Tables and Websites

---

# Announcements

---

## Announcements & Misc

* Websites: if you want to play around with Jekyll
  * https://jekyllrb.com/docs/installation/macos/
* Tables and design
* Considering a professional platform

---

# Setup

---

## Setup

``` r
# load packages
library(tidyverse)
library(scales)
library(colorspace)
library(gt)

# set default theme for ggplot2
ggplot2::theme_set(ggplot2::theme_minimal(base_size = 16))

# set default figure parameters for knitr
knitr::opts_chunk$set(
  fig.width = 8, fig.asp = 0.618, fig.retina = 2, dpi = 150, out.width = "60%"
)

# dplyr print min and max
options(dplyr.print_max = 10, dplyr.print_min = 10)
```
]

Follow along here: `usethis::use_course("MACS40700/tables")`

---

# Data in tables

---

## Tables vs. plots

- To look up or compare individual values
- To display precise values
- To include detail and summary values
- To display quantitative values including more than one unit of measure
]
.pull-right[
**Plots:**

- To reveal relationships among whole sets of values
- To display a message that is contained in the shape of the values (e.g., patterns, trends, exceptions)
]

---

## Bachelor's degrees

``` r
# https://nces.ed.gov/programs/digest/d23/tables/dt23_322.10.asp
#ba_degrees %>% pivot_longer(names_to = "year", values_to = "count", cols = -'field') %>% separate_wider_delim(year, delim = '-',  too_few = "align_start", names =c("year", "dump"), cols_remove = TRUE) %>% select(-dump) %>% group_by(year) %>% mutate(total_yr = sum(count, na.rm = T)) %>% ungroup() %>% mutate(pct = count / total_yr) %>% write_csv("BA_degrees.csv")
BA_degrees <- read_csv(here::here("21-websites", "data/BA_degrees.csv"))
BA_degrees
```

```
## # A tibble: 594 × 5
##    field                              year count total_yr    pct
##    <chr>                             <dbl> <dbl>    <dbl>  <dbl>
##  1 Agriculture and natural resources  1970 12674   839730 0.0151
##  2 Agriculture and natural resources  1975 19402   925746 0.0210
##  3 Agriculture and natural resources  1980 21886   935140 0.0234
##  4 Agriculture and natural resources  1985 17191   987823 0.0174
##  5 Agriculture and natural resources  1990 13363  1094538 0.0122
##  6 Agriculture and natural resources  1995 21757  1164792 0.0187
##  7 Agriculture and natural resources  2000 23766  1244171 0.0191
##  8 Agriculture and natural resources  2005 23497  1485104 0.0158
##  9 Agriculture and natural resources  2012 34304  1840381 0.0186
## 10 Agriculture and natural resources  2013 35953  1870150 0.0192
## # ℹ 584 more rows
```

---

]

---

```
## # A tibble: 33 × 2
##    field                                                                     pct
##    <chr>                                                                   <dbl>
##  1 "Agriculture and natural resources"                                   2.02e-2
##  2 "Architecture and related services"                                   4.70e-3
##  3 "Area, ethnic, cultural, gender, and group studies"                   3.30e-3
##  4 "Biological and biomedical sciences"                                  6.52e-2
##  5 "Business"                                                            1.86e-1
##  6 "Communication, journalism, and related programs"                     4.27e-2
##  7 "Communications technologies"                                         2.41e-3
##  8 "Computer and information sciences and support \r\n   services"       5.38e-2
##  9 "Education"                                                           4.44e-2
## 10 "Engineering"                                                         6.10e-2
## 11 "Engineering technologies"                                            9.13e-3
## 12 "English language and literature/letters"                             1.66e-2
## 13 "Family and consumer sciences/human sciences"                         1.02e-2
## 14 "Foreign languages, literatures, and linguistics"                     6.90e-3
## 15 "Health professions and related programs"                             1.31e-1
## 16 "Homeland security, law enforcement, and firefighting"                2.82e-2
## 17 "Legal professions and studies"                                       2.21e-3
## 18 "Liberal arts and sciences, general studies, and \r\n   humanities"   1.88e-2
## 19 "Library science"                                                     6.70e-5
## 20 "Mathematics and statistics"                                          1.30e-2
## 21 "Military technologies and applied sciences"                          7.95e-4
## 22 "Multi/interdisciplinary studies"                                     2.61e-2
## 23 "Parks, recreation, leisure, fitness, and kinesiology"                2.62e-2
## 24 "Philosophy and religious studies"                                    5.57e-3
## 25 "Physical sciences and science technologies"                          1.40e-2
## 26 "Precision production"                                                5.96e-6
## 27 "Psychology"                                                          6.43e-2
## 28 "Public administration and social services"                           1.66e-2
## 29 "Social sciences and history"                                         7.50e-2
## 30 "Theology and religious vocations"                                    3.17e-3
## 31 "Transportation and materials moving"                                 3.25e-3
## 32 "Visual and performing arts"                                          4.48e-2
## 33 "Other and not classified"                                            0
```
]
]
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-4-1.png" width="100%" style="display: block; margin: auto;" />
]

---

```
## # A tibble: 33 × 2
##    field                                                                     pct
##    <chr>                                                                   <dbl>
##  1 "Business"                                                            1.86e-1
##  2 "Health professions and related programs"                             1.31e-1
##  3 "Social sciences and history"                                         7.50e-2
##  4 "Biological and biomedical sciences"                                  6.52e-2
##  5 "Psychology"                                                          6.43e-2
##  6 "Engineering"                                                         6.10e-2
##  7 "Computer and information sciences and support \r\n   services"       5.38e-2
##  8 "Visual and performing arts"                                          4.48e-2
##  9 "Education"                                                           4.44e-2
## 10 "Communication, journalism, and related programs"                     4.27e-2
## 11 "Homeland security, law enforcement, and firefighting"                2.82e-2
## 12 "Parks, recreation, leisure, fitness, and kinesiology"                2.62e-2
## 13 "Multi/interdisciplinary studies"                                     2.61e-2
## 14 "Agriculture and natural resources"                                   2.02e-2
## 15 "Liberal arts and sciences, general studies, and \r\n   humanities"   1.88e-2
## 16 "English language and literature/letters"                             1.66e-2
## 17 "Public administration and social services"                           1.66e-2
## 18 "Physical sciences and science technologies"                          1.40e-2
## 19 "Mathematics and statistics"                                          1.30e-2
## 20 "Family and consumer sciences/human sciences"                         1.02e-2
## 21 "Engineering technologies"                                            9.13e-3
## 22 "Foreign languages, literatures, and linguistics"                     6.90e-3
## 23 "Philosophy and religious studies"                                    5.57e-3
## 24 "Architecture and related services"                                   4.70e-3
## 25 "Area, ethnic, cultural, gender, and group studies"                   3.30e-3
## 26 "Transportation and materials moving"                                 3.25e-3
## 27 "Theology and religious vocations"                                    3.17e-3
## 28 "Communications technologies"                                         2.41e-3
## 29 "Legal professions and studies"                                       2.21e-3
## 30 "Military technologies and applied sciences"                          7.95e-4
## 31 "Library science"                                                     6.70e-5
## 32 "Precision production"                                                5.96e-6
## 33 "Other and not classified"                                            0
```
]
]
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-6-1.png" width="100%" style="display: block; margin: auto;" />
]

---

.pull-left[
<div id="weocnkzruc" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#weocnkzruc 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;
}

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

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

#weocnkzruc .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;
}

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

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

#weocnkzruc .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%;
}

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

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

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

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

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

#weocnkzruc .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;
}

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

#weocnkzruc .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;
}

#weocnkzruc .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;
}

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

#weocnkzruc .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#weocnkzruc 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_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">Percentage</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Business</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">18.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">13.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">7.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Psychology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Education</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.8%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communications technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Library science</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Precision production</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Other and not classified</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
  </tbody>
  
  
</table>
</div>
]
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-7-1.png" width="100%" style="display: block; margin: auto;" />
]

---

]

---

.pull-left-narrow[
.task[
In a table?
]
]
.pull-right-wide[
<div id="qsynajojgy" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#qsynajojgy 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;
}

