt_right" style="background-color: #FFE8E0; color: #000000;">14%</td>
    </tr>
  </tbody>
  <tfoot class="gt_sourcenotes">
    <tr>
      <td class="gt_sourcenote" colspan="5">Data from <a href="https://fivethirtyeight.com/features/airplane-etiquette-recline-seat/">fivethirtyeight</a></td>
    </tr>
  </tfoot>
  
</table></div>

---
# What else?
* Lots more it can do, and lots more in development
* See the [website](https://gt.rstudio.com)

--
[Thomas Mock](https://twitter.com/thomas_mock) does a lot of great work with
tables and often has tutorials showing your how to go further (e.g., see
[here](https://themockup.blog/posts/2020-10-31-embedding-custom-features-in-gt-tables/) and [here](https://themockup.blog/posts/2020-09-26-functions-and-themes-for-gt-tables/) and [here](https://themockup.blog/posts/2020-09-04-10-table-rules-in-r/)).

---
class: inverse-red center middle

# A few other table options

---
# kableExtra
### A few quick examples
Make sure to specify `results = "asis"` in your chunk options.

.pull-left[

```r
library(knitr)
library(kableExtra)
dt <- mtcars[1:5, 1:6]
kable(dt) %>%
  kable_styling("striped") %>%
  column_spec(5:7, bold = TRUE)
```

]

.pull-right[

]
---

```r
kable(dt) %>%
  kable_styling("striped") %>%
  column_spec(5:7, bold = TRUE) %>% 
  row_spec(c(2, 4), 
           bold = TRUE, 
           color = "#EFF3F7", 
           background = "#71B0DE")
```

<table class="table table-striped" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;">   </th>
   <th style="text-align:right;"> mpg </th>
   <th style="text-align:right;"> cyl </th>
   <th style="text-align:right;"> disp </th>
   <th style="text-align:right;"> hp </th>
   <th style="text-align:right;"> drat </th>
   <th style="text-align:right;"> wt </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Mazda RX4 </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:right;"> 6 </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;font-weight: bold;"> 110 </td>
   <td style="text-align:right;font-weight: bold;"> 3.90 </td>
   <td style="text-align:right;font-weight: bold;"> 2.62 </td>
  </tr>
  <tr>
   <td style="text-align:left;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> Mazda RX4 Wag </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 21.0 </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 6 </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 160 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 110 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 3.90 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 2.88 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Datsun 710 </td>
   <td style="text-align:right;"> 22.8 </td>
   <td style="text-align:right;"> 4 </td>
   <td style="text-align:right;"> 108 </td>
   <td style="text-align:right;font-weight: bold;"> 93 </td>
   <td style="text-align:right;font-weight: bold;"> 3.85 </td>
   <td style="text-align:right;font-weight: bold;"> 2.32 </td>
  </tr>
  <tr>
   <td style="text-align:left;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> Hornet 4 Drive </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 21.4 </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 6 </td>
   <td style="text-align:right;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 258 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 110 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 3.08 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: #EFF3F7 !important;background-color: #71B0DE !important;"> 3.21 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Hornet Sportabout </td>
   <td style="text-align:right;"> 18.7 </td>
   <td style="text-align:right;"> 8 </td>
   <td style="text-align:right;"> 360 </td>
   <td style="text-align:right;font-weight: bold;"> 175 </td>
   <td style="text-align:right;font-weight: bold;"> 3.15 </td>
   <td style="text-align:right;font-weight: bold;"> 3.44 </td>
  </tr>
</tbody>
</table>

---

```r
kable(dt) %>%
  kable_styling("striped", full_width = FALSE) %>%
  pack_rows(
    "Group 1", 1, 3,
    label_row_css = "background-color: #666; color: #fff;"
    ) %>% 
  pack_rows(
    "Group 2", 4, 5,
    label_row_css = "background-color: #666; color: #fff;")
```

<table class="table table-striped" style="width: auto !important; margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;">   </th>
   <th style="text-align:right;"> mpg </th>
   <th style="text-align:right;"> cyl </th>
   <th style="text-align:right;"> disp </th>
   <th style="text-align:right;"> hp </th>
   <th style="text-align:right;"> drat </th>
   <th style="text-align:right;"> wt </th>
  </tr>
 </thead>
<tbody>
  <tr grouplength="3"><td colspan="7" style="background-color: #666; color: #fff;"><strong>Group 1</strong></td></tr>
<tr>
   <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Mazda RX4 </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:right;"> 6 </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 110 </td>
   <td style="text-align:right;"> 3.90 </td>
   <td style="text-align:right;"> 2.62 </td>
  </tr>
  <tr>
   <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Mazda RX4 Wag </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:right;"> 6 </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 110 </td>
   <td style="text-align:right;"> 3.90 </td>
   <td style="text-align:right;"> 2.88 </td>
  </tr>
  <tr>
   <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Datsun 710 </td>
   <td style="text-align:right;"> 22.8 </td>
   <td style="text-align:right;"> 4 </td>
   <td style="text-align:right;"> 108 </td>
   <td style="text-align:right;"> 93 </td>
   <td style="text-align:right;"> 3.85 </td>
   <td style="text-align:right;"> 2.32 </td>
  </tr>
  <tr grouplength="2"><td colspan="7" style="background-color: #666; color: #fff;"><strong>Group 2</strong></td></tr>
<tr>
   <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Hornet 4 Drive </td>
   <td style="text-align:right;"> 21.4 </td>
   <td style="text-align:right;"> 6 </td>
   <td style="text-align:right;"> 258 </td>
   <td style="text-align:right;"> 110 </td>
   <td style="text-align:right;"> 3.08 </td>
   <td style="text-align:right;"> 3.21 </td>
  </tr>
  <tr>
   <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Hornet Sportabout </td>
   <td style="text-align:right;"> 18.7 </td>
   <td style="text-align:right;"> 8 </td>
   <td style="text-align:right;"> 360 </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 3.15 </td>
   <td style="text-align:right;"> 3.44 </td>
  </tr>
</tbody>
</table>

---
# KableExtra wrapup
Many other options, please see the documentation. Works well for PDF and HTML.

--
What about Microsoft Word?

---
# flextable

[![](img/flextable.png)](https://davidgohel.github.io/flextable/index.html)

---
# Many others
* [huxtable](https://hughjonesd.github.io/huxtable/)
* [formattable](https://renkun-ken.github.io/formattable/)
* [DT](https://rstudio.github.io/DT/) (my former favorite for [shiny](https://shiny.rstudio.com))
* [rhandsontable](https://jrowen.github.io/rhandsontable/)

--
### Particularly helpful for modeling
* [stargazer](https://www.jakeruss.com/cheatsheets/stargazer/)
* [pixiedust](https://github.com/nutterb/pixiedust)
* [modelsummary](https://github.com/vincentarelbundock/modelsummary)

--
### For descriptives
* [gtsummary](https://github.com/ddsjoberg/gtsummary)

---
class: inverse-red middle
# reactable
My favorite for interactive tables

---

[![](img/reactable.png)](https://glin.github.io/reactable/index.html)

Works great with [**shiny**](https://shiny.rstudio.com) too

---
# Penguins data

```r
library(palmerpenguins)
library(reactable)
reactable(penguins)
```

<div id="htmlwidget-0c3c9095c6e17527b510" class="reactable html-widget" style="width:auto;height:auto;"></div>
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---
# Rename columns

```r
penguins %>% 
  reactable(
    columns = list(
      bill_length_mm = colDef(name = "Bill Length (mm)"),
      bill_depth_mm = colDef(name = "Bill Depth (mm)")
    )
  )
```

---
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---
# Or use a function

```r
library(stringr)

penguins %>% 
  reactable(
    defaultColDef = colDef(
      header = function(x) str_to_title(gsub("_", " ", x))
    )
  )
```

---
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---
# Add filter

```r
reactable(penguins, filterable = TRUE)
```

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---
# Searchable

```r
reactable(penguins, searchable = TRUE)
```

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---
# Pagination

```r
reactable(penguins, defaultPageSize = 3)
```

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---
# Page jump

```r
reactable(penguins, 
          defaultPageSize = 3, 
          paginationType = "jump")
```

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---
# Grouping

```r
reactable(penguins, groupBy = c("species", "island"))
```

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---
# Aggregate

```r
penguins %>% 
  reactable(
    groupBy = c("species", "island"),
    columns = list(
      bill_length_mm = colDef(aggregate = "mean", 
                              format = colFormat(digits = 2))
    )
  )
```

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---
# Sparklines

```r
library(sparkline)
table_data <- penguins %>% 
  group_by(species) %>% 
  summarize(bill_length = list(bill_length_mm)) %>% 
  mutate(boxplot = NA,
         sparkline = NA)
table_data
```

```
## # A tibble: 3 x 4
##   species   bill_length boxplot sparkline
## * <fct>     <list>      <lgl>   <lgl>    
## 1 Adelie    <dbl [152]> NA      NA       
## 2 Chinstrap <dbl [68]>  NA      NA       
## 3 Gentoo    <dbl [124]> NA      NA
```

---

```r
table_data %>% 
  reactable(
    columns = list(
      bill_length = colDef(cell = function(value) {
        sparkline(value, type = "bar")
      }),
      boxplot = colDef(cell = function(value, index) {
        sparkline(table_data$bill_length[[index]], type = "box")
      }),
      sparkline = colDef(cell = function(value, index) {
        sparkline(table_data$bill_length[[index]])
      })
    )
  )
```

---
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---
# Lots more!
Idea of today is not to teach you everything, but to give you an idea of what's
possible. Check out the [documentation]() for more information.

---
class:inverse-blue center middle
# Fonts

---
# General advice
* Use different fonts to distinguish things 
    + Specifically code
    + Consider different fonts for different heading levels, and/or to distinguish headers from the body

* .bolder[Always] choose a sans-serif font for code

* Explore and try - it makes a big impact on the overall look/feel (bigger than
you may expect if you haven't played with fonts much before)

* Try not to get sucked into too deep of a rabbit hole

---
# {ragg}

*Brand* new pacakge - just learning about it myself.

Alternative device to Cairo, png, etc.

See the announcement [here](https://www.tidyverse.org/blog/2021/02/modern-text-features/)

After install, be sure to set *Global Options > General > Graphics* to *AGG*

Use with RMarkdown with `knitr::opts_chunk$set(dev = "ragg_png")`

Will automatically detect fonts you have installed on your computer

---

```r
ggplot(mtcars, aes(wt, mpg)) + 
  geom_point() +
  labs(title = "Fuel Efficiency of 32 Cars",
       x = "Weight (x1000 lb)",
       y = "Miles per Gallon") +
* theme(text = element_text(family = "Luminari", size = 30))
```

![](w8p1_files/figure-html/extrafont-plot-1.png)

---
# Support for lots of things!
Ligatures and font-awesome icons

```r
library(ragg)

ggplot() + 
  geom_text(
    aes(x = 0, y = 2, label = "x <- y != z"), 
    family = "Fira Code"
  ) +
  labs(title = "twitter") +
  theme(plot.title = element_text(
      family = "Font Awesome 5 brands"
    )
  )
```

---
![](w8p1_files/figure-html/unnamed-chunk-20-1.png)

---
# emojis

```r
ggplot(mtcars, aes(disp, mpg)) +
  geom_text(label = "🎉",
            family = "Apple Color Emoji",
            size = 10)
```

![](w8p1_files/figure-html/unnamed-chunk-21-1.png)

---
# Google fonts

https://fonts.google.com

* Open source, designed for the web

* Good place to explore fonts

* Can be incorporated via the `{showtext}` package!

---
# {showtext} example

```r
devtools::install_github("yixuan/showtext")

library(showtext)

font_add_google('Monsieur La Doulaise', "mld")
font_add_google('Special Elite', "se")

showtext_auto()
quartz()

ggplot(mtcars, aes(disp, mpg)) +
  geom_point() + 
  labs(title = "An amazing title", 
       subtitle = "with the world's most boring dataset") + 
* theme(plot.subtitle = element_text(size = 18, family = "se"),
*       plot.title = element_text(size = 22, family = "mld"),
*       axis.title = element_text(size = 18, family = "mld"),
*       axis.text.x = element_text(size = 12, family = "se"),
*       axis.text.y = element_text(size = 12, family = "se"))
```

---
background-image:url("w8p1_files/figure-html/font-change.png")
background-size: contain

---
class: inverse-blue center middle
# Why fonts matter
### A few examples of epic fails
h/t [Will Chase](https://twitter.com/W_R_Chase)

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# Megaflicks

.center[
![](https://pbs.twimg.com/media/CGwg2F3XIAAQpRA?format=jpg&name=small)
]

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background-image: url(https://i.redd.it/38jjcgaqu1g11.jpg)

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background-image: url(img/always-mine.png)

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# Quick aside
### Change the font of your R Markdown!

Create a CSS code chunk - write tiny bit of CSS - voila!

```css
@import url('https://fonts.googleapis.com/css?family=Akronim&display=swap');

body {
  font-family: 'Akronim', cursive;
}
```

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# Render!

![](img/font-change-rmd.png)

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# Aside

I actually did this for these slides to make the tables a bit smaller!

![](img/css-chunk.png)

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# Resource for learning more
* I'm not an expert on fonts. I have mostly just picked what looks nice to me.

.center[

]

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Best I've heard of is [practical typography](https://practicaltypography.com)
![](img/practical-typography.png)

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# Identify fonts

Use others work to help you - I found the font for these slides from a different theme that I liked.

Use google chrome's developer tools to help!

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class: inverse-green middle
# Next time
## Create your own blog!