Tables & Geographic data

class: center, middle, inverse, title-slide

.title[
# Tables & Geographic data
]
.author[
### Maithreyi Gopalan
]
.date[
### Week 8
]

---

layout: true

---

``` r
#install.packages("Cairo")
```

# Agenda

* Wrap up websites

* Tables

+ [{gt}](https://gt.rstudio.com/)
  
  + [{kableExtra}](https://haozhu233.github.io/kableExtra/) (quickly)
  
  + [reactable](https://glin.github.io/reactable/index.html)

* Geographic data

+ Vector/raster data
  
  + Producing basic maps
  
  + Geospatial ecosystem

---
# Learning objectives: Tables

* Be comfortable with the basics of `gt`
  + create a table
  + format columns
  + create spanner heads
  + etc.

---
# Learning objectives: geo
* Know the difference between vector and raster data

* Be able to produce basic maps using a variety of tools

* Be able to obtain different types of geographic data from a few different places

* Be able to produce basic interactive maps

* Understand the basics of the R geospatial ecosystem

---
class: inverse-red middle

# Wrap up websites

---
class: inverse-blue middle

# Tables

---
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")
```

Please follow along

---
# 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 × 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  
##  7    3434235351 Male   30-44 "6'2\""  TRUE              <NA>               
##  8    3434218031 Male   30-44 "6'0\""  TRUE              $0 - $24,999       
##  9    3434213681 <NA>   <NA>  "6'0\""  TRUE              <NA>               
## 10    3434172894 Male   30-44 "5'6\""  FALSE             $0 - $24,999       
## # ℹ 1,030 more rows
## # ℹ 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>, …
```

---

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

```
## # A tibble: 53 × 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
##  7 Female 30-44 Never                  21
##  8 Female 30-44 Once in a while        25
##  9 Female 30-44 About half the time    22
## 10 Female 30-44 Usually                22
## # ℹ 43 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 × 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
##  7 Male   Once in a while          19      39      40     29
##  8 Male   About half the time      11      11      16     11
##  9 Male   Usually                  14      30      15     27
## 10 Male   Always                   11      14      21     14
```

---
# Turn into table

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

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

The way they look for you locally is how they will render in standard R Markdown files

---
class: middle

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</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="gender">gender</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="recline_frequency">recline_frequency</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="gender" class="gt_row gt_left">Female</td>
<td headers="recline_frequency" class="gt_row gt_center">Never</td>
<td headers="18-29" class="gt_row gt_right">24</td>
<td headers="30-44" class="gt_row gt_right">21</td>
<td headers="45-60" class="gt_row gt_right">19</td>
<td headers="> 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Female</td>
<td headers="recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="18-29" class="gt_row gt_right">36</td>
<td headers="30-44" class="gt_row gt_right">25</td>
<td headers="45-60" class="gt_row gt_right">30</td>
<td headers="> 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Female</td>
<td headers="recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="18-29" class="gt_row gt_right">10</td>
<td headers="30-44" class="gt_row gt_right">22</td>
<td headers="45-60" class="gt_row gt_right">18</td>
<td headers="> 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Female</td>
<td headers="recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="18-29" class="gt_row gt_right">13</td>
<td headers="30-44" class="gt_row gt_right">22</td>
<td headers="45-60" class="gt_row gt_right">26</td>
<td headers="> 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Female</td>
<td headers="recline_frequency" class="gt_row gt_center">Always</td>
<td headers="18-29" class="gt_row gt_right">10</td>
<td headers="30-44" class="gt_row gt_right">21</td>
<td headers="45-60" class="gt_row gt_right">29</td>
<td headers="> 60" class="gt_row gt_right">12</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Male</td>
<td headers="recline_frequency" class="gt_row gt_center">Never</td>
<td headers="18-29" class="gt_row gt_right">24</td>
<td headers="30-44" class="gt_row gt_right">17</td>
<td headers="45-60" class="gt_row gt_right">20</td>
<td headers="> 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Male</td>
<td headers="recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="18-29" class="gt_row gt_right">19</td>
<td headers="30-44" class="gt_row gt_right">39</td>
<td headers="45-60" class="gt_row gt_right">40</td>
<td headers="> 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Male</td>
<td headers="recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="18-29" class="gt_row gt_right">11</td>
<td headers="30-44" class="gt_row gt_right">11</td>
<td headers="45-60" class="gt_row gt_right">16</td>
<td headers="> 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Male</td>
<td headers="recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="18-29" class="gt_row gt_right">14</td>
<td headers="30-44" class="gt_row gt_right">30</td>
<td headers="45-60" class="gt_row gt_right">15</td>
<td headers="> 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="gender" class="gt_row gt_left">Male</td>
<td headers="recline_frequency" class="gt_row gt_center">Always</td>
<td headers="18-29" class="gt_row gt_right">11</td>
<td headers="30-44" class="gt_row gt_right">14</td>
<td headers="45-60" class="gt_row gt_right">21</td>
<td headers="> 60" class="gt_row gt_right">14</td></tr>
  </tbody>
  
  
</table>
</div>

---
## Add gender as a grouping variable

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

---
class: middle

<div id="vxizvzlfef" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#vxizvzlfef table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#vxizvzlfef thead, #vxizvzlfef tbody, #vxizvzlfef tfoot, #vxizvzlfef tr, #vxizvzlfef td, #vxizvzlfef th {
  border-style: none;
}

#vxizvzlfef p {
  margin: 0;
  padding: 0;
}

#vxizvzlfef .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#vxizvzlfef .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#vxizvzlfef .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#vxizvzlfef .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#vxizvzlfef .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;
}

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

#vxizvzlfef .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;
}

#vxizvzlfef .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;
}

#vxizvzlfef .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;
}

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

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

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

#vxizvzlfef .gt_spanner_row {
  border-bottom-style: hidden;
}

#vxizvzlfef .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#vxizvzlfef .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;
}

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

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

#vxizvzlfef .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;
}

#vxizvzlfef .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: 5px;
  padding-right: 5px;
}

#vxizvzlfef .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#vxizvzlfef .gt_row_group_first td {
  border-top-width: 2px;
}

#vxizvzlfef .gt_row_group_first th {
  border-top-width: 2px;
}

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

#vxizvzlfef .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#vxizvzlfef .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#vxizvzlfef .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;
}

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

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

#vxizvzlfef .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;
}

#vxizvzlfef .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;
}

#vxizvzlfef .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#vxizvzlfef .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;
}

#vxizvzlfef .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#vxizvzlfef .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#vxizvzlfef .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#vxizvzlfef .gt_indent_1 {
  text-indent: 5px;
}

#vxizvzlfef .gt_indent_2 {
  text-indent: 10px;
}

#vxizvzlfef .gt_indent_3 {
  text-indent: 15px;
}

#vxizvzlfef .gt_indent_4 {
  text-indent: 20px;
}

#vxizvzlfef .gt_indent_5 {
  text-indent: 25px;
}

#vxizvzlfef .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#vxizvzlfef div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="recline_frequency">recline_frequency</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">19</td>
<td headers="Female  > 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36</td>
<td headers="Female  30-44" class="gt_row gt_right">25</td>
<td headers="Female  45-60" class="gt_row gt_right">30</td>
<td headers="Female  > 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">18</td>
<td headers="Female  > 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">26</td>
<td headers="Female  > 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">29</td>
<td headers="Female  > 60" class="gt_row gt_right">12</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24</td>
<td headers="Male  30-44" class="gt_row gt_right">17</td>
<td headers="Male  45-60" class="gt_row gt_right">20</td>
<td headers="Male  > 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19</td>
<td headers="Male  30-44" class="gt_row gt_right">39</td>
<td headers="Male  45-60" class="gt_row gt_right">40</td>
<td headers="Male  > 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">11</td>
<td headers="Male  45-60" class="gt_row gt_right">16</td>
<td headers="Male  > 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14</td>
<td headers="Male  30-44" class="gt_row gt_right">30</td>
<td headers="Male  45-60" class="gt_row gt_right">15</td>
<td headers="Male  > 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">14</td>
<td headers="Male  45-60" class="gt_row gt_right">21</td>
<td headers="Male  > 60" class="gt_row gt_right">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

<div id="dvcmhreffg" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#dvcmhreffg table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#dvcmhreffg thead, #dvcmhreffg tbody, #dvcmhreffg tfoot, #dvcmhreffg tr, #dvcmhreffg td, #dvcmhreffg th {
  border-style: none;
}

#dvcmhreffg p {
  margin: 0;
  padding: 0;
}

#dvcmhreffg .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#dvcmhreffg .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#dvcmhreffg .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#dvcmhreffg .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#dvcmhreffg .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;
}

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

#dvcmhreffg .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;
}

#dvcmhreffg .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;
}

#dvcmhreffg .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;
}

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

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

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

#dvcmhreffg .gt_spanner_row {
  border-bottom-style: hidden;
}

#dvcmhreffg .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#dvcmhreffg .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;
}

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

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

#dvcmhreffg .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;
}

#dvcmhreffg .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: 5px;
  padding-right: 5px;
}

#dvcmhreffg .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#dvcmhreffg .gt_row_group_first td {
  border-top-width: 2px;
}

#dvcmhreffg .gt_row_group_first th {
  border-top-width: 2px;
}

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

#dvcmhreffg .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#dvcmhreffg .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#dvcmhreffg .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;
}

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

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

#dvcmhreffg .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;
}

#dvcmhreffg .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;
}

#dvcmhreffg .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#dvcmhreffg .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;
}

#dvcmhreffg .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#dvcmhreffg .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#dvcmhreffg .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#dvcmhreffg .gt_indent_1 {
  text-indent: 5px;
}

#dvcmhreffg .gt_indent_2 {
  text-indent: 10px;
}

#dvcmhreffg .gt_indent_3 {
  text-indent: 15px;
}

#dvcmhreffg .gt_indent_4 {
  text-indent: 20px;
}

#dvcmhreffg .gt_indent_5 {
  text-indent: 25px;
}

#dvcmhreffg .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#dvcmhreffg div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="2" colspan="1" scope="col" id="recline_frequency">recline_frequency</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">19</td>
<td headers="Female  > 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36</td>
<td headers="Female  30-44" class="gt_row gt_right">25</td>
<td headers="Female  45-60" class="gt_row gt_right">30</td>
<td headers="Female  > 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">18</td>
<td headers="Female  > 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">26</td>
<td headers="Female  > 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">29</td>
<td headers="Female  > 60" class="gt_row gt_right">12</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24</td>
<td headers="Male  30-44" class="gt_row gt_right">17</td>
<td headers="Male  45-60" class="gt_row gt_right">20</td>
<td headers="Male  > 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19</td>
<td headers="Male  30-44" class="gt_row gt_right">39</td>
<td headers="Male  45-60" class="gt_row gt_right">40</td>
<td headers="Male  > 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">11</td>
<td headers="Male  45-60" class="gt_row gt_right">16</td>
<td headers="Male  > 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14</td>
<td headers="Male  30-44" class="gt_row gt_right">30</td>
<td headers="Male  45-60" class="gt_row gt_right">15</td>
<td headers="Male  > 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">14</td>
<td headers="Male  45-60" class="gt_row gt_right">21</td>
<td headers="Male  > 60" class="gt_row gt_right">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

<div id="qcljkppotv" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#qcljkppotv table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#qcljkppotv thead, #qcljkppotv tbody, #qcljkppotv tfoot, #qcljkppotv tr, #qcljkppotv td, #qcljkppotv th {
  border-style: none;
}

#qcljkppotv p {
  margin: 0;
  padding: 0;
}

#qcljkppotv .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#qcljkppotv .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#qcljkppotv .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#qcljkppotv .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#qcljkppotv .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;
}

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

#qcljkppotv .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;
}

#qcljkppotv .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;
}

#qcljkppotv .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;
}

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

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

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

#qcljkppotv .gt_spanner_row {
  border-bottom-style: hidden;
}

#qcljkppotv .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#qcljkppotv .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;
}

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

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

#qcljkppotv .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;
}

#qcljkppotv .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: 5px;
  padding-right: 5px;
}

#qcljkppotv .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#qcljkppotv .gt_row_group_first td {
  border-top-width: 2px;
}

#qcljkppotv .gt_row_group_first th {
  border-top-width: 2px;
}

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

#qcljkppotv .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#qcljkppotv .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#qcljkppotv .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;
}

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

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

#qcljkppotv .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;
}

#qcljkppotv .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;
}

#qcljkppotv .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#qcljkppotv .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;
}

#qcljkppotv .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#qcljkppotv .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#qcljkppotv .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#qcljkppotv .gt_indent_1 {
  text-indent: 5px;
}

#qcljkppotv .gt_indent_2 {
  text-indent: 10px;
}

#qcljkppotv .gt_indent_3 {
  text-indent: 15px;
}

#qcljkppotv .gt_indent_4 {
  text-indent: 20px;
}

#qcljkppotv .gt_indent_5 {
  text-indent: 25px;
}

#qcljkppotv .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#qcljkppotv div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">19</td>
<td headers="Female  > 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36</td>
<td headers="Female  30-44" class="gt_row gt_right">25</td>
<td headers="Female  45-60" class="gt_row gt_right">30</td>
<td headers="Female  > 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">18</td>
<td headers="Female  > 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">26</td>
<td headers="Female  > 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">29</td>
<td headers="Female  > 60" class="gt_row gt_right">12</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_center">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24</td>
<td headers="Male  30-44" class="gt_row gt_right">17</td>
<td headers="Male  45-60" class="gt_row gt_right">20</td>
<td headers="Male  > 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19</td>
<td headers="Male  30-44" class="gt_row gt_right">39</td>
<td headers="Male  45-60" class="gt_row gt_right">40</td>
<td headers="Male  > 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">11</td>
<td headers="Male  45-60" class="gt_row gt_right">16</td>
<td headers="Male  > 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14</td>
<td headers="Male  30-44" class="gt_row gt_right">30</td>
<td headers="Male  45-60" class="gt_row gt_right">15</td>
<td headers="Male  > 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_center">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">14</td>
<td headers="Male  45-60" class="gt_row gt_right">21</td>
<td headers="Male  > 60" class="gt_row gt_right">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))
```

---
class: middle

<div id="eojyitdvdy" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#eojyitdvdy table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#eojyitdvdy thead, #eojyitdvdy tbody, #eojyitdvdy tfoot, #eojyitdvdy tr, #eojyitdvdy td, #eojyitdvdy th {
  border-style: none;
}

#eojyitdvdy p {
  margin: 0;
  padding: 0;
}

#eojyitdvdy .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#eojyitdvdy .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#eojyitdvdy .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#eojyitdvdy .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#eojyitdvdy .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;
}

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

#eojyitdvdy .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;
}

#eojyitdvdy .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;
}

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

#eojyitdvdy .gt_column_spanner_outer:first-child {
  padding-left: 0;
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#eojyitdvdy .gt_column_spanner_outer:last-child {
  padding-right: 0;
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#eojyitdvdy .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 5px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#eojyitdvdy .gt_spanner_row {
  border-bottom-style: hidden;
}

#eojyitdvdy .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
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  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
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  text-align: left;
}

#eojyitdvdy .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;
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#eojyitdvdy .gt_from_md > :first-child {
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#eojyitdvdy .gt_from_md > :last-child {
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#eojyitdvdy .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;
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}

#eojyitdvdy .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: 5px;
  padding-right: 5px;
}

#eojyitdvdy .gt_stub_row_group {
  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;
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  vertical-align: top;
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#eojyitdvdy .gt_row_group_first td {
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#eojyitdvdy .gt_row_group_first th {
  border-top-width: 2px;
}

#eojyitdvdy .gt_summary_row {
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  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

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  border-top-style: solid;
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#eojyitdvdy .gt_first_summary_row.thick {
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}

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

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

#eojyitdvdy .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;
}

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

#eojyitdvdy .gt_striped {
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#eojyitdvdy .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;
}

#eojyitdvdy .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;
}

#eojyitdvdy .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#eojyitdvdy .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;
}

#eojyitdvdy .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#eojyitdvdy .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#eojyitdvdy .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#eojyitdvdy .gt_indent_1 {
  text-indent: 5px;
}

#eojyitdvdy .gt_indent_2 {
  text-indent: 10px;
}

#eojyitdvdy .gt_indent_3 {
  text-indent: 15px;
}

#eojyitdvdy .gt_indent_4 {
  text-indent: 20px;
}

#eojyitdvdy .gt_indent_5 {
  text-indent: 25px;
}

#eojyitdvdy .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#eojyitdvdy div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">19</td>
<td headers="Female  > 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36</td>
<td headers="Female  30-44" class="gt_row gt_right">25</td>
<td headers="Female  45-60" class="gt_row gt_right">30</td>
<td headers="Female  > 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">18</td>
<td headers="Female  > 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">26</td>
<td headers="Female  > 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">29</td>
<td headers="Female  > 60" class="gt_row gt_right">12</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24</td>
<td headers="Male  30-44" class="gt_row gt_right">17</td>
<td headers="Male  45-60" class="gt_row gt_right">20</td>
<td headers="Male  > 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19</td>
<td headers="Male  30-44" class="gt_row gt_right">39</td>
<td headers="Male  45-60" class="gt_row gt_right">40</td>
<td headers="Male  > 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">11</td>
<td headers="Male  45-60" class="gt_row gt_right">16</td>
<td headers="Male  > 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14</td>
<td headers="Male  30-44" class="gt_row gt_right">30</td>
<td headers="Male  45-60" class="gt_row gt_right">15</td>
<td headers="Male  > 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">14</td>
<td headers="Male  45-60" class="gt_row gt_right">21</td>
<td headers="Male  > 60" class="gt_row gt_right">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

<div id="wvqsevndjg" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#wvqsevndjg table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#wvqsevndjg thead, #wvqsevndjg tbody, #wvqsevndjg tfoot, #wvqsevndjg tr, #wvqsevndjg td, #wvqsevndjg th {
  border-style: none;
}

#wvqsevndjg p {
  margin: 0;
  padding: 0;
}

#wvqsevndjg .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#wvqsevndjg .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#wvqsevndjg .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#wvqsevndjg .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#wvqsevndjg .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;
}

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

#wvqsevndjg .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;
}

#wvqsevndjg .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;
}

#wvqsevndjg .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;
}

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

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

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

#wvqsevndjg .gt_spanner_row {
  border-bottom-style: hidden;
}

#wvqsevndjg .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#wvqsevndjg .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;
}

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

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

#wvqsevndjg .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;
}

#wvqsevndjg .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: 5px;
  padding-right: 5px;
}

#wvqsevndjg .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#wvqsevndjg .gt_row_group_first td {
  border-top-width: 2px;
}

#wvqsevndjg .gt_row_group_first th {
  border-top-width: 2px;
}

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

#wvqsevndjg .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#wvqsevndjg .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#wvqsevndjg .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;
}

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

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

#wvqsevndjg .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;
}

#wvqsevndjg .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;
}

#wvqsevndjg .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#wvqsevndjg .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;
}

#wvqsevndjg .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#wvqsevndjg .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#wvqsevndjg .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#wvqsevndjg .gt_indent_1 {
  text-indent: 5px;
}

#wvqsevndjg .gt_indent_2 {
  text-indent: 10px;
}

#wvqsevndjg .gt_indent_3 {
  text-indent: 15px;
}

#wvqsevndjg .gt_indent_4 {
  text-indent: 20px;
}

#wvqsevndjg .gt_indent_5 {
  text-indent: 25px;
}

#wvqsevndjg .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#wvqsevndjg div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</td>
    </tr>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</td>
    </tr>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">19</td>
<td headers="Female  > 60" class="gt_row gt_right">23</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36</td>
<td headers="Female  30-44" class="gt_row gt_right">25</td>
<td headers="Female  45-60" class="gt_row gt_right">30</td>
<td headers="Female  > 60" class="gt_row gt_right">36</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">18</td>
<td headers="Female  > 60" class="gt_row gt_right">17</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13</td>
<td headers="Female  30-44" class="gt_row gt_right">22</td>
<td headers="Female  45-60" class="gt_row gt_right">26</td>
<td headers="Female  > 60" class="gt_row gt_right">28</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10</td>
<td headers="Female  30-44" class="gt_row gt_right">21</td>
<td headers="Female  45-60" class="gt_row gt_right">29</td>
<td headers="Female  > 60" class="gt_row gt_right">12</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24</td>
<td headers="Male  30-44" class="gt_row gt_right">17</td>
<td headers="Male  45-60" class="gt_row gt_right">20</td>
<td headers="Male  > 60" class="gt_row gt_right">18</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19</td>
<td headers="Male  30-44" class="gt_row gt_right">39</td>
<td headers="Male  45-60" class="gt_row gt_right">40</td>
<td headers="Male  > 60" class="gt_row gt_right">29</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">11</td>
<td headers="Male  45-60" class="gt_row gt_right">16</td>
<td headers="Male  > 60" class="gt_row gt_right">11</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14</td>
<td headers="Male  30-44" class="gt_row gt_right">30</td>
<td headers="Male  45-60" class="gt_row gt_right">15</td>
<td headers="Male  > 60" class="gt_row gt_right">27</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11</td>
<td headers="Male  30-44" class="gt_row gt_right">14</td>
<td headers="Male  45-60" class="gt_row gt_right">21</td>
<td headers="Male  > 60" class="gt_row gt_right">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?"
  )
```

---
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}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</td>
    </tr>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</td>
    </tr>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24%</td>
<td headers="Female  30-44" class="gt_row gt_right">21%</td>
<td headers="Female  45-60" class="gt_row gt_right">19%</td>
<td headers="Female  > 60" class="gt_row gt_right">23%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36%</td>
<td headers="Female  30-44" class="gt_row gt_right">25%</td>
<td headers="Female  45-60" class="gt_row gt_right">30%</td>
<td headers="Female  > 60" class="gt_row gt_right">36%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10%</td>
<td headers="Female  30-44" class="gt_row gt_right">22%</td>
<td headers="Female  45-60" class="gt_row gt_right">18%</td>
<td headers="Female  > 60" class="gt_row gt_right">17%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13%</td>
<td headers="Female  30-44" class="gt_row gt_right">22%</td>
<td headers="Female  45-60" class="gt_row gt_right">26%</td>
<td headers="Female  > 60" class="gt_row gt_right">28%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10%</td>
<td headers="Female  30-44" class="gt_row gt_right">21%</td>
<td headers="Female  45-60" class="gt_row gt_right">29%</td>
<td headers="Female  > 60" class="gt_row gt_right">12%</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24%</td>
<td headers="Male  30-44" class="gt_row gt_right">17%</td>
<td headers="Male  45-60" class="gt_row gt_right">20%</td>
<td headers="Male  > 60" class="gt_row gt_right">18%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19%</td>
<td headers="Male  30-44" class="gt_row gt_right">39%</td>
<td headers="Male  45-60" class="gt_row gt_right">40%</td>
<td headers="Male  > 60" class="gt_row gt_right">29%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11%</td>
<td headers="Male  30-44" class="gt_row gt_right">11%</td>
<td headers="Male  45-60" class="gt_row gt_right">16%</td>
<td headers="Male  > 60" class="gt_row gt_right">11%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14%</td>
<td headers="Male  30-44" class="gt_row gt_right">30%</td>
<td headers="Male  45-60" class="gt_row gt_right">15%</td>
<td headers="Male  > 60" class="gt_row gt_right">27%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11%</td>
<td headers="Male  30-44" class="gt_row gt_right">14%</td>
<td headers="Male  45-60" class="gt_row gt_right">21%</td>
<td headers="Male  > 60" class="gt_row gt_right">14%</td></tr>
  </tbody>
  
  
</table>
</div>

---
# Add a source note

``` 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?"
  ) %>% 
* tab_source_note(
*   source_note = md("Data from [fivethirtyeight](https://fivethirtyeight.com/features/airplane-etiquette-recline-seat/)")
* )
```

---
class: middle

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

#vbejywqmzl .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;
}

#vbejywqmzl .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;
}

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

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

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

#vbejywqmzl .gt_spanner_row {
  border-bottom-style: hidden;
}

#vbejywqmzl .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#vbejywqmzl .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;
}

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

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

#vbejywqmzl .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;
}

#vbejywqmzl .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: 5px;
  padding-right: 5px;
}

#vbejywqmzl .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#vbejywqmzl .gt_row_group_first td {
  border-top-width: 2px;
}

#vbejywqmzl .gt_row_group_first th {
  border-top-width: 2px;
}

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

#vbejywqmzl .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#vbejywqmzl .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#vbejywqmzl .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;
}

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

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

#vbejywqmzl .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;
}

#vbejywqmzl .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;
}

#vbejywqmzl .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#vbejywqmzl .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;
}

#vbejywqmzl .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#vbejywqmzl .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#vbejywqmzl .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#vbejywqmzl .gt_indent_1 {
  text-indent: 5px;
}

#vbejywqmzl .gt_indent_2 {
  text-indent: 10px;
}

#vbejywqmzl .gt_indent_3 {
  text-indent: 15px;
}

#vbejywqmzl .gt_indent_4 {
  text-indent: 20px;
}

#vbejywqmzl .gt_indent_5 {
  text-indent: 25px;
}

#vbejywqmzl .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#vbejywqmzl div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</td>
    </tr>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</td>
    </tr>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Female  18-29" class="gt_row gt_right">24%</td>
<td headers="Female  30-44" class="gt_row gt_right">21%</td>
<td headers="Female  45-60" class="gt_row gt_right">19%</td>
<td headers="Female  > 60" class="gt_row gt_right">23%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right">36%</td>
<td headers="Female  30-44" class="gt_row gt_right">25%</td>
<td headers="Female  45-60" class="gt_row gt_right">30%</td>
<td headers="Female  > 60" class="gt_row gt_right">36%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right">10%</td>
<td headers="Female  30-44" class="gt_row gt_right">22%</td>
<td headers="Female  45-60" class="gt_row gt_right">18%</td>
<td headers="Female  > 60" class="gt_row gt_right">17%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right">13%</td>
<td headers="Female  30-44" class="gt_row gt_right">22%</td>
<td headers="Female  45-60" class="gt_row gt_right">26%</td>
<td headers="Female  > 60" class="gt_row gt_right">28%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Female  18-29" class="gt_row gt_right">10%</td>
<td headers="Female  30-44" class="gt_row gt_right">21%</td>
<td headers="Female  45-60" class="gt_row gt_right">29%</td>
<td headers="Female  > 60" class="gt_row gt_right">12%</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Male  18-29" class="gt_row gt_right">24%</td>
<td headers="Male  30-44" class="gt_row gt_right">17%</td>
<td headers="Male  45-60" class="gt_row gt_right">20%</td>
<td headers="Male  > 60" class="gt_row gt_right">18%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right">19%</td>
<td headers="Male  30-44" class="gt_row gt_right">39%</td>
<td headers="Male  45-60" class="gt_row gt_right">40%</td>
<td headers="Male  > 60" class="gt_row gt_right">29%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right">11%</td>
<td headers="Male  30-44" class="gt_row gt_right">11%</td>
<td headers="Male  45-60" class="gt_row gt_right">16%</td>
<td headers="Male  > 60" class="gt_row gt_right">11%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right">14%</td>
<td headers="Male  30-44" class="gt_row gt_right">30%</td>
<td headers="Male  45-60" class="gt_row gt_right">15%</td>
<td headers="Male  > 60" class="gt_row gt_right">27%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Male  18-29" class="gt_row gt_right">11%</td>
<td headers="Male  30-44" class="gt_row gt_right">14%</td>
<td headers="Male  45-60" class="gt_row gt_right">21%</td>
<td headers="Male  > 60" class="gt_row gt_right">14%</td></tr>
  </tbody>
  <tfoot class="gt_sourcenotes">
    <tr>
      <td class="gt_sourcenote" colspan="5"><span class='gt_from_md'>Data from <a href="https://fivethirtyeight.com/features/airplane-etiquette-recline-seat/">fivethirtyeight</a></span></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

<div id="npuxchsrbm" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#npuxchsrbm table {
  font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

#npuxchsrbm thead, #npuxchsrbm tbody, #npuxchsrbm tfoot, #npuxchsrbm tr, #npuxchsrbm td, #npuxchsrbm th {
  border-style: none;
}

#npuxchsrbm p {
  margin: 0;
  padding: 0;
}

#npuxchsrbm .gt_table {
  display: table;
  border-collapse: collapse;
  line-height: normal;
  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;
}

#npuxchsrbm .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#npuxchsrbm .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#npuxchsrbm .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 3px;
  padding-bottom: 5px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

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

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

#npuxchsrbm .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
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  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;
}

#npuxchsrbm .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;
}

#npuxchsrbm .gt_column_spanner_outer:first-child {
  padding-left: 0;
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#npuxchsrbm .gt_column_spanner_outer:last-child {
  padding-right: 0;
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#npuxchsrbm .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 5px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#npuxchsrbm .gt_spanner_row {
  border-bottom-style: hidden;
}

#npuxchsrbm .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  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;
  text-align: left;
}

#npuxchsrbm .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;
}

#npuxchsrbm .gt_from_md > :first-child {
  margin-top: 0;
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#npuxchsrbm .gt_from_md > :last-child {
  margin-bottom: 0;
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#npuxchsrbm .gt_row {
  padding-top: 8px;
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  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;
}

#npuxchsrbm .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: 5px;
  padding-right: 5px;
}

#npuxchsrbm .gt_stub_row_group {
  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: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#npuxchsrbm .gt_row_group_first td {
  border-top-width: 2px;
}

#npuxchsrbm .gt_row_group_first th {
  border-top-width: 2px;
}

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

#npuxchsrbm .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#npuxchsrbm .gt_first_summary_row.thick {
  border-top-width: 2px;
}

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

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

#npuxchsrbm .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;
}

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

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

#npuxchsrbm .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;
}

#npuxchsrbm .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;
}

#npuxchsrbm .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#npuxchsrbm .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;
}

#npuxchsrbm .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

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

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

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

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

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

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

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

#npuxchsrbm .gt_footnote_marks {
  font-size: 75%;
  vertical-align: 0.4em;
  position: initial;
}

#npuxchsrbm .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#npuxchsrbm .gt_indent_1 {
  text-indent: 5px;
}

#npuxchsrbm .gt_indent_2 {
  text-indent: 10px;
}

#npuxchsrbm .gt_indent_3 {
  text-indent: 15px;
}

#npuxchsrbm .gt_indent_4 {
  text-indent: 20px;
}

#npuxchsrbm .gt_indent_5 {
  text-indent: 25px;
}

#npuxchsrbm .katex-display {
  display: inline-flex !important;
  margin-bottom: 0.75em !important;
}

#npuxchsrbm div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
  height: 0px !important;
}
</style>
<table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <thead>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_title gt_font_normal" style>Airline Passengers</td>
    </tr>
    <tr class="gt_heading">
      <td colspan="5" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>Leg space is limited, what do you do?</td>
    </tr>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="2" colspan="1" scope="col" id="recline_frequency">Recline</th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="4" scope="colgroup" id="Age Range">
        <div class="gt_column_spanner">Age Range</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a18-29">18-29</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a30-44">30-44</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a45-60">45-60</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a>-60">> 60</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Female">Female</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Female  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Female  18-29" class="gt_row gt_right" style="background-color: #FF9678; color: #000000;">24%</td>
<td headers="Female  30-44" class="gt_row gt_right" style="background-color: #FFBAA4; color: #000000;">21%</td>
<td headers="Female  45-60" class="gt_row gt_right" style="background-color: #FFE0D6; color: #000000;">19%</td>
<td headers="Female  > 60" class="gt_row gt_right" style="background-color: #FFA286; color: #000000;">23%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Female  18-29" class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">36%</td>
<td headers="Female  30-44" class="gt_row gt_right" style="background-color: #FF9E81; color: #000000;">25%</td>
<td headers="Female  45-60" class="gt_row gt_right" style="background-color: #FF8969; color: #000000;">30%</td>
<td headers="Female  > 60" class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">36%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Female  18-29" class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">10%</td>
<td headers="Female  30-44" class="gt_row gt_right" style="background-color: #FFB39B; color: #000000;">22%</td>
<td headers="Female  45-60" class="gt_row gt_right" style="background-color: #FFE8E0; color: #000000;">18%</td>
<td headers="Female  > 60" class="gt_row gt_right" style="background-color: #FFD1C1; color: #000000;">17%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Female  18-29" class="gt_row gt_right" style="background-color: #FFE9E1; color: #000000;">13%</td>
<td headers="Female  30-44" class="gt_row gt_right" style="background-color: #FFB39B; color: #000000;">22%</td>
<td headers="Female  45-60" class="gt_row gt_right" style="background-color: #FFAA90; color: #000000;">26%</td>
<td headers="Female  > 60" class="gt_row gt_right" style="background-color: #FF7857; color: #FFFFFF;">28%</td></tr>
    <tr><td headers="Female  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Female  18-29" class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">10%</td>
<td headers="Female  30-44" class="gt_row gt_right" style="background-color: #FFBAA4; color: #000000;">21%</td>
<td headers="Female  45-60" class="gt_row gt_right" style="background-color: #FF9273; color: #000000;">29%</td>
<td headers="Female  > 60" class="gt_row gt_right" style="background-color: #FFF7F5; color: #000000;">12%</td></tr>
    <tr class="gt_group_heading_row">
      <th colspan="5" class="gt_group_heading" scope="colgroup" id="Male">Male</th>
    </tr>
    <tr class="gt_row_group_first"><td headers="Male  recline_frequency" class="gt_row gt_left">Never</td>
<td headers="Male  18-29" class="gt_row gt_right" style="background-color: #FF9678; color: #000000;">24%</td>
<td headers="Male  30-44" class="gt_row gt_right" style="background-color: #FFD6C8; color: #000000;">17%</td>
<td headers="Male  45-60" class="gt_row gt_right" style="background-color: #FFD9CB; color: #000000;">20%</td>
<td headers="Male  > 60" class="gt_row gt_right" style="background-color: #FFC9B7; color: #000000;">18%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Once in a while</td>
<td headers="Male  18-29" class="gt_row gt_right" style="background-color: #FFBDA7; color: #000000;">19%</td>
<td headers="Male  30-44" class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">39%</td>
<td headers="Male  45-60" class="gt_row gt_right" style="background-color: #FF0000; color: #FFFFFF;">40%</td>
<td headers="Male  > 60" class="gt_row gt_right" style="background-color: #FF6F4D; color: #FFFFFF;">29%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">About half the time</td>
<td headers="Male  18-29" class="gt_row gt_right" style="background-color: #FFF8F5; color: #000000;">11%</td>
<td headers="Male  30-44" class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">11%</td>
<td headers="Male  45-60" class="gt_row gt_right" style="background-color: #FFF7F5; color: #000000;">16%</td>
<td headers="Male  > 60" class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">11%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Usually</td>
<td headers="Male  18-29" class="gt_row gt_right" style="background-color: #FFE2D7; color: #000000;">14%</td>
<td headers="Male  30-44" class="gt_row gt_right" style="background-color: #FF7857; color: #FFFFFF;">30%</td>
<td headers="Male  45-60" class="gt_row gt_right" style="background-color: #FFFFFF; color: #000000;">15%</td>
<td headers="Male  > 60" class="gt_row gt_right" style="background-color: #FF8160; color: #000000;">27%</td></tr>
    <tr><td headers="Male  recline_frequency" class="gt_row gt_left">Always</td>
<td headers="Male  18-29" class="gt_row gt_right" style="background-color: #FFF8F5; color: #000000;">11%</td>
<td headers="Male  30-44" class="gt_row gt_right" style="background-color: #FFEBE3; color: #000000;">14%</td>
<td headers="Male  45-60" class="gt_row gt_right" style="background-color: #FFD1C1; color: #000000;">21%</td>
<td headers="Male  > 60" 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"><span class='gt_from_md'>Data from <a href="https://fivethirtyeight.com/features/airplane-etiquette-recline-seat/">fivethirtyeight</a></span></td>
    </tr>
  </tfoot>
  
</table>
</div>

---
# What else?
* Lots more it can do, 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;"> 2.620 </td>
  </tr>
  <tr>
   <td style="text-align:left;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> Mazda RX4 Wag </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 21.0 </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 6 </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 160 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 110 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 3.90 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 2.875 </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;"> 2.320 </td>
  </tr>
  <tr>
   <td style="text-align:left;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> Hornet 4 Drive </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 21.4 </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 6 </td>
   <td style="text-align:right;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 258 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 110 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 3.08 </td>
   <td style="text-align:right;font-weight: bold;font-weight: bold;color: rgba(239, 243, 247, 255) !important;background-color: rgba(113, 176, 222, 255) !important;"> 3.215 </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;"> 3.440 </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;"> 2.620 </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;"> 2.875 </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;"> 2.320 </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;"> 3.215 </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;"> 3.440 </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 class="reactable html-widget html-fill-item" id="htmlwidget-11f8115e5817bbb64ab9" 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 × 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.

--
Also check out [{reactablefmtr}](https://kcuilla.github.io/reactablefmtr/index.html) for easier use and amazing extensions!

---
class:inverse-blue center middle
# Geographic data

---
# First - a disclaimer
* We're *only* talking about visualizing geographic data, not analyzing geographic data

--
* Even so, there's SO MUCH we won't get to

--
* Today is an intro - lots more you can do, hopefully you'll feel comfortable with the basics

---
# Learning objectives
* Know the difference between vector and raster data

* Be able to produce basic maps

* Be able to obtain different types of geographic data from a few different places

* Be able to produce basic interactive maps

* Understand the basics of the R geospatial ecosystem

--
### Today is partially about content and partially about exposure

---
# Where to learn more
### [Geocomputation with R](https://geocompr.robinlovelace.net)

![](img/geocomputation.png)

---
# Zev Ross 2-day Workshop
### From rstudio::conf(2020)

Some of this presentation comes from the above.

---
class: inverse-orange center middle

![](https://s3.amazonaws.com/files.zevross.com/workshops/spatial/slides/html/images/section-1/vector_raster2-sara.png)

# Vector versus raster data

.footnote[Image from Zev Ross]

---
# Vector data
* points, lines, and polygons

* Can easily include non-spatial data (e.g., number of people living within the polygon)

--
* Come in the form of shapefiles (`.shp`), GeoJSON, or frequently in R packages.

--
### This is what we'll talk about almost exclusively today
Tends to be the most relevant for social science research questions

---
# Raster data

.pull-left[

* Divide the space into a grid

* Assign each square (pixel) a value
]

.pull-right[

![](https://s3.amazonaws.com/files.zevross.com/workshops/spatial/slides/html/images/section-1/raster-sara.png)

]

--
Common formats include images and are often used in satellite and remote sensing data.

--
Can occasionally be helpful in social science data to show things like population density.

---
# Example
![](https://pbs.twimg.com/media/EuZHPGuWQAk4aL6?format=jpg&name=4096x4096)

.footnote[[source](https://www.nytimes.com/interactive/2021/02/16/us/winter-storm-texas-power-outage-map.html)]

---
# Some of the #rspatial ecosystem

* [{sf}](https://r-spatial.github.io/sf/index.html)

* [{raster}](https://cran.r-project.org/web/packages/raster/raster.pdf)

* [{ggplot2}](https://ggplot2.tidyverse.org)

* [{tmap}](https://github.com/mtennekes/tmap)

* [{mapview}](https://r-spatial.github.io/mapview/index.html)

--
### My goal
Take you through at least a basic tour of each of these (minus {raster}, although we'll discuss raster data).

---
# Some specific challenges with geospatial data

* Coordinate reference systems and projections (we won't have much time for this)

* List columns (specifically when working wtih {sf} objects)

* Different geometry types (lines, points, polygons)

* Vector versus raster

* Data regularly stored in data "cubes" or "bricks" to represent, e.g., longitude, latitude, and elevation, or time series, or different colors

---
# Getting spatial data
* We'll only cover a few ways to do this

* Purposefully United States centric

* Generally reading shape files is not terrifically difficult. Reading in and manipulating raster data can be tricky at times.

--
* Lots of organizations out there that publish spatial data, and a fair amount are available through R packages

---
# Working with spatial data
### Two basic options
* spatial`*`DataFrame (from the [{sp}](https://cran.r-project.org/web/packages/sp/sp.pdf) package)

* sf data frame (simple features)

+ We'll mostly talk about this

--
I can show you spatial`*`DataFrame outside the slides (it hung things up here). Generally, I'd stick with {sf}.

Use `sf::st_as_sf` to convert `{sp}` to `{sf}`

---
# {tigris}

``` r
library(tigris)
library(sf)
*options(tigris_class = "sf")

roads_laneco <- roads("OR", "Lane")
roads_laneco
```

```
## Simple feature collection with 20382 features and 4 fields
## Geometry type: LINESTRING
## Dimension:     XY
## Bounding box:  xmin: -124.1536 ymin: 43.4376 xmax: -121.8131 ymax: 44.29001
## Geodetic CRS:  NAD83
## # A tibble: 20,382 × 5
##    LINEARID      FULLNAME           RTTYP MTFCC                     geometry
##    <chr>         <chr>              <chr> <chr>             <LINESTRING [°]>
##  1 1102152610459 W Lone Oak Lp      M     S1640 (-123.1256 44.10108, -123.1…
##  2 110458664549  Village Plz Lp     M     S1400 (-123.1053 44.08658, -123.1…
##  3 1102217699746 Sheldon Village Lp M     S1640 (-123.0723 44.07875, -123.0…
##  4 110458663505  Cottage Hts Lp     M     S1400 (-123.0522 43.7893, -123.05…
##  5 1102217699747 Sheldon Village Lp M     S1640 (-123.0742 44.07891, -123.0…
##  6 110458661289  River Pointe Lp    M     S1400 (-123.0864 44.10306, -123.0…
##  7 1102152615811 Village Plz Lp     M     S1640 (-123.1051 44.08716, -123.1…
##  8 1102223141058 Carpenter Byp      M     S1400 (-123.3368 43.78013, -123.3…
##  9 1104486303973 State Hwy 126 Bus  S     S1200 (-123.0319 44.04427, -123.0…
## 10 1106092829173 State Hwy 126 Bus  S     S1200 (-123.1004 44.05214, -123.0…
## # ℹ 20,372 more rows
```

---
#I/O

Let's say I want to write the file to disk.

``` r
# from the sf library
write_sf(roads_laneco, here::here("data", "roads_lane.shp"))
```

--
Then read it in later

``` r
roads_laneco <- read_sf(here::here("data", "roads_lane.shp"))
roads_laneco
```

---
# {sf} works with ggplot
  
Use `ggplot2::geom_sf`

``` r
ggplot(roads_laneco) +
  geom_sf(color = "gray60")
```

![](w8_files/figure-html/roads2-1.png)

---
# Add water features

``` r
lakes <- area_water("OR", "Lane")
streams <- linear_water("OR", "Lane")

ggplot() +
  geom_sf(data = lakes, fill = "#518FB5") + # Add lakes
  geom_sf(data = streams, color = "#518FB5") + # Add streams/drainage
  geom_sf(data = roads_laneco, color = "gray60") # add roads
```

Note - these functions are all from the [{tigris}](https://github.com/walkerke/tigris) package.

---
![](w8_files/figure-html/add-water-eval-1.png)

---
# Quick aside
### Similar package `osmdata`
* Specifically for street-level data.
* We'll just use the boundry box functionality, but you can add many of the same things (and there are other packages that will provide you with boundary boxes)

``` r
bb <- osmdata::getbb("Eugene")
bb
```

```
##          min        max
## x -123.20876 -123.03059
## y   43.98753   44.13227
```

---

``` r
ggplot() +
  geom_sf(data = lakes, fill = "#518FB5") + # Add lakes
  geom_sf(data = streams, color = "#518FB5", size = 1.2) + # Add streams
  geom_sf(data = roads_laneco, color = "gray60") + # add roads
  coord_sf(xlim = bb[1, ], ylim = bb[2, ]) # limit range
```

---
class: center middle
![](w8_files/figure-html/eugene-eval-1.png)

---
# Quickly
### Same thing but fully `osmdata`

``` r
library(osmdata)
library(colorspace)

bb <- getbb("Eugene")

roads <- bb %>% 
  opq() %>% #overpass query
  add_osm_feature("highway") %>% # feature to add
  osmdata_sf() # Change it to sf

water <- bb %>% 
  opq() %>% 
  add_osm_feature("water") %>% 
  osmdata_sf()
```

---
# Use the data to plot

``` r
ggplot() +
  geom_sf(data = water$osm_multipolygons, 
          fill = "#518FB5", 
          color = darken("#518FB5")) +
  geom_sf(data = water$osm_polygons, 
          fill = "#518FB5", 
          color = darken("#518FB5")) +
  geom_sf(data = water$osm_lines, 
          color = darken("#518FB5")) +
  geom_sf(data = roads$osm_lines, 
          color = "gray40", 
          size = 0.2)  +
  coord_sf(xlim = bb[1, ], 
           ylim = bb[2, ],
           expand = FALSE) +
  labs(caption = "Eugene, OR") 
```

---
class: center

![](w8_files/figure-html/eugene-osm-1.png)

---
# Let's get some census data

### Note

To do this, you need to first register an API key with the US Census, 
which you can do [here](https://api.census.gov/data/key_signup.html). Then
use `census_api_key("YOUR API KEY")`.

Alternatively, you can specify `CENSUS_API_KEY  = "YOUR API KEY"` 
in **.Renviron**. You can do this by using `usethis::edit_r_environ()`

---
# Getting the data

``` r
library(tidycensus)
# Find variable code
# v <- load_variables(2019, "acs5")
# View(v)

census_vals <- get_acs(
  geography = "tract",
  state = "OR",
  variables = c(med_income = "B06011_001",
                ed_attain = "B15003_001"),
  year = 2019,
  geometry = TRUE
)
```

```
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```

---
# Look at the data

``` r
census_vals
```

```
## Simple feature collection with 1668 features and 5 fields (with 12 geometries empty)
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -124.5662 ymin: 41.99179 xmax: -116.4635 ymax: 46.29204
## Geodetic CRS:  NAD83
## First 10 features:
##          GEOID                                           NAME   variable
## 1  41031960302 Census Tract 9603.02, Jefferson County, Oregon med_income
## 2  41031960302 Census Tract 9603.02, Jefferson County, Oregon  ed_attain
## 3  41057960100    Census Tract 9601, Tillamook County, Oregon med_income
## 4  41057960100    Census Tract 9601, Tillamook County, Oregon  ed_attain
## 5  41015950100        Census Tract 9501, Curry County, Oregon med_income
## 6  41015950100        Census Tract 9501, Curry County, Oregon  ed_attain
## 7  41039001902        Census Tract 19.02, Lane County, Oregon med_income
## 8  41039001902        Census Tract 19.02, Lane County, Oregon  ed_attain
## 9  41029000300         Census Tract 3, Jackson County, Oregon med_income
## 10 41029000300         Census Tract 3, Jackson County, Oregon  ed_attain
##    estimate  moe                       geometry
## 1     30061 2953 MULTIPOLYGON (((-121.8495 4...
## 2      3011  228 MULTIPOLYGON (((-121.8495 4...
## 3     30243 3888 MULTIPOLYGON (((-123.983 45...
## 4      2707  245 MULTIPOLYGON (((-123.983 45...
## 5     18989 3531 MULTIPOLYGON (((-124.5646 4...
## 6      2337  295 MULTIPOLYGON (((-124.5646 4...
## 7     24874 2893 MULTIPOLYGON (((-122.9855 4...
## 8      4003  368 MULTIPOLYGON (((-122.9855 4...
## 9     25000 3432 MULTIPOLYGON (((-122.9079 4...
## 10     4331  366 MULTIPOLYGON (((-122.9079 4...
```

---
# Remove missing geometry rows

* Tidycensus is (currently) bringing in some rows with missing geometries

* This is not a big deal for ggplot, but is for other plotting systems

* Let's remove those rows

``` r
census_vals <- census_vals[!st_is_empty(census_vals$geometry), , drop = FALSE]
```

---
# Plot it

``` r
library(colorspace)
ggplot(census_vals) +
  geom_sf(aes(fill = estimate, color = estimate)) +
  facet_wrap(~variable) +
  guides(color = "none") +
  scale_fill_continuous_diverging("Blue-Red 3", rev = TRUE) +
  scale_color_continuous_diverging("Blue-Red 3", rev = TRUE)
```

---
# hmm...

![](w8_files/figure-html/plot-census-1-eval-1.png)

---
# Try again

``` r
library(colorspace)
*income <- filter(census_vals, variable == "med_income")

income_plot <- ggplot(income) + 
  geom_sf(aes(fill = estimate, color = estimate)) +
  facet_wrap(~variable) +
  guides(color = "none") +
  scale_fill_continuous_diverging(
    "Blue-Red 3",
    rev = TRUE,
*   mid = mean(income$estimate, na.rm = TRUE)
  ) + 
  scale_color_continuous_diverging(
    "Blue-Red 3",
    rev = TRUE,
*   mid = mean(income$estimate, na.rm = TRUE)
  ) + 
  theme(legend.position = "bottom",
        legend.key.width = unit(2, "cm"))
```

---

``` r
income_plot
```

![](w8_files/figure-html/plot-census-2-eval-1.png)

---
# Same thing for education

``` r
*ed <- filter(census_vals, variable == "ed_attain")

ed_plot <- ggplot(ed) + 
  geom_sf(aes(fill = estimate, color = estimate)) +
  facet_wrap(~variable) +
  guides(color = "none") +
  scale_fill_continuous_diverging(
    "Blue-Red 3",
    rev = TRUE,
*   mid = mean(ed$estimate, na.rm = TRUE)
  ) + 
  scale_color_continuous_diverging(
    "Blue-Red 3",
    rev = TRUE,
*   mid = mean(ed$estimate, na.rm = TRUE)
  ) + 
  theme(legend.position = "bottom",
        legend.key.width = unit(2, "cm"))
```

---

``` r
ed_plot
```

![](w8_files/figure-html/edu-2-eval-1.png)

---
# Put them together

``` r
gridExtra::grid.arrange(income_plot, ed_plot, ncol = 2)
```

![](w8_files/figure-html/together-1.png)

---
class: inverse-blue middle

# Bivariate color scales

---
background-image: url(https://timogrossenbacher.ch/wp-content/uploads/2019/04/bm-thematic-bivariate-map-with-legend-1-2.png)
background-size: cover

---
# How?
There are a few different ways. Here's one:

* Break continuous variable into categorical values

* Assign each combination of values between categorical vars a color

* Make sure the combinations of the colors make sense

--
![](https://www.joshuastevens.net/images/js_bivariateMix.gif)

.footnote[gif from [Joshua Stevens](https://www.joshuastevens.net/cartography/make-a-bivariate-choropleth-map/)]

---
# Do it

Note - this will be fairly quick. I'm not expecting you to know how to do this,
but I want to show you the idea and give you the breadcrumbs for the code you
may need.

--
### First - move it to wider

``` r
wider <- get_acs(
  geography = "tract",
  state = "OR",
  variables = c(med_income = "B06011_001",
                ed_attain = "B15003_001"),
  year = 2019,
  geometry = TRUE,
* output = "wide"
)

# remove missing geometry rows
wider <- wider[!st_is_empty(wider$geometry), , drop = FALSE]
```

---
# Find the quartiles

``` r
ed_quartiles <- quantile(
  wider$ed_attainE,
  probs = seq(0, 1, length.out = 4),
  na.rm = TRUE
)

inc_quartiles <- quantile(
  wider$med_incomeE,
  probs = seq(0, 1, length.out = 4),
  na.rm = TRUE
)

ed_quartiles
```

```
##        0% 33.33333% 66.66667%      100% 
##     0.000  2715.000  3949.333 10245.000
```

``` r
inc_quartiles
```

```
##        0% 33.33333% 66.66667%      100% 
##   7449.00  26718.33  34375.00  82375.00
```

---
# Create the cut variable

``` r
wider <- wider %>% 
  mutate(cat_ed = cut(ed_attainE, ed_quartiles),
         cat_inc = cut(med_incomeE, inc_quartiles))
wider %>% 
  select(starts_with("cat"))
```

```
## Simple feature collection with 828 features and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -124.5662 ymin: 41.99179 xmax: -116.4635 ymax: 46.29204
## Geodetic CRS:  NAD83
## First 10 features:
##                 cat_ed             cat_inc                       geometry
## 1  (2.71e+03,3.95e+03] (2.67e+04,3.44e+04] MULTIPOLYGON (((-121.8495 4...
## 2         (0,2.71e+03] (2.67e+04,3.44e+04] MULTIPOLYGON (((-123.983 45...
## 3         (0,2.71e+03] (7.45e+03,2.67e+04] MULTIPOLYGON (((-124.5646 4...
## 4  (3.95e+03,1.02e+04] (7.45e+03,2.67e+04] MULTIPOLYGON (((-122.9855 4...
## 5  (3.95e+03,1.02e+04] (7.45e+03,2.67e+04] MULTIPOLYGON (((-122.9079 4...
## 6  (2.71e+03,3.95e+03] (3.44e+04,8.24e+04] MULTIPOLYGON (((-123.5016 4...
## 7         (0,2.71e+03] (7.45e+03,2.67e+04] MULTIPOLYGON (((-123.0927 4...
## 8  (2.71e+03,3.95e+03] (7.45e+03,2.67e+04] MULTIPOLYGON (((-120.8811 4...
## 9  (2.71e+03,3.95e+03] (7.45e+03,2.67e+04] MULTIPOLYGON (((-123.5093 4...
## 10 (2.71e+03,3.95e+03] (7.45e+03,2.67e+04] MULTIPOLYGON (((-123.8179 4...
```

---
# Set palette

``` r
# First drop geo column
pal <- st_drop_geometry(wider) %>%  
  count(cat_ed, cat_inc) %>% 
  arrange(cat_ed, cat_inc) %>% 
  drop_na(cat_ed, cat_inc) %>% 
  mutate(pal = c("#F3F3F3", "#C3F1D5", "#8BE3AF",
                 "#EBC5DD", "#C3C5D5", "#8BC5AF",
                 "#E7A3D1", "#C3A3D1", "#8BA3AE"))
pal
```

```
##                cat_ed             cat_inc   n     pal
## 1        (0,2.71e+03] (7.45e+03,2.67e+04] 116 #F3F3F3
## 2        (0,2.71e+03] (2.67e+04,3.44e+04]  85 #C3F1D5
## 3        (0,2.71e+03] (3.44e+04,8.24e+04]  70 #8BE3AF
## 4 (2.71e+03,3.95e+03] (7.45e+03,2.67e+04]  87 #EBC5DD
## 5 (2.71e+03,3.95e+03] (2.67e+04,3.44e+04]  97 #C3C5D5
## 6 (2.71e+03,3.95e+03] (3.44e+04,8.24e+04]  92 #8BC5AF
## 7 (3.95e+03,1.02e+04] (7.45e+03,2.67e+04]  71 #E7A3D1
## 8 (3.95e+03,1.02e+04] (2.67e+04,3.44e+04]  92 #C3A3D1
## 9 (3.95e+03,1.02e+04] (3.44e+04,8.24e+04] 113 #8BA3AE
```

---
# Join & plot

``` r
bivar_map <- left_join(wider, pal) %>% 
  ggplot() + 
  geom_sf(aes(fill = pal, color = pal)) +
  guides(fill = "none", color = "none") +
  scale_fill_identity() +
  scale_color_identity()
```

---
class: center middle

![](w8_files/figure-html/bivar-plot-1.png)

---
# Add in legend

### First create it

``` r
leg <- ggplot(pal, aes(cat_ed, cat_inc)) +
  geom_tile(aes(fill = pal)) +
  scale_fill_identity() +
  coord_fixed() +
  labs(x = expression("Higher education" %->% ""),
       y = expression("Higher income" %->% "")) +
  theme(axis.text = element_blank(),
        axis.title = element_text(size = 12))
leg
```

![](w8_files/figure-html/legend-1.png)

---
# Put together

``` r
library(cowplot)
ggdraw() +
  draw_plot(bivar_map + theme_void(), 0.1, 0.1, 1, 1) +
  draw_plot(leg, -0.05, 0, 0.3, 0.3)
```

Coordinates are mostly guess/check depending on aspect ratio

---
![](w8_files/figure-html/bivar-full-eval-1.png)

---
class: inverse-orange middle
# {tmap}
### Back to just one variable

I mostly use `ggplot()`, but the **{tmap}** package is really powerful and
the syntax is pretty straightforward, so let's have a quick overview.

---
# Education map with [{tmap}](https://cran.r-project.org/web/packages/tmap/vignettes/tmap-getstarted.html).

``` r
library(tmap)
tm_shape(wider) +
  tm_polygons("ed_attainE") +
  tm_layout(legend.outside = TRUE)
```

![](w8_files/figure-html/tmap-edu-1.png)

---
# Facet

``` r
tm_shape(census_vals) +
  tm_polygons("estimate") +
  tm_facets("variable") +
  tm_layout(legend.outside = TRUE)
```

![](w8_files/figure-html/tmap-facet1-1.png)

---
# Change colors

``` r
tm_shape(wider) +
  tm_polygons("ed_attainE",
*             palette = "magma",
*             border.col = "gray90",
*             lwd = 0.1) +
  tm_layout(legend.outside = TRUE) 
```

![](w8_files/figure-html/tmap-facet3-1.png)

---

# Continuous legend

``` r
tm_shape(wider) +
  tm_polygons("ed_attainE",
              style = "cont") +
  tm_layout(legend.outside = TRUE)
```

![](w8_files/figure-html/tmap-cont-leg-1.png)

---
# Add text

* First, let's get data at the county level, instead of census tract level

``` r
cnty <- get_acs(
  geography = "county",
  state = "OR",
  variables = c(ed_attain = "B15003_001"),
  year = 2019,
  geometry = TRUE
)
```

```
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```

---

``` r
cnty
```

```
## Simple feature collection with 36 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -124.5662 ymin: 41.99179 xmax: -116.4635 ymax: 46.29204
## Geodetic CRS:  NAD83
## First 10 features:
##    GEOID                     NAME  variable estimate moe
## 1  41017 Deschutes County, Oregon ed_attain   135615 192
## 2  41003    Benton County, Oregon ed_attain    55359 143
## 3  41015     Curry County, Oregon ed_attain    18304 139
## 4  41061     Union County, Oregon ed_attain    17539  78
## 5  41055   Sherman County, Oregon ed_attain     1251  84
## 6  41051 Multnomah County, Oregon ed_attain   587290 134
## 7  41007   Clatsop County, Oregon ed_attain    28475 165
## 8  41033 Josephine County, Oregon ed_attain    63802 148
## 9  41031 Jefferson County, Oregon ed_attain    16197  24
## 10 41039      Lane County, Oregon ed_attain   256373 147
##                          geometry
## 1  MULTIPOLYGON (((-122.0019 4...
## 2  MULTIPOLYGON (((-123.8167 4...
## 3  MULTIPOLYGON (((-124.3239 4...
## 4  MULTIPOLYGON (((-118.6978 4...
## 5  MULTIPOLYGON (((-121.0312 4...
## 6  MULTIPOLYGON (((-122.9292 4...
## 7  MULTIPOLYGON (((-123.5989 4...
## 8  MULTIPOLYGON (((-124.042 42...
## 9  MULTIPOLYGON (((-121.8495 4...
## 10 MULTIPOLYGON (((-124.1503 4...
```

---
# Estimate polygon centroid

``` r
centroids <- st_centroid(cnty)
```

--
### Extract just county name

``` r
centroids <- centroids %>% 
  mutate(county = str_replace_all(NAME, " County, Oregon", ""))
```

---
# Plot

``` r
tm_shape(cnty) +
  tm_polygons("estimate",
              style = "cont") +
tm_shape(centroids) +
  tm_text("county", size = 0.5) +
  tm_layout(legend.outside = TRUE)
```

![](w8_files/figure-html/county-name-plot-1.png)

--
Doesn't work for me on the slides. Not sure why, but should work for you locally.

---
# Add raster elevation data

``` r
states <- get_acs(
  "state",
  variables = c(ed_attain = "B15003_001"),
  year = 2019,
  geometry = TRUE
)

or <- filter(states, NAME == "Oregon")

# convert to spatial data frame
#sp <- as(or, "Spatial")

# use elevatr library to pull data
library(elevatr)
or_elev <- get_elev_raster(or, z = 9)
lane_elev <- get_elev_raster(or, z = 9)
```

---
# Plot

``` r
tm_shape(or_elev) +
  tm_raster(midpoint = NA,
            style = "cont") +
  tm_layout(legend.outside = TRUE) +
tm_shape(cnty) +
  tm_borders(col = "gray60") 
```

![](w8_files/figure-html/plot-raster-1.png)

---
# Add custom palette

``` r
tm_shape(or_elev) +
  tm_raster(midpoint = NA,
            style = "cont",
            palette = c("#E2FCFF", "#83A9CE", "#485C6E", 
                        "#181818", "#5C5B3E", "#AAA971",
                        "#FCFCD3", "#ffffff")) +
  tm_layout(legend.outside = TRUE) +
tm_shape(cnty) +
  tm_borders(col = "gray60") 
```

---
class: full-size-fig

![](w8_files/figure-html/plot-raster-custom-eval-1.png)

---
# You can do some amazing things!
![](w8_files/figure-html/unnamed-chunk-27-1.png)

---
# Create interactive maps
Just change run `tmap_mode("view)` then run the same code as before

``` r
tmap_mode("view")

tm_shape(cnty) +
  tm_polygons("estimate") +
tm_shape(centroids) +
  tm_text("county", size = 0.5)
```

---

---
# mapview

* Really quick easy interactive maps

``` r
library(mapview)
mapview(cnty)
```

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class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>1 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41017 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Deschutes County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>135615 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>192 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>2 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41003 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Benton County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 55359 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>143 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>3 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41015 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Curry County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 18304 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>139 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>4 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41061 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Union County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 17539 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 78 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>5 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41055 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Sherman County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1251 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 84 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>6 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41051 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Multnomah County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>587290 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>134 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>7 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41007 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Clatsop County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 28475 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>165 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>8 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41033 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Josephine County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 63802 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>148 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>9 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41031 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Jefferson County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 16197 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 24 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>10 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41039 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lane County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>256373 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>147 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>11 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41023 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Grant County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5532 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 27 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>12 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41019 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Douglas County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 80569 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>176 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>13 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41045 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Malheur County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 19765 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 59 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>14 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41043 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Linn County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 86850 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>151 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>15 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41047 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Marion County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>223828 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>237 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41065 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wasco County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 18299 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 61 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41021 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Gilliam County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1424 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 55 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>18 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41001 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Baker County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 11974 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 77 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>19 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41029 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Jackson County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>155029 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>214 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>20 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41035 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Klamath County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 46938 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>108 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>21 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41067 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Washington County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>404385 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>124 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>22 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41027 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Hood River County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 15764 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 58 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>23 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41009 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Columbia County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 36756 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>160 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>24 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41011 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Coos County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 47579 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>142 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41013 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Crook County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 17124 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 94 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41063 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wallowa County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5486 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 64 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>27 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41071 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Yamhill County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 70529 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>165 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>28 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41025 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Harney County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5323 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 31 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>29 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41069 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wheeler County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1096 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 81 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>30 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41059 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Umatilla County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 50544 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 98 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>31 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41053 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Polk County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 53453 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>147 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>32 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41049 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Morrow County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  7174 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 40 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>33 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41057 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Tillamook County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 19739 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>125 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>34 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41041 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lincoln County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 37471 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>155 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>35 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41005 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Clackamas County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>290221 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>136 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>36 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41037 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lake County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5893 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 73 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>"],{"maxWidth":800,"minWidth":50,"autoPan":true,"keepInView":false,"closeButton":true,"closeOnClick":true,"className":""},["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28","29","30","31","32","33","34","35","36"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},{"stroke":true,"weight":1,"opacity":0.9,"fillOpacity":0.84,"bringToFront":false,"sendToBack":false}]},{"method":"addScaleBar","args":[{"maxWidth":100,"metric":true,"imperial":true,"updateWhenIdle":true,"position":"bottomleft"}]},{"method":"addHomeButton","args":[-124.566244,41.991794,-116.463504,46.292035,true,"cnty","Zoom to cnty","<strong> cnty <\/strong>","bottomright"]},{"method":"addLayersControl","args":[["CartoDB.Positron","CartoDB.DarkMatter","OpenStreetMap","Esri.WorldImagery","OpenTopoMap"],"cnty",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addLegend","args":[{"colors":["#6666FF"],"labels":["cnty"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"factor","title":"","extra":null,"layerId":null,"className":"info legend","group":"cnty"}]}],"limits":{"lat":[41.991794,46.292035],"lng":[-124.566244,-116.463504]},"fitBounds":[41.991794,-124.566244,46.292035,-116.463504,[]]},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n  return (\n      function(el, x, data) {\n      // get the leaflet map\n      var map = this; //HTMLWidgets.find('#' + el.id);\n      // we need a new div element because we have to handle\n      // the mouseover output separately\n      // debugger;\n      function addElement () {\n      // generate new div Element\n      var newDiv = $(document.createElement('div'));\n      // append at end of leaflet htmlwidget container\n      $(el).append(newDiv);\n      //provide ID and style\n      newDiv.addClass('lnlt');\n      newDiv.css({\n      'position': 'relative',\n      'bottomleft':  '0px',\n      'background-color': 'rgba(255, 255, 255, 0.7)',\n      'box-shadow': '0 0 2px #bbb',\n      'background-clip': 'padding-box',\n      'margin': '0',\n      'padding-left': '5px',\n      'color': '#333',\n      'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n      'z-index': '700',\n      });\n      return newDiv;\n      }\n\n\n      // check for already existing lnlt class to not duplicate\n      var lnlt = $(el).find('.lnlt');\n\n      if(!lnlt.length) {\n      lnlt = addElement();\n\n      // grab the special div we generated in the beginning\n      // and put the mousmove output there\n\n      map.on('mousemove', function (e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                           ' lon: ' + (e.latlng.lng).toFixed(5) +\n                           ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                           ' | zoom: ' + map.getZoom() +\n                           ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n                           ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n                           ' | epsg: 3857 ' +\n                           ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n      } else {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      }\n      });\n\n      // remove the lnlt div when mouse leaves map\n      map.on('mouseout', function (e) {\n      var strip = document.querySelector('.lnlt');\n      if( strip !==null) strip.remove();\n      });\n\n      };\n\n      //$(el).keypress(67, function(e) {\n      map.on('preclick', function(e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      var txt = document.querySelector('.lnlt').textContent;\n      console.log(txt);\n      //txt.innerText.focus();\n      //txt.select();\n      setClipboardText('\"' + txt + '\"');\n      }\n      });\n\n      }\n      ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n  return (function(el,x,data){\n           var map = this;\n\n           map.on('keypress', function(e) {\n               console.log(e.originalEvent.code);\n               var key = e.originalEvent.code;\n               if (key === 'KeyE') {\n                   var bb = this.getBounds();\n                   var txt = JSON.stringify(bb);\n                   console.log(txt);\n\n                   setClipboardText('\\'' + txt + '\\'');\n               }\n           })\n        }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script>

---

``` r
mapview(cnty, zcol = "estimate")
```

<div class="leaflet html-widget html-fill-item" id="htmlwidget-d931ee07ad80c31ef7c8" style="width:720px;height:504px;"></div>
<script type="application/json" 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class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>1 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41017 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Deschutes County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>135615 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>192 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>2 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41003 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Benton County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 55359 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>143 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>3 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41015 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Curry County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 18304 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>139 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>4 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41061 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Union County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 17539 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 78 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>5 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41055 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Sherman County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1251 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 84 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>6 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41051 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Multnomah County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>587290 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>134 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>7 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41007 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Clatsop County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 28475 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>165 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>8 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41033 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Josephine County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 63802 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>148 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>9 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41031 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Jefferson County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 16197 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 24 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>10 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41039 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lane County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>256373 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>147 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>11 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41023 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Grant County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5532 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 27 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>12 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41019 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Douglas County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 80569 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>176 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>13 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41045 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Malheur County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 19765 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 59 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>14 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41043 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Linn County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 86850 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>151 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>15 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41047 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Marion County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>223828 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>237 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41065 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wasco County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 18299 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 61 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41021 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Gilliam County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1424 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 55 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>18 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41001 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Baker County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 11974 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 77 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>19 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41029 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Jackson County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>155029 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>214 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>20 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41035 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Klamath County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 46938 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>108 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>21 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41067 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Washington County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>404385 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>124 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>22 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41027 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Hood River County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 15764 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 58 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>23 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41009 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Columbia County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 36756 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>160 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>24 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41011 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Coos County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 47579 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>142 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41013 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Crook County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 17124 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 94 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41063 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wallowa County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5486 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 64 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>27 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41071 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Yamhill County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 70529 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>165 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>28 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41025 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Harney County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5323 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 31 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>29 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41069 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Wheeler County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  1096 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 81 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>30 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41059 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Umatilla County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 50544 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 98 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>31 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41053 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Polk County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 53453 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>147 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>32 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41049 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Morrow County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  7174 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 40 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>33 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41057 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Tillamook County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 19739 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>125 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>34 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41041 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lincoln County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td> 37471 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>155 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>35 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41005 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Clackamas County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>290221 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td>136 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>36 <\/td><\/tr><tr><td>1<\/td><th>GEOID <\/th><td>41037 <\/td><\/tr><tr><td>2<\/td><th>NAME <\/th><td>Lake County, Oregon <\/td><\/tr><tr><td>3<\/td><th>variable <\/th><td>ed_attain <\/td><\/tr><tr><td>4<\/td><th>estimate <\/th><td>  5893 <\/td><\/tr><tr><td>5<\/td><th>moe <\/th><td> 73 <\/td><\/tr><tr><td>6<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>"],{"maxWidth":800,"minWidth":50,"autoPan":true,"keepInView":false,"closeButton":true,"closeOnClick":true,"className":""},["135615","55359","18304","17539","1251","587290","28475","63802","16197","256373","5532","80569","19765","86850","223828","18299","1424","11974","155029","46938","404385","15764","36756","47579","17124","5486","70529","5323","1096","50544","53453","7174","19739","37471","290221","5893"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},{"stroke":true,"weight":1,"opacity":0.9,"fillOpacity":0.84,"bringToFront":false,"sendToBack":false}]},{"method":"addScaleBar","args":[{"maxWidth":100,"metric":true,"imperial":true,"updateWhenIdle":true,"position":"bottomleft"}]},{"method":"addHomeButton","args":[-124.566244,41.991794,-116.463504,46.292035,true,"cnty - estimate","Zoom to cnty - estimate","<strong> cnty - estimate <\/strong>","bottomright"]},{"method":"addLayersControl","args":[["CartoDB.Positron","CartoDB.DarkMatter","OpenStreetMap","Esri.WorldImagery","OpenTopoMap"],"cnty - estimate",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addLegend","args":[{"colors":["#4B0055 , #343F7C 16.8722300125897%, #007295 33.9314288443758%, #009E94 50.9906276761618%, #00C179 68.0498265079479%, #A2D944 85.1090253397339%, #FDE333 "],"labels":["100,000","200,000","300,000","400,000","500,000"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"numeric","title":"cnty - estimate","extra":{"p_1":0.1687223001258969,"p_n":0.8510902533973395},"layerId":null,"className":"info legend","group":"cnty - estimate"}]}],"limits":{"lat":[41.991794,46.292035],"lng":[-124.566244,-116.463504]},"fitBounds":[41.991794,-124.566244,46.292035,-116.463504,[]]},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n  return (\n      function(el, x, data) {\n      // get the leaflet map\n      var map = this; //HTMLWidgets.find('#' + el.id);\n      // we need a new div element because we have to handle\n      // the mouseover output separately\n      // debugger;\n      function addElement () {\n      // generate new div Element\n      var newDiv = $(document.createElement('div'));\n      // append at end of leaflet htmlwidget container\n      $(el).append(newDiv);\n      //provide ID and style\n      newDiv.addClass('lnlt');\n      newDiv.css({\n      'position': 'relative',\n      'bottomleft':  '0px',\n      'background-color': 'rgba(255, 255, 255, 0.7)',\n      'box-shadow': '0 0 2px #bbb',\n      'background-clip': 'padding-box',\n      'margin': '0',\n      'padding-left': '5px',\n      'color': '#333',\n      'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n      'z-index': '700',\n      });\n      return newDiv;\n      }\n\n\n      // check for already existing lnlt class to not duplicate\n      var lnlt = $(el).find('.lnlt');\n\n      if(!lnlt.length) {\n      lnlt = addElement();\n\n      // grab the special div we generated in the beginning\n      // and put the mousmove output there\n\n      map.on('mousemove', function (e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                           ' lon: ' + (e.latlng.lng).toFixed(5) +\n                           ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                           ' | zoom: ' + map.getZoom() +\n                           ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n                           ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n                           ' | epsg: 3857 ' +\n                           ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n      } else {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      }\n      });\n\n      // remove the lnlt div when mouse leaves map\n      map.on('mouseout', function (e) {\n      var strip = document.querySelector('.lnlt');\n      if( strip !==null) strip.remove();\n      });\n\n      };\n\n      //$(el).keypress(67, function(e) {\n      map.on('preclick', function(e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      var txt = document.querySelector('.lnlt').textContent;\n      console.log(txt);\n      //txt.innerText.focus();\n      //txt.select();\n      setClipboardText('\"' + txt + '\"');\n      }\n      });\n\n      }\n      ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n  return (function(el,x,data){\n           var map = this;\n\n           map.on('keypress', function(e) {\n               console.log(e.originalEvent.code);\n               var key = e.originalEvent.code;\n               if (key === 'KeyE') {\n                   var bb = this.getBounds();\n                   var txt = JSON.stringify(bb);\n                   console.log(txt);\n\n                   setClipboardText('\\'' + txt + '\\'');\n               }\n           })\n        }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script>

---

``` r
mapview(cnty, 
        zcol = "estimate",
        popup = leafpop::popupTable(cnty,
                           zcol = c("NAME", "estimate")))
```

<div class="leaflet html-widget html-fill-item" id="htmlwidget-1cfec57974100737bc3c" style="width:576px;height:504px;"></div>
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class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>1 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Deschutes County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>135615 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>2 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Benton County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 55359 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>3 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Curry County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 18304 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>4 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Union County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 17539 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>5 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Sherman County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  1251 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>6 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Multnomah County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>587290 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>7 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Clatsop County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 28475 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>8 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Josephine County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 63802 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>9 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Jefferson County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 16197 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>10 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Lane County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>256373 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>11 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Grant County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  5532 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>12 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Douglas County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 80569 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>13 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Malheur County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 19765 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>14 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Linn County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 86850 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>15 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Marion County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>223828 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Wasco County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 18299 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Gilliam County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  1424 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>18 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Baker County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 11974 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>19 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Jackson County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>155029 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>20 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Klamath County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 46938 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>21 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Washington County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>404385 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>22 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Hood River County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 15764 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>23 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Columbia County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 36756 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>24 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Coos County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 47579 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Crook County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 17124 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Wallowa County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  5486 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>27 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Yamhill County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 70529 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>28 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Harney County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  5323 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>29 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Wheeler County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  1096 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>30 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Umatilla County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 50544 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>31 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Polk County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 53453 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>32 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Morrow County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  7174 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>33 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Tillamook County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 19739 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>34 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Lincoln County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td> 37471 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>35 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Clackamas County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>290221 <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>36 <\/td><\/tr><tr><td>1<\/td><th>NAME <\/th><td>Lake County, Oregon <\/td><\/tr><tr><td>2<\/td><th>estimate <\/th><td>  5893 <\/td><\/tr><\/table><\/div>"],{"maxWidth":800,"minWidth":50,"autoPan":true,"keepInView":false,"closeButton":true,"closeOnClick":true,"className":""},["135615","55359","18304","17539","1251","587290","28475","63802","16197","256373","5532","80569","19765","86850","223828","18299","1424","11974","155029","46938","404385","15764","36756","47579","17124","5486","70529","5323","1096","50544","53453","7174","19739","37471","290221","5893"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},{"stroke":true,"weight":1,"opacity":0.9,"fillOpacity":0.84,"bringToFront":false,"sendToBack":false}]},{"method":"addScaleBar","args":[{"maxWidth":100,"metric":true,"imperial":true,"updateWhenIdle":true,"position":"bottomleft"}]},{"method":"addHomeButton","args":[-124.566244,41.991794,-116.463504,46.292035,true,"cnty - estimate","Zoom to cnty - estimate","<strong> cnty - estimate <\/strong>","bottomright"]},{"method":"addLayersControl","args":[["CartoDB.Positron","CartoDB.DarkMatter","OpenStreetMap","Esri.WorldImagery","OpenTopoMap"],"cnty - estimate",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addLegend","args":[{"colors":["#4B0055 , #343F7C 16.8722300125897%, #007295 33.9314288443758%, #009E94 50.9906276761618%, #00C179 68.0498265079479%, #A2D944 85.1090253397339%, #FDE333 "],"labels":["100,000","200,000","300,000","400,000","500,000"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"numeric","title":"cnty - estimate","extra":{"p_1":0.1687223001258969,"p_n":0.8510902533973395},"layerId":null,"className":"info legend","group":"cnty - estimate"}]}],"limits":{"lat":[41.991794,46.292035],"lng":[-124.566244,-116.463504]},"fitBounds":[41.991794,-124.566244,46.292035,-116.463504,[]]},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n  return (\n      function(el, x, data) {\n      // get the leaflet map\n      var map = this; //HTMLWidgets.find('#' + el.id);\n      // we need a new div element because we have to handle\n      // the mouseover output separately\n      // debugger;\n      function addElement () {\n      // generate new div Element\n      var newDiv = $(document.createElement('div'));\n      // append at end of leaflet htmlwidget container\n      $(el).append(newDiv);\n      //provide ID and style\n      newDiv.addClass('lnlt');\n      newDiv.css({\n      'position': 'relative',\n      'bottomleft':  '0px',\n      'background-color': 'rgba(255, 255, 255, 0.7)',\n      'box-shadow': '0 0 2px #bbb',\n      'background-clip': 'padding-box',\n      'margin': '0',\n      'padding-left': '5px',\n      'color': '#333',\n      'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n      'z-index': '700',\n      });\n      return newDiv;\n      }\n\n\n      // check for already existing lnlt class to not duplicate\n      var lnlt = $(el).find('.lnlt');\n\n      if(!lnlt.length) {\n      lnlt = addElement();\n\n      // grab the special div we generated in the beginning\n      // and put the mousmove output there\n\n      map.on('mousemove', function (e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                           ' lon: ' + (e.latlng.lng).toFixed(5) +\n                           ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                           ' | zoom: ' + map.getZoom() +\n                           ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n                           ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n                           ' | epsg: 3857 ' +\n                           ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n      } else {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      }\n      });\n\n      // remove the lnlt div when mouse leaves map\n      map.on('mouseout', function (e) {\n      var strip = document.querySelector('.lnlt');\n      if( strip !==null) strip.remove();\n      });\n\n      };\n\n      //$(el).keypress(67, function(e) {\n      map.on('preclick', function(e) {\n      if (e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      var txt = document.querySelector('.lnlt').textContent;\n      console.log(txt);\n      //txt.innerText.focus();\n      //txt.select();\n      setClipboardText('\"' + txt + '\"');\n      }\n      });\n\n      }\n      ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n  return (function(el,x,data){\n           var map = this;\n\n           map.on('keypress', function(e) {\n               console.log(e.originalEvent.code);\n               var key = e.originalEvent.code;\n               if (key === 'KeyE') {\n                   var bb = this.getBounds();\n                   var txt = JSON.stringify(bb);\n                   console.log(txt);\n\n                   setClipboardText('\\'' + txt + '\\'');\n               }\n           })\n        }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script>

---
class: inverse-blue center middle
# A few other things of note

---
# statebins

``` r
library(statebins)
statebins(states,
          state_col = "NAME",
          value_col = "estimate") +
  theme_void()
```

![](w8_files/figure-html/statebins-1.png)

---
# Cartograms

``` r
library(cartogram)
or_county_pop <- get_acs(
  geography = "county",
  state = "OR",
  variables = "B01001E_001",
  year = 2018,
  geometry = TRUE
)
```

```
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```

``` r
# Set projection
or_county_pop <- st_transform(or_county_pop, crs = 2992)

# found  the CRS here: https://www.oregon.gov/geo/pages/projections.aspx
carto_counties <- cartogram_cont(or_county_pop, "estimate")
```

---
# Compare

.pull-left[

``` r
ggplot(or_county_pop) +
  geom_sf(fill = "#BCD8EB")
```

![](w8_files/figure-html/standard-1.png)

]

.pull-right[

``` r
ggplot(carto_counties) +
  geom_sf(fill = "#D5FFFA")
```

![](w8_files/figure-html/carto-counties-1.png)

]

---
# State

``` r
state_pop <- get_acs(
  geography = "state",
  variables = "B00001_001",
  year = 2018,
  geometry = TRUE
)

# Set projection
state_pop <- st_transform(state_pop, crs = 2163)

# found  the CRS here: https://epsg.io/transform#s_srs=3969&t_srs=4326
carto_states <- cartogram_cont(state_pop, "estimate")
```

---
# Cartogram of USA by population

``` r
ggplot(carto_states) +
  geom_sf()
```

![](w8_files/figure-html/carto-us-1.png)

---
# Last note
You may or may not like cartograms.

--
Just be careful not to lie with maps.

![](https://s3files.core77.com/blog/images/960537_81_90771_DrdO3qFgW.gif)
---
class: inverse-red

# Final Project - Let's look at the rubric again!

---
class: inverse-green

# Next time

* Wrap up maps and loose ends with HTML
* More time to work on final project and peer-review of other's visualization