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

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

#qsynajojgy .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;
}

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

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

#qsynajojgy .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%;
}

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

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

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

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

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

#qsynajojgy .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;
}

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

#qsynajojgy .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;
}

#qsynajojgy .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;
}

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

#qsynajojgy .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#qsynajojgy 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" style="table-layout:fixed;width:0px;" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <colgroup>
    <col style="width:50px;"/>
    <col style="width:140px;"/>
    <col style="width:140px;"/>
    <col style="width:140px;"/>
    <col style="width:140px;"/>
  </colgroup>
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="5" style="font-weight: bold;" scope="colgroup" id="Popular Bachelor's degrees over the years">
        <div class="gt_column_spanner">Popular Bachelor's degrees over the years</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="Year">Year</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Business">Business</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Health-professions">Health professions</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Social-sciences-and-history">Social sciences and history</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Other">Other</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1970</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">13.7%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">3.0%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">18.5%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">64.8%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1975</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">15.5%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">5.8%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">13.7%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">65.1%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1980</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">21.4%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">6.8%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">10.7%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">61.0%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1985</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">24.0%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">6.6%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">9.5%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.0%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1990</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">22.8%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">5.4%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">11.4%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.4%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">1995</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.5%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">7.4%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">10.9%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">62.3%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2000</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">21.2%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">6.1%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">10.3%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">62.5%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2005</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">21.4%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">6.2%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">10.9%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">61.5%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2012</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.6%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">9.8%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">9.7%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.9%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2013</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.1%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">10.6%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">9.3%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">61.0%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2014</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.2%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">11.4%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">8.8%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.6%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2015</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.4%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">11.9%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">8.4%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.4%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2016</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.5%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">12.1%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">8.1%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.3%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2017</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.5%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">12.3%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">8.1%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.1%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2018</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.4%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">12.5%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">8.0%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.2%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2019</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">19.0%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">12.6%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">7.9%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.4%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2020</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">18.9%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">13.0%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">7.8%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.3%</td></tr>
    <tr><td headers="Year" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">2021</td>
<td headers="Business" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">18.6%</td>
<td headers="Health professions" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">13.1%</td>
<td headers="Social sciences and history" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">7.5%</td>
<td headers="Other" class="gt_row gt_right" style="padding-top:5px;padding-bottom:5px;">60.8%</td></tr>
  </tbody>
  
  
</table>
</div>
]

---

.pull-left-narrow[
.task[
Or in a plot?
]
]
.pull-right-wide[
<img src="index_files/figure-html/degrees-years-plot-1.png" width="100%" style="display: block; margin: auto;" />
]

---

# Tables, the making of

---

## Tables with **gt**

.pull-left[
We will use the [**gt**](https://gt.rstudio.com/) (Grammar of Tables) package to create tables in R.

> The **gt** philosophy: we can construct a wide variety of useful tables with a cohesive set of table parts.
>
> Source: [gt.rstudio.com](https://gt.rstudio.com/)

]
.pull-right[
<img src="images/gt-parts.png" width="100%" style="display: block; margin: auto;" />
]

---

``` r
*BA_degrees
```
]
 
.panel2-degrees-2021-table-auto[

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
* filter(year == 2021)
```
]
 
.panel2-degrees-2021-table-auto[

```
## # A tibble: 33 × 5
##    field                                            year  count total_yr     pct
##    <chr>                                           <dbl>  <dbl>    <dbl>   <dbl>
##  1 "Agriculture and natural resources"              2021  40675  2015035 0.0202 
##  2 "Architecture and related services"              2021   9462  2015035 0.00470
##  3 "Area, ethnic, cultural, gender, and group stu…  2021   6658  2015035 0.00330
##  4 "Biological and biomedical sciences"             2021 131462  2015035 0.0652 
##  5 "Business"                                       2021 375418  2015035 0.186  
##  6 "Communication, journalism, and related progra…  2021  86043  2015035 0.0427 
##  7 "Communications technologies"                    2021   4851  2015035 0.00241
##  8 "Computer and information sciences and support…  2021 108503  2015035 0.0538 
##  9 "Education"                                      2021  89410  2015035 0.0444 
## 10 "Engineering"                                    2021 123017  2015035 0.0610 
## # ℹ 23 more rows
```
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
* select(field, pct)
```
]
 
.panel2-degrees-2021-table-auto[

```
## # A tibble: 33 × 2
##    field                                                               pct
##    <chr>                                                             <dbl>
##  1 "Agriculture and natural resources"                             0.0202 
##  2 "Architecture and related services"                             0.00470
##  3 "Area, ethnic, cultural, gender, and group studies"             0.00330
##  4 "Biological and biomedical sciences"                            0.0652 
##  5 "Business"                                                      0.186  
##  6 "Communication, journalism, and related programs"               0.0427 
##  7 "Communications technologies"                                   0.00241
##  8 "Computer and information sciences and support \r\n   services" 0.0538 
##  9 "Education"                                                     0.0444 
## 10 "Engineering"                                                   0.0610 
## # ℹ 23 more rows
```
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
* arrange(desc(pct))
```
]
 
.panel2-degrees-2021-table-auto[

```
## # A tibble: 33 × 2
##    field                                                              pct
##    <chr>                                                            <dbl>
##  1 "Business"                                                      0.186 
##  2 "Health professions and related programs"                       0.131 
##  3 "Social sciences and history"                                   0.0750
##  4 "Biological and biomedical sciences"                            0.0652
##  5 "Psychology"                                                    0.0643
##  6 "Engineering"                                                   0.0610
##  7 "Computer and information sciences and support \r\n   services" 0.0538
##  8 "Visual and performing arts"                                    0.0448
##  9 "Education"                                                     0.0444
## 10 "Communication, journalism, and related programs"               0.0427
## # ℹ 23 more rows
```
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
  arrange(desc(pct)) %>%
* gt()
```
]
 
.panel2-degrees-2021-table-auto[
<div id="llwitnzicp" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#llwitnzicp 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;
}

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

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

#llwitnzicp .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;
}

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

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

#llwitnzicp .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%;
}

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

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

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

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

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

#llwitnzicp .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;
}

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

#llwitnzicp .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;
}

#llwitnzicp .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;
}

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

#llwitnzicp .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#llwitnzicp 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_left" rowspan="1" colspan="1" scope="col" id="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">pct</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left">Business</td>
<td headers="pct" class="gt_row gt_right">1.863084e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right">1.308985e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right">7.499076e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right">6.524055e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Psychology</td>
<td headers="pct" class="gt_row gt_right">6.432097e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Engineering</td>
<td headers="pct" class="gt_row gt_right">6.104956e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right">5.384671e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right">4.478384e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Education</td>
<td headers="pct" class="gt_row gt_right">4.437144e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right">4.270050e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right">2.823822e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right">2.619111e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right">2.609037e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right">2.018575e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right">1.880215e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right">1.404492e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right">1.300821e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right">1.023804e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right">9.133836e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right">6.904098e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right">5.573104e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right">4.695700e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right">3.304161e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right">3.245601e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right">3.173146e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Communications technologies</td>
<td headers="pct" class="gt_row gt_right">2.407402e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right">2.205421e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right">7.950234e-04</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Library science</td>
<td headers="pct" class="gt_row gt_right">6.699635e-05</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Precision production</td>
<td headers="pct" class="gt_row gt_right">5.955232e-06</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Other and not classified</td>
<td headers="pct" class="gt_row gt_right">0.000000e+00</td></tr>
  </tbody>
  
  
</table>
</div>
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
  arrange(desc(pct)) %>%
  gt() %>%
* tab_style(
*   style = "padding-top:0px;padding-bottom:0px;",
*   locations = cells_body(columns = everything()))
```
]
 
.panel2-degrees-2021-table-auto[
<div id="engfeayhud" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#engfeayhud 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;
}

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

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

#engfeayhud .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;
}

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

#engfeayhud .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;
}

#engfeayhud .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;
}

#engfeayhud .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;
}

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

#engfeayhud .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;
}

#engfeayhud .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;
}

#engfeayhud .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;
}

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

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

#engfeayhud .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%;
}

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

#engfeayhud .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;
}

#engfeayhud .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;
}

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

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

#engfeayhud .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;
}

#engfeayhud .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;
}

#engfeayhud .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;
}

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

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

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

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

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

#engfeayhud .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;
}

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

#engfeayhud .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;
}

#engfeayhud .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;
}

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

#engfeayhud .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;
}

#engfeayhud .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;
}

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

#engfeayhud .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#engfeayhud 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_left" rowspan="1" colspan="1" scope="col" id="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">pct</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Business</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.863084e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.308985e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">7.499076e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">6.524055e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Psychology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">6.432097e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Engineering</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">6.104956e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">5.384671e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">4.478384e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Education</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">4.437144e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">4.270050e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.823822e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.619111e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.609037e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.018575e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.880215e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.404492e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.300821e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">1.023804e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">9.133836e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">6.904098e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">5.573104e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">4.695700e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">3.304161e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">3.245601e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">3.173146e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Communications technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.407402e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">2.205421e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">7.950234e-04</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Library science</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">6.699635e-05</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Precision production</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">5.955232e-06</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px;">Other and not classified</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px;">0.000000e+00</td></tr>
  </tbody>
  
  
</table>
</div>
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
  arrange(desc(pct)) %>%
  gt() %>%
  tab_style(
    style = "padding-top:0px;padding-bottom:0px;",
    locations = cells_body(columns = everything())) %>%
* tab_style(  style = cell_text(size = "small"),
*   locations = cells_body(columns = everything()))
```
]
 
.panel2-degrees-2021-table-auto[
<div id="ucrpcmoiqr" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#ucrpcmoiqr 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;
}

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

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

#ucrpcmoiqr .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;
}

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

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

#ucrpcmoiqr .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%;
}

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

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

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

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

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

#ucrpcmoiqr .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;
}

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

#ucrpcmoiqr .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;
}

#ucrpcmoiqr .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;
}

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

#ucrpcmoiqr .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#ucrpcmoiqr 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_left" rowspan="1" colspan="1" scope="col" id="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">pct</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Business</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.863084e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.308985e-01</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">7.499076e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.524055e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Psychology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.432097e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.104956e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.384671e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.478384e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Education</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.437144e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.270050e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.823822e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.619111e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.609037e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.018575e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.880215e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.658979e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.404492e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.300821e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.023804e-02</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">9.133836e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.904098e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.573104e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.695700e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">3.304161e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">3.245601e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">3.173146e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communications technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.407402e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.205421e-03</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">7.950234e-04</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Library science</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.699635e-05</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Precision production</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.955232e-06</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Other and not classified</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.000000e+00</td></tr>
  </tbody>
  
  
</table>
</div>
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
  arrange(desc(pct)) %>%
  gt() %>%
  tab_style(
    style = "padding-top:0px;padding-bottom:0px;",
    locations = cells_body(columns = everything())) %>%
  tab_style(  style = cell_text(size = "small"),
    locations = cells_body(columns = everything())) %>%
* fmt_percent( columns = pct,  decimals = 1  )
```
]
 
.panel2-degrees-2021-table-auto[
<div id="bptvtzsobu" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#bptvtzsobu 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;
}

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

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

#bptvtzsobu .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;
}

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

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

#bptvtzsobu .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%;
}

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

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

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

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

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

#bptvtzsobu .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;
}

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

#bptvtzsobu .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;
}

#bptvtzsobu .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;
}

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

#bptvtzsobu .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#bptvtzsobu 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_left" rowspan="1" colspan="1" scope="col" id="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">pct</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Business</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">18.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">13.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">7.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Psychology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Education</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.8%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communications technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Library science</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Precision production</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Other and not classified</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
  </tbody>
  
  
</table>
</div>
]

---
count: false
 
## Generating a **gt** table
.panel1-degrees-2021-table-auto[

``` r
BA_degrees %>%
  filter(year == 2021) %>%
  select(field, pct) %>%
  arrange(desc(pct)) %>%
  gt() %>%
  tab_style(
    style = "padding-top:0px;padding-bottom:0px;",
    locations = cells_body(columns = everything())) %>%
  tab_style(  style = cell_text(size = "small"),
    locations = cells_body(columns = everything())) %>%
  fmt_percent( columns = pct,  decimals = 1  ) %>%
* cols_label(  field = "Field",  pct = "Percentage" )
```
]
 
.panel2-degrees-2021-table-auto[
<div id="herhhllyyv" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#herhhllyyv 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;
}

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

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

#herhhllyyv .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;
}

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

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

#herhhllyyv .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%;
}

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

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

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

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

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

#herhhllyyv .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;
}

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

#herhhllyyv .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;
}

#herhhllyyv .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;
}

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

#herhhllyyv .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#herhhllyyv 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_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="pct">Percentage</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Business</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">18.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Health professions and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">13.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Social sciences and history</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">7.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Biological and biomedical sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Psychology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">6.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Computer and information sciences and support 
   services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">5.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Visual and performing arts</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Education</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communication, journalism, and related programs</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">4.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Homeland security, law enforcement, and firefighting</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.8%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Parks, recreation, leisure, fitness, and kinesiology</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Multi/interdisciplinary studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Agriculture and natural resources</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">2.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Liberal arts and sciences, general studies, and 
   humanities</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">English language and literature/letters</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Public administration and social services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Physical sciences and science technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.4%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Mathematics and statistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Family and consumer sciences/human sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">1.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Engineering technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.9%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Foreign languages, literatures, and linguistics</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Philosophy and religious studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.6%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Architecture and related services</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.5%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Area, ethnic, cultural, gender, and group studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Transportation and materials moving</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Theology and religious vocations</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.3%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Communications technologies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Legal professions and studies</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.2%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Military technologies and applied sciences</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.1%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Library science</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Precision production</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="padding-top:0px;padding-bottom:0px; font-size: small;">Other and not classified</td>
<td headers="pct" class="gt_row gt_right" style="padding-top:0px;padding-bottom:0px; font-size: small;">0.0%</td></tr>
  </tbody>
  
  
</table>
</div>
]

---

# Plots in tables

---

<div id="psdkduxfkf" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#psdkduxfkf 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;
}

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

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

#psdkduxfkf .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;
}

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

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

#psdkduxfkf .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%;
}

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

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

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

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

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

#psdkduxfkf .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;
}

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

#psdkduxfkf .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;
}

#psdkduxfkf .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;
}

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

#psdkduxfkf .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#psdkduxfkf 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_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="19" style="font-weight: bold;" scope="colgroup" id="Popular Bachelor's degrees over the years">
        <div class="gt_column_spanner">Popular Bachelor's degrees over the years</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left">Business</td>
<td headers="1970" class="gt_row gt_right">14%</td>
<td headers="1975" class="gt_row gt_right">15%</td>
<td headers="1980" class="gt_row gt_right">21%</td>
<td headers="1985" class="gt_row gt_right">24%</td>
<td headers="1990" class="gt_row gt_right">23%</td>
<td headers="1995" class="gt_row gt_right">19%</td>
<td headers="2000" class="gt_row gt_right">21%</td>
<td headers="2005" class="gt_row gt_right">21%</td>
<td headers="2012" class="gt_row gt_right">20%</td>
<td headers="2013" class="gt_row gt_right">19%</td>
<td headers="2014" class="gt_row gt_right">19%</td>
<td headers="2015" class="gt_row gt_right">19%</td>
<td headers="2016" class="gt_row gt_right">19%</td>
<td headers="2017" class="gt_row gt_right">20%</td>
<td headers="2018" class="gt_row gt_right">19%</td>
<td headers="2019" class="gt_row gt_right">19%</td>
<td headers="2020" class="gt_row gt_right">19%</td>
<td headers="2021" class="gt_row gt_right">19%</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Health professions</td>
<td headers="1970" class="gt_row gt_right">3%</td>
<td headers="1975" class="gt_row gt_right">6%</td>
<td headers="1980" class="gt_row gt_right">7%</td>
<td headers="1985" class="gt_row gt_right">7%</td>
<td headers="1990" class="gt_row gt_right">5%</td>
<td headers="1995" class="gt_row gt_right">7%</td>
<td headers="2000" class="gt_row gt_right">6%</td>
<td headers="2005" class="gt_row gt_right">6%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">11%</td>
<td headers="2014" class="gt_row gt_right">11%</td>
<td headers="2015" class="gt_row gt_right">12%</td>
<td headers="2016" class="gt_row gt_right">12%</td>
<td headers="2017" class="gt_row gt_right">12%</td>
<td headers="2018" class="gt_row gt_right">12%</td>
<td headers="2019" class="gt_row gt_right">13%</td>
<td headers="2020" class="gt_row gt_right">13%</td>
<td headers="2021" class="gt_row gt_right">13%</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Social sciences and history</td>
<td headers="1970" class="gt_row gt_right">18%</td>
<td headers="1975" class="gt_row gt_right">14%</td>
<td headers="1980" class="gt_row gt_right">11%</td>
<td headers="1985" class="gt_row gt_right">9%</td>
<td headers="1990" class="gt_row gt_right">11%</td>
<td headers="1995" class="gt_row gt_right">11%</td>
<td headers="2000" class="gt_row gt_right">10%</td>
<td headers="2005" class="gt_row gt_right">11%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">9%</td>
<td headers="2014" class="gt_row gt_right">9%</td>
<td headers="2015" class="gt_row gt_right">8%</td>
<td headers="2016" class="gt_row gt_right">8%</td>
<td headers="2017" class="gt_row gt_right">8%</td>
<td headers="2018" class="gt_row gt_right">8%</td>
<td headers="2019" class="gt_row gt_right">8%</td>
<td headers="2020" class="gt_row gt_right">8%</td>
<td headers="2021" class="gt_row gt_right">7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left">Other</td>
<td headers="1970" class="gt_row gt_right">65%</td>
<td headers="1975" class="gt_row gt_right">65%</td>
<td headers="1980" class="gt_row gt_right">61%</td>
<td headers="1985" class="gt_row gt_right">60%</td>
<td headers="1990" class="gt_row gt_right">60%</td>
<td headers="1995" class="gt_row gt_right">62%</td>
<td headers="2000" class="gt_row gt_right">62%</td>
<td headers="2005" class="gt_row gt_right">62%</td>
<td headers="2012" class="gt_row gt_right">61%</td>
<td headers="2013" class="gt_row gt_right">61%</td>
<td headers="2014" class="gt_row gt_right">61%</td>
<td headers="2015" class="gt_row gt_right">60%</td>
<td headers="2016" class="gt_row gt_right">60%</td>
<td headers="2017" class="gt_row gt_right">60%</td>
<td headers="2018" class="gt_row gt_right">60%</td>
<td headers="2019" class="gt_row gt_right">60%</td>
<td headers="2020" class="gt_row gt_right">60%</td>
<td headers="2021" class="gt_row gt_right">61%</td></tr>
  </tbody>
  
  
</table>
</div>

---

---

## Add visualizations to your table

Example: Add **sparklines** to display trend alongside raw data

<br>

<div id="cjmihniqlq" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#cjmihniqlq 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;
}

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

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

#cjmihniqlq .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;
}

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

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

#cjmihniqlq .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%;
}

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

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

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

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

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

#cjmihniqlq .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;
}

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

#cjmihniqlq .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;
}

#cjmihniqlq .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;
}

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

#cjmihniqlq .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#cjmihniqlq 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" style="table-layout:fixed;" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <colgroup>
    <col/>
    <col style="width:300px;"/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
  </colgroup>
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="20" style="font-weight: bold;" scope="colgroup" id="Popular Bachelor's degrees over the years">
        <div class="gt_column_spanner">Popular Bachelor's degrees over the years</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="ggplot">Trend</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="color: #9D6C06;">Business</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">14%</td>
<td headers="1975" class="gt_row gt_right">15%</td>
<td headers="1980" class="gt_row gt_right">21%</td>
<td headers="1985" class="gt_row gt_right">24%</td>
<td headers="1990" class="gt_row gt_right">23%</td>
<td headers="1995" class="gt_row gt_right">19%</td>
<td headers="2000" class="gt_row gt_right">21%</td>
<td headers="2005" class="gt_row gt_right">21%</td>
<td headers="2012" class="gt_row gt_right">20%</td>
<td headers="2013" class="gt_row gt_right">19%</td>
<td headers="2014" class="gt_row gt_right">19%</td>
<td headers="2015" class="gt_row gt_right">19%</td>
<td headers="2016" class="gt_row gt_right">19%</td>
<td headers="2017" class="gt_row gt_right">20%</td>
<td headers="2018" class="gt_row gt_right">19%</td>
<td headers="2019" class="gt_row gt_right">19%</td>
<td headers="2020" class="gt_row gt_right">19%</td>
<td headers="2021" class="gt_row gt_right">19%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #077DAA;">Health professions</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">3%</td>
<td headers="1975" class="gt_row gt_right">6%</td>
<td headers="1980" class="gt_row gt_right">7%</td>
<td headers="1985" class="gt_row gt_right">7%</td>
<td headers="1990" class="gt_row gt_right">5%</td>
<td headers="1995" class="gt_row gt_right">7%</td>
<td headers="2000" class="gt_row gt_right">6%</td>
<td headers="2005" class="gt_row gt_right">6%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">11%</td>
<td headers="2014" class="gt_row gt_right">11%</td>
<td headers="2015" class="gt_row gt_right">12%</td>
<td headers="2016" class="gt_row gt_right">12%</td>
<td headers="2017" class="gt_row gt_right">12%</td>
<td headers="2018" class="gt_row gt_right">12%</td>
<td headers="2019" class="gt_row gt_right">13%</td>
<td headers="2020" class="gt_row gt_right">13%</td>
<td headers="2021" class="gt_row gt_right">13%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #026D4E;">Social sciences and history</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">18%</td>
<td headers="1975" class="gt_row gt_right">14%</td>
<td headers="1980" class="gt_row gt_right">11%</td>
<td headers="1985" class="gt_row gt_right">9%</td>
<td headers="1990" class="gt_row gt_right">11%</td>
<td headers="1995" class="gt_row gt_right">11%</td>
<td headers="2000" class="gt_row gt_right">10%</td>
<td headers="2005" class="gt_row gt_right">11%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">9%</td>
<td headers="2014" class="gt_row gt_right">9%</td>
<td headers="2015" class="gt_row gt_right">8%</td>
<td headers="2016" class="gt_row gt_right">8%</td>
<td headers="2017" class="gt_row gt_right">8%</td>
<td headers="2018" class="gt_row gt_right">8%</td>
<td headers="2019" class="gt_row gt_right">8%</td>
<td headers="2020" class="gt_row gt_right">8%</td>
<td headers="2021" class="gt_row gt_right">7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #A39A09;">Other</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">65%</td>
<td headers="1975" class="gt_row gt_right">65%</td>
<td headers="1980" class="gt_row gt_right">61%</td>
<td headers="1985" class="gt_row gt_right">60%</td>
<td headers="1990" class="gt_row gt_right">60%</td>
<td headers="1995" class="gt_row gt_right">62%</td>
<td headers="2000" class="gt_row gt_right">62%</td>
<td headers="2005" class="gt_row gt_right">62%</td>
<td headers="2012" class="gt_row gt_right">61%</td>
<td headers="2013" class="gt_row gt_right">61%</td>
<td headers="2014" class="gt_row gt_right">61%</td>
<td headers="2015" class="gt_row gt_right">60%</td>
<td headers="2016" class="gt_row gt_right">60%</td>
<td headers="2017" class="gt_row gt_right">60%</td>
<td headers="2018" class="gt_row gt_right">60%</td>
<td headers="2019" class="gt_row gt_right">60%</td>
<td headers="2020" class="gt_row gt_right">60%</td>
<td headers="2021" class="gt_row gt_right">61%</td></tr>
  </tbody>
  
  
</table>
</div>

---

## Custom function with `ggplot()`

``` r
*plot_spark <- function(df) {
* ggplot(df, aes(x = year, y = pct)) +
*   geom_line(size = 20) +
*   theme_void() }

BA_degrees_other %>%
  filter(field == "Social sciences and history") %>%
  plot_spark()
```

---

## Prep the data

``` r
BA_degrees_other_plots <- BA_degrees_other %>%
* nest(field_df = c(year, pct)) %>%
  mutate(plot = map(field_df, plot_spark))
BA_degrees_other_plots
```

```
## # A tibble: 4 × 3
##   field                       field_df          plot  
##   <fct>                       <list>            <list>
## 1 Business                    <tibble [18 × 2]> <gg>  
## 2 Health professions          <tibble [18 × 2]> <gg>  
## 3 Social sciences and history <tibble [18 × 2]> <gg>  
## 4 Other                       <tibble [18 × 2]> <gg>
```

---

## Widen the table

``` r
BA_degrees_other %>%
* pivot_wider(names_from = year, values_from = pct) %>%
* mutate(ggplot = NA, .after = field)
```

```
## # A tibble: 4 × 20
##   field    ggplot `1970` `1975` `1980` `1985` `1990` `1995` `2000` `2005` `2012`
##   <fct>    <lgl>   <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 Business NA     0.137  0.155  0.214  0.240  0.228  0.195  0.212  0.214  0.196 
## 2 Health … NA     0.0300 0.0582 0.0681 0.0657 0.0545 0.0736 0.0607 0.0616 0.0980
## 3 Social … NA     0.185  0.137  0.107  0.0950 0.114  0.109  0.103  0.109  0.0966
## 4 Other    NA     0.648  0.651  0.610  0.600  0.604  0.623  0.625  0.615  0.609 
## # ℹ 9 more variables: `2013` <dbl>, `2014` <dbl>, `2015` <dbl>, `2016` <dbl>,
## #   `2017` <dbl>, `2018` <dbl>, `2019` <dbl>, `2020` <dbl>, `2021` <dbl>
```

---

## Basic `gt` table

``` r
BA_degrees_other %>%
  pivot_wider(names_from = year, values_from = pct) %>%
  mutate(ggplot = NA, .after = field) %>%
* gt()
```

<div id="gnttdxswmb" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#gnttdxswmb 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;
}

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

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

#gnttdxswmb .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;
}

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

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

#gnttdxswmb .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%;
}

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

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

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

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

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

#gnttdxswmb .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;
}

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

#gnttdxswmb .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;
}

#gnttdxswmb .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;
}

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

#gnttdxswmb .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#gnttdxswmb 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="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="ggplot">ggplot</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_center">Business</td>
<td headers="ggplot" class="gt_row gt_center">NA</td>
<td headers="1970" class="gt_row gt_right">0.13742036</td>
<td headers="1975" class="gt_row gt_right">0.15465473</td>
<td headers="1980" class="gt_row gt_right">0.21442886</td>
<td headers="1985" class="gt_row gt_right">0.23961783</td>
<td headers="1990" class="gt_row gt_right">0.22764399</td>
<td headers="1995" class="gt_row gt_right">0.19456092</td>
<td headers="2000" class="gt_row gt_right">0.21179966</td>
<td headers="2005" class="gt_row gt_right">0.2141554</td>
<td headers="2012" class="gt_row gt_right">0.19609363</td>
<td headers="2013" class="gt_row gt_right">0.19149908</td>
<td headers="2014" class="gt_row gt_right">0.19195090</td>
<td headers="2015" class="gt_row gt_right">0.19351295</td>
<td headers="2016" class="gt_row gt_right">0.19482965</td>
<td headers="2017" class="gt_row gt_right">0.19500521</td>
<td headers="2018" class="gt_row gt_right">0.19397582</td>
<td headers="2019" class="gt_row gt_right">0.19026067</td>
<td headers="2020" class="gt_row gt_right">0.1893825</td>
<td headers="2021" class="gt_row gt_right">0.18630843</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Health professions</td>
<td headers="ggplot" class="gt_row gt_center">NA</td>
<td headers="1970" class="gt_row gt_right">0.03003465</td>
<td headers="1975" class="gt_row gt_right">0.05820711</td>
<td headers="1980" class="gt_row gt_right">0.06808072</td>
<td headers="1985" class="gt_row gt_right">0.06574153</td>
<td headers="1990" class="gt_row gt_right">0.05448509</td>
<td headers="1995" class="gt_row gt_right">0.07362259</td>
<td headers="2000" class="gt_row gt_right">0.06071272</td>
<td headers="2005" class="gt_row gt_right">0.0616307</td>
<td headers="2012" class="gt_row gt_right">0.09804329</td>
<td headers="2013" class="gt_row gt_right">0.10584659</td>
<td headers="2014" class="gt_row gt_right">0.11371057</td>
<td headers="2015" class="gt_row gt_right">0.11874268</td>
<td headers="2016" class="gt_row gt_right">0.12112331</td>
<td headers="2017" class="gt_row gt_right">0.12312834</td>
<td headers="2018" class="gt_row gt_right">0.12451033</td>
<td headers="2019" class="gt_row gt_right">0.12622224</td>
<td headers="2020" class="gt_row gt_right">0.1296868</td>
<td headers="2021" class="gt_row gt_right">0.13089847</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Social sciences and history</td>
<td headers="ggplot" class="gt_row gt_center">NA</td>
<td headers="1970" class="gt_row gt_right">0.18496898</td>
<td headers="1975" class="gt_row gt_right">0.13653421</td>
<td headers="1980" class="gt_row gt_right">0.10748444</td>
<td headers="1985" class="gt_row gt_right">0.09499678</td>
<td headers="1990" class="gt_row gt_right">0.11430119</td>
<td headers="1995" class="gt_row gt_right">0.10858505</td>
<td headers="2000" class="gt_row gt_right">0.10290868</td>
<td headers="2005" class="gt_row gt_right">0.1087250</td>
<td headers="2012" class="gt_row gt_right">0.09659250</td>
<td headers="2013" class="gt_row gt_right">0.09257653</td>
<td headers="2014" class="gt_row gt_right">0.08811279</td>
<td headers="2015" class="gt_row gt_right">0.08393128</td>
<td headers="2016" class="gt_row gt_right">0.08133319</td>
<td headers="2017" class="gt_row gt_right">0.08076176</td>
<td headers="2018" class="gt_row gt_right">0.07981676</td>
<td headers="2019" class="gt_row gt_right">0.07908001</td>
<td headers="2020" class="gt_row gt_right">0.0778388</td>
<td headers="2021" class="gt_row gt_right">0.07499076</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Other</td>
<td headers="ggplot" class="gt_row gt_center">NA</td>
<td headers="1970" class="gt_row gt_right">0.64757601</td>
<td headers="1975" class="gt_row gt_right">0.65060395</td>
<td headers="1980" class="gt_row gt_right">0.61000599</td>
<td headers="1985" class="gt_row gt_right">0.59964386</td>
<td headers="1990" class="gt_row gt_right">0.60356973</td>
<td headers="1995" class="gt_row gt_right">0.62323144</td>
<td headers="2000" class="gt_row gt_right">0.62457894</td>
<td headers="2005" class="gt_row gt_right">0.6154889</td>
<td headers="2012" class="gt_row gt_right">0.60927058</td>
<td headers="2013" class="gt_row gt_right">0.61007780</td>
<td headers="2014" class="gt_row gt_right">0.60622575</td>
<td headers="2015" class="gt_row gt_right">0.60381309</td>
<td headers="2016" class="gt_row gt_right">0.60271385</td>
<td headers="2017" class="gt_row gt_right">0.60110468</td>
<td headers="2018" class="gt_row gt_right">0.60169710</td>
<td headers="2019" class="gt_row gt_right">0.60443708</td>
<td headers="2020" class="gt_row gt_right">0.6030919</td>
<td headers="2021" class="gt_row gt_right">0.60780235</td></tr>
  </tbody>
  
  
</table>
</div>
]

---

## Basic `gt` table with sparklines

``` r
BA_degrees_other %>%
  pivot_wider(names_from = year, values_from = pct) %>%
  mutate(ggplot = NA, .after = field) %>%
  gt() %>%
* text_transform(
*   locations = cells_body(columns = ggplot),
*   fn = function(x) {
*     map( .x = BA_degrees_other_plots$plot, .f = ggplot_image,
*       height = px(15), aspect_ratio = 4 ) } )
```

<div id="kfvunnfsbr" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#kfvunnfsbr 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;
}

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

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

#kfvunnfsbr .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;
}

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

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

#kfvunnfsbr .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%;
}

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

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

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

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

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

#kfvunnfsbr .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;
}

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

#kfvunnfsbr .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;
}

#kfvunnfsbr .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;
}

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

#kfvunnfsbr .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#kfvunnfsbr 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="field">field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="ggplot">ggplot</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_center">Business</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB9AAAAH0CAYAAABl1bZjAAAABmJLR0QAAAAAAAD5Q7t/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgAElEQVR4nOzdd7ilZ13v//eeSU9IQgIRUHoVASkqiAhyFKRICzbKD0VEilIED0UPggfkAKJIVUAQQRSBhJAAQkAQ6VUgNKVDaAFCEtLL8PvjCSZkzyR7z+zZ9yqv13V9rgnhEj+znr3W2mt9n/u+CwCA3e2Q6oXV9+c4x1d/W/1Kte/GPjwAAAAAAAAALLqV6p7VNxs/AN/InF4dU/1e9aMb9mgBAAAAAAAAsJCuVr2x8cPuzciHqj+rfqrashEPHgAAAAAAAADzb8/q0U2rtEcPtkfk603b1d+l2n8XH0sAAAAAAAAA5tRNq482fog9KzmzekP14OpKu/C4AgAAAAAAADAnDqyeU21r/NB6lvPR6knVzbLVOwAAAAAAAMBCWakOr77a+OH0vOWb1YvPf/wutd4HHgAAAAAAAIDZccXq6MYPohchZ1Vvqh5SXWUd1wAAAAAAAACAgbZWD69ObfzgeVHz8er/VT93/uMNAAAAAAAAwIy5cfXBxg+Ylynfrl5a/Vp10CVfIgAAAAAAAAB2pwOqv6zOa/xAeZlzTvWWph0Arn6xVwwAAAAAAACADXfH6kuNHx7L6nyqelp1y2qPHV1AAAAAAAAAAHbN5atXNn5ILGvLidXLq9+sLr2d6wkAAAAAAADAOm2pHlSd3PihsOxczq3eVj2yulYAAAAAAAAArNv1qnc3fgAsG5v/bjrD/tbVngEAAAAAAACwQ/tWT67OafywV3ZvTqpeUd27OjQAAAAAAAAA/scvVZ9t/GBXNj/nVe+oHlVdt1oJAAAAAAAAYAldtnpZ44e4Mjv5XPXMppsq9goAAAAAAABgwa1U962+0/iBrcxuTqleVf1W080WAAAAAMASsE0lALBMrl09v7rV6CLMle9X762OqV5Xffz8fwcAAAAAAAAwd/auHl+d1fiVzTL/+WL1nOqXm362AAAAAIAFYQU6ALDobtm06vw6o4uwkE6rjm1amf766ptj6wAAAAAAu8IAHQBYVIdUT6vuN7oIS+X9XbDV+0ebVqwDAAAAAHPCAB0AWDQr1T2qZ1SHDe7Ccju+aZB+TPW26oyxdQAAAACAS2KADgAskqtVf1PddnQRuIjTq7d0wVbvXxtbBwAAAADYHgN0AGAR7Fk9onp8te/gLrAWH+qCrd4/nK3eAQAAAGAmGKADAPPuZtULquuPLgI76WtNq9Jf17RK/fSxdQAAAABgeRmgAwDz6qDqydWD8jsNi+PM6q1Nq9NfX31lbB0AAAAAWC6+bAYA5s1KdXj1rOoKg7vA7vaRppXpx1QfrLaNrQMAAAAAi80AHQCYJ1eqnlPdaXQRGOCbXbDV+5urU8fWAQAAAIDFY4AOAMyDrdVDqidV+w/uArPg7OptTSvTX1d9aWwdAAAAAFgMBugAwKy7cfWC6iaji8AMO64Ltnp/f3Xe2DoAAAAAMJ8M0AGAWXVA9WfVw6stg7vAPPlW9Yamgfqx1Slj6wAAAADA/DBABwBm0a9Uz2068xzYeedUb++Crd4/P7YOAAAAAMw2A3QAYJZcvnpW9auji8CC+mQXbPX+3urcsXUAAAAAYLYYoAMAs2BL9YDqKdWBg7vAsjixC7Z6f2N18tg6AAAAADCeAToAMNr1qhdUPzu6CCyxc6t3dMFW758ZWwcAAAAAxjBABwBG2bd6XPW/qz0GdwF+2H91wVbv7246Sx0AAAAAFp4BOgAwwm2qv62uNroIcIlOatri/Zjz/zxxbB0AAAAA2H0M0AGAzXRY9VfVvUYXAXbKedW7umB1+n9V3x/aCAAAAAA2kAE6ALAZVqr7Vn9RHTK4C7BxPtcF56a/ozp7bB0AAAAA2DUG6ADA7nbt6vnVrUYXAXarU6o3NQ3U/7X69tg6AAAAALB+BugAwO6yd/WY6o+rvQZ3ATbXtuo9XbDV+yez1TsAAAAAc8AAHQDYHW7ZtOr8OqOLADPhC03D9NdVb6/OGlsHAAAAALbPAB0A2EiHVE+r7je6CDCzTq2ObVqZ/obqhLF1AAAAAOACBugAwEZYqe5ZPaO67OAuwPz4fvW+Ltjq/bhs9Q4AAADAQAboAMCuunr1vOq2o4sAc+/LXbDV+9uqM8fWAQAAAGDZGKADADtrz+qR1eOrfQZ3ARbP6dWbq6OqI6rvja0DAAAAwDIwQAcAdsbNqhdU1x9dBFgKp1dHVv9QvbXaNrYOAAAAAIvKAB0AWI+DqidXD8rvEcAYH6v+uHpDzksHAAAAYIP54hsAWIuV6vDq2dXlB3cBqHpH9ajqvaOLAAAAALA4to4uAADMvCtVL6seV11qcBeAH7hydb9qr6Zhum3dAQAAANhlVqADADuyR/WQ6onV/oO7AFyc91f3rD43uggAAAAA880AHQDYnhtXLzz/T4B58L3qXtUxo4sAAAAAML9s4Q4AXNgB1VOqF1VXGNwFYD32rn6zOrN69+AuAAAAAMwpA3QA4Ad+pXp9dbvsUjNvvl7dt3pk9d/n/7srNW3DD8tkpfql6urVv1bnjq0DAAAAAADAvLlC9arq+zJ32VY9tzpo1VWt/Zpuinh+9dUZ6Cqy2XlvdfkAAAAAAABgDbZUD65ObvygS9afj1U/u+qqbt9K03n2f1p9YAa6i2xWjq9uEgAAAAAAAFyM61fvafxwS9afM6pHV3uuuqprd/nqd6ujqtNm4O8ksjtzevUbAQAAAAAAwEXsW/2/6pzGD7Vk/Tm26WznjbRvdfvqedWXZ+DvKLK78sSmnTcAAAAAAACg21Sfa/wQS9afE6p7Nm3FvjutVD9Z/UnT+dHbBvxdRXZnjqwOCAAAAAAAgKV1WPWPjR9cyc7l76pDVl3VzfEj1X2rI6rvXUxHkXnKR6srBwAAAAAAwFJZqX6nOrHxAytZfz5d3XLVVR1n7+q21bOrLzb+8RHZlZxQ3SIAAAAAAACWwrWrf2/8kErWn7OqxzcNrGfVSnW96jHVu7LVu8xnzq7uFwAAAAAAAAtr7+oJTUPY0cMpWX/+venmh3lzmeo+1SurUxr/OIqsJ8+o9ggAAAAAAICFcqumbb9HD6Nk/Tmx6azxlVVXdf7sVf1i01Dys41/bEXWkjdWBwcAAAAAAMDcO6R6UeMHULJz+cfqsFVXdTGsVNep/nf19uq8xj/eIjvKp6trBQAAAAAAwFxaqe5VndD4wZOsP5+tbrPqqi62Q6p7Vv9cndT4ayBy0Xy3um0AAAAAAADMlatXxzZ+2CTrzznVk6t9V13V5bJn9QvV06v/avx1EflBzqse1mIcqQAAAAAAALDQ9qweU53R+CGTrD/vrq6/6qpS09bZj6jeWp3b+Gsl8sJqrwAAAAAAAJhJP1sd1/ihkqw/J1cPqrasuqpsz8HVbzSdD39i46+fLG/+o7psAAAAAAAAzIyDqudV2xo/TJL155XV5VddVdZqj+rnq6dWn2z89ZTlyxerGwQAAAAAAMBQK9WvVl9r/ABJ1p8vVb+y6qqyq67edD71m6uzG3+dZTlyanWXAAAAAAAAGOJK1TGNHxrJ+nNe9ZfVAauuKhvtwKabTF5Sfavx114WP3/cdHMTAAAAAAAAm2CP6hFNqx1HD4pk/flgdeNVV5XNsLW6efXk6rjG/yzI4uafqn0DAAAAAABgt7pJ9aHGD4dk/Tm1enjTDRDMhqtUf1C9sTqr8T8jslj5QPWjAQAAAAAAsOEOqJ7RtPX36KGQrD9HN225z+y6VHW36kXVNxv/MyOLka9VPxMAAAAAAAAb5k7Vlxs/CJL156vV4TkPed5saRp6PrH6z8b/HMl858zqngEAAAAAALBLrlC9uvHDH1l/tlXPqQ5adVWZR1esHli9vmkYOvrnS+Yz/6/p5gwAAAAAAADWYUv14Orkxg98ZP35WHWzVVeVRbF/defqBU3bc4/+eZP5ymubjgsAAAAAAABgDa5fvafxQx5Zf06vHl3tueqqsqi2VDepnlB9sPE/gzIfOa66agAAAAAAAOzQftVTqnMaP9yR9edN1dVWXVWWzY9W96+ObrqhYvTPpcxuvl3dKgAAAAAAAFa5bfW5xg90ZP35ZnXPamXVVWXZ7Vvdsfqb6iuN/1mV2cs51e8FAAAAAABAVYdVL2/8EEd2Li+sDll1VWG1leqG1eOq9zX+Z1dmK8+q9ggAAAAAAGBJrVT3q05s/OBG1p9PVbdcdVVh7S5X/U51ZHVq43+mZXzenBtyAAAAAACAJXSd6u2NH9bI+nNW9afV3quuKuy8farbVc+pvtT4n3MZl880vUcAAAAAAAAsvH2qJzQNYUcPaWT9eVt17YteVNhgK9X1qz+u3l1ta/zPvmxuTq5uHwAAAAAAwAL7heq/Gj+YkfXnO9V9mwabsNkOq36relV1SuOfD7I5Oa96RF53AAAAAACABXNo9eLGD2Nk5/Ky6rKrriqMsVf1S9Uzq883/vkhuz9/nyMjAAAAAACABbBS3bs6ofEDGFl/PlvdZtVVhdmxUl23elT1jqYVy6OfN7J78q7qRwIAAAAAAJhTV6+ObfzQRdafc6o/r/ZddVVhth3adNPOK6qTGv9cko3Nl6sbBgAAAAAAMEf2rB5bndH4YYusP++urrfqqsL82bO6dfVX1Wca/9ySjclp1eEBAAAAAADMgZ+tjmv8gEXWn5OqB1ZbVl1VWAzXrh5Z/Xt1buOfc7Jr+dOmLfwBAAAAAABmzsHV86ptjR+qyPrzyuryq64qLK5LV/eoXl6d2PjnoOz8a9d+AQAAAAAAzIiV6teqrzd+kCLrz5eqO666qrBc9qhuWf1F9anGPy9lfflwdcVVVxUAAAAAAGCTXbl6XeOHJ7L+nFc9vTpg1VUFrlE9vPq36pzGP1/lkvON6mbbu5gAAAAAAAC72x7VI6pTGz80kfXng9WNVl1VYHsOqn69emn17cY/f2XHOau6z/YvIwAAAAAAwO5xk+pDjR+UyPpzavWwauuqqwqsxdbq56qnVB9v/HNatp+n5XUOAAAAAADYzQ6ontG09ffo4YisP6/NGcGw0a5WPaQ6tjq78c9zuSCvqw7c8aUDAAAAAADYeXeqvtz4gYisP1+tDq9WVl1VYCNdqum59vfVCY1/7kt9orr6xV00AAAAAACA9fjR6ojGD0Fk/dlWPafp/GZgc22pblY9qfpo418PljnfqW598ZcLAAAAAADg4m2tfr86pfHDD1l/Pto0vANmw5WqB1dvqM5s/GvEsuWc6kGXeJUAAAAAAAC24wbVexs/8JD15/TqUdWeq64qMCsOqO5SvazxrxnLlufl9REAAAAAAFij/aqnNK3UGz3kkPXnjdXVVl1VYJb9ZnVG418/lilvrQ5dy8UBAAAAAACW122rzzd+sCHrzzere1Qrq64qMA9+qvpq419Llimfq667losDAAAAAAAsl8Oqlzd+mCE7lxdWh6y6qsC8uUL1vsa/pixTTqnuuJaLAwAAAMDFs7oLgEWwpbpv9RfVpQd3Yf0+Xf1e9Y7RRYANs2/TTTH3Gl1kiXy/enT19PP/GQAWwZbqUtVBa8he5//ffL86t/pa9YXqi9Wnqu9sYm8AAOaYAToA8+7Hq+dXPz+6COt2dvWk6mnVWYO7ABtvpWmg++R87thML2u6KenM0UUAWHprGX4ffAn//aXauN8jPla99UI5bYP+dwEAWDC+yAJgXu1TPfb87Dm4C+v379UDqv8e3APY/e5U/VN1wOgiS+S91d2qb4wuAsDcuujw+5IG3bt7+L3Rzqj+tTqyel118tg6AADMkln9JRYALs4tqhdV1xpdhHU7sXpk9Q/ZYhiWyfWqo6urji6yRI6v7lJ9eHQRADbdlurA1j/wnpfh90Y7p3pL0zD9tdW3xtYBAGC0ZflFGIDFsEf1f6rHNX0pxHx5WdPw3BdSsJwuU726utXoIkvkjOq3q1cO7gHA2u3q8PvgpuE3O2db9R/VEdVRTTekAQCwZAzQAZgXV6xenrPO59Hnqgc2reoAltte1bOajnBg8zyxekLTUACA3Wc9w+8dbYlu+D1b3tc0TD+y6XMNAABLwAAdgHlww+rNTasXmR/nVk+rntS0ChKgps8gD66eWW0d3GWZHFndpzptdBGAGbW1Hz7zey3DbsPv5fLRpvfTI6tP5EgqAICFZYAOwKz76epN1aVHF2Fd3t20wvTjo4sAM+sXq1fl9X0zfbTpXPQvjS4CsMF+MPxe66Db8Jtd9d9Ng/Qjqg9lmA4AsFAM0AGYZTev/rVpG0Tmw8nVo6sXZqtg4JJdszq6us7oIkvkhOrw6l2jiwCcb2u7dua34TejfaULhunvrs4bWwcAgF1lgA7ArLpa0538B48uwpq9snp49fXRRYC5clD1iup2o4sskXOadgn5+9FFgLm3s8PvC68UP2DTW8Pu883qqKaB+tua3nMBAJgzBugAzKJ9m+7cv+HoIqzJl5rOM37D6CLA3NpaPbV65OgiS+avqkdlpRwss5XqCtVlWtuw+6Ix/IYdO6lpp50jq2OrM8bWAQBgrQzQAZg1K9WLq98e3INLdl7119Xjq9MGdwEWw29VL6j2Gl1kibyxukfTl/zAYjuwun11g+pa5+ca1X4jS8GSOK3phuMjzv/ze2PrAAAAAPPkPtX3ZebzgepGO7iGALvi5k3bn45+nVumfLrpPHpg8Rzc9Pv10dVZjX+9EZE6szqm6abxQwMAAAC4GD/atAJu9BcasuN8r3pY03bLALvLlar/bPxr3jLlu9Vt1nJxgJm3Ut26advosxv/+iIiO8651ZurB1WXDwAAAOBCVpq2shv9BYbsOK+trrijCwiwwfavXt34175lyrnVQ3LUF8yr/ar7V8c1/vVERNafbdU7q0dUVwkAAABYer/T+C8sZPv5anW3HV86gN1mS/WExr8OLlucQw/z5UrVU6sTG//6ISIblw9Vf1JdJwAAAGDpXLE6ufFfUMgPZ1v17OrAHV86gE3xa9XpjX9dXKa8vbrMWi4OMMRKdcumnTrOa/xrhojs3nyyemJ1o+wUAwAAAAtvpXpT47+QkB/OR6ubXsx1A9hsN66+0vjXx2XKF6rrr+XiAJtm36admz7S+NcIERmTz1dPr27etFsPAAAAsGDu3/gvIOSCnF49qtrz4i4awCCXq97d+NfKZcr3qjuv5eIAu9UVqydX327864KIzE6+Vj23+sVqjwAAAIC5d+XqlMZ/6SBT3lhd9WKvGMB4e1cvafxr5jJlW/XYbBkLm22lukX1yurcxr8WiMhs5zvVi6s7Nv2+BAAAAMyZleotjf+SQeqb1W9mMALMj5XqkU2D3dGvocuUlzdtHw3sXvtUv1V9qPHPexGZz5xS/XP1q9UBAQAAAHPhgY3/UkHqBdWlL+FaAcyqO1QnN/61dJny/uoKa7k4wLpdoXpidULjn+sisjg5o3pN9f9VBwcAwCWy0gyAEa5aHVftP7rIEvtU9YDqHaOLAOyi61ZHV1cfXWSJfK26a/WB0UVgAaxUN6se2rRS1BnGwO50bvVv1ZHVUU037AAAAACDbane2vi78Jc1Z1aPy5l4wGI5tOnL4NGvscuUM6p7rOXiANu1d3Xvpl0dRj+fRWQ5c1719uph1RUDAAAAhvn9xn9RsKx5a3WtS75EAHNpz+o5jX+tXbb8edPNccDaXK56QvWNxj9/RUQunPdXj66uGQAAALBprlad1vgvBpYt36l+O0e3AMvhgdU5jX/tXaYcVV1qLRcHltjPVP9Ynd3456yIyCXlY003+1w/nyMBgCXkFyAANsuW6m3VLUcXWTIvrf6o+tboIgCb6NbVq6tDRhdZIsdVd66+OLgHzJK9ms41f2h108FdAHbWZ5vOTD+i+kDTgB0AAADYAA9t/F30y5TPVL+4pisDsJiuVn288a/Hy5Rv5UY5qPqR6nHV1xr/vBQR2ch8pXpWdatqawAAAMBOu0Z1euM/7C9DzqmeVO27pisDsNgOrI5p/GvzMuXs6nfXcnFgAd2k+ofqrMY/F0VEdndOqF5Q3a5pxw0AAABgjbZU72j8h/tlyLuqn1jbZQFYGlurpzT+NXrZ8sxqjzVcH5h3e1a/0fR72OjnnYjIqJxUvay6W7VfAAAAwMV6eOM/zC96Tqoe0HSzAgDbd+/qzMa/Zi9Tjq0uvZaLA3PostUfV8c3/rkmIjJLOa16dXXPpt2AAADmzsroAgAstGtVH632GV1kgb2y6SaFr48uAjAHblodVV1udJEl8pnqTtV/jS4CG+RG1UOaBkN7D+4CMOvOrt5SHVEdXX17bB0AgLUxQAdgd9natHX7z44usqC+VD24esPoIgBz5seq11Y3Hl1kiZzctMX1m0YXgZ20R3XX6qHVzw/uAjCvzqveXh3ZdEPjV8fWAQAAgM33yMZvHbeIObf6i2r/tV8KAC5iv+oVjX9NX6ac17Rjipu4mSeHVo+pvtz455CIyKLl3dUfVVcLAGDG+PICgN3hOtVHsq3lRvtgdf+mxxaAXbNS/Un1xNFFlsyLm3ZQOWt0EbgYN2japv3eOYoIYDN8pGll+hHVp5oG7AAAwxigA7DRtlbvajpnlo1xatOQ57lNK/gA2Dh3q16WnT020zuru1cnjC4CF7K1unPTNu2/MLYKwFL7r6ZB+pHVhzNMBwAGMEAHYKM9qnrq6BIL5LVNK6C+MroIwAL7yero6kqjiyyRLzcNKz86ughL75DqftXvV1ce3AWAH/alpkH6kU1bvm8bWwcAWBYG6ABspOtW/1ntNbrIAvhq0+D8NaOLACyJw5pWO91idJElcnrTFtne6xjhJ5p+17pPte/gLgBcsm9URzUN0/+9OmdoGwAAAFiDPaoPNG2vJjufbdWzqwPX9/ADsAH2rl7U+PeCZcvjcnM3m+MH27S/pfE/9yIisvM5sXpJdadqnwAAAGBGPbbxH6LnPR+pfma9DzwAG2qlenh1XuPfF5Ypr6j2W8P1gZ1xcPWI6vON/1kXEZGNzfeafo/49epSAQBsAHf5A7ARrld9uNpzdJE5dUb1+Oqvsw0dwKz45epfqoNGF1kiH6ruWh0/uggL48ebtmn/rdygAbAMzqre1LTN+zFNK9UBANbNAB2AXbVn9Z7qJqOLzKk3Vg+uvjC6CACrXLvpy9drji6yRL7RNER/3+gizK0t1e2rh1W3GdwFgHHOrd7WNEw/qul3DAAAANgU/6fxW7bNY75R/WZuZgOYdZeujm38+8Yy5czq3mu5OHAhBzUNzT/b+J9hERGZrWyr3tF0TM+VAwC4BL60B2BX3KD6YLZuX68XVI+pvju6CABrskf19KbhHJvnqdWfNJ1HDzty7eoPqt+uDhhbBYA58aHqiKbV6f81uAsAMIMM0AHYWXtW769uOLrIHPlU9XvVO0cXAWCn/G71vNw4tpleV92rOmV0EWbKluqXq4dWtxvcBYD59ommQfqR1UebVqwDAEvOAB2AnfX46gmjS8yJs6onVU+rzh7cBYBdc8umFUuXGV1kiXyiunP1+dFFGO5STSvNH1Jdc2wVABbQ55sG6Uc0LRjYNrYOADCKAToAO+OG1QeatrTl4r2temD136OLALBhrlIdXV1/cI9lcmL1q03vqyyfazRt0/47TUN0ANjdvla9pmmY/o7q3LF1AIDNZIAOwHrt1TQ8v8HoIjPuO9Ujq5dmCziARXSp6mXVXUYXWSLnNq08/tvRRdgUK9VtmrZpv0O+vwBgnG9Xr21anf5vTbvMAQAAwP/4v00DYdlxXpKtfQGWwZbqzxv/vrNseW7OoV9kB1QPrj7V+J81ERGRi+bk6uXV3av9AwAWkju4AViPm1Tvq7aOLjKjPls9oHrr6CIAbKp7VC+u9hldZIm8tfq1pq3dWQxXq36/ul910OAuALAWZ1RvbFqZ/rrqpLF1AICNYoAOwFrtXX2wut7oIjPqRU3byp4xuggAQ/x0dVR1hdFFlsjnqjs1rVRmPq1U/6tpm/Y75TsKAObXOU3bux/RtN37t8bWAQB2hQ+nAKzVn1d/PLrEjPpE0+p856ABLLcrNA3Rf3p0kSVyStMOAG8YXYR12b+6d9PNhz8xuAsAbLRt1X80rUx/TXX82DoAwHoZoAOwFj9dvbfprFd+2HnVTasPjS4CwEzYt/q76p6jiyyR71ePqv7y/H9mdl2laZv2360OHlsFADbN+5qG6Uc2Hf0GAMw4A3QALsk+TcPh644uMqOeVD1udAkAZspK9ejqyfnMtZn+oXpgdeboIvyQlepWTdu03yU3ZAKw3D7WNEg/omk3Ozf/AcAM8mUOAJfkKU1DAFb7WNPq/LNHFwFgJt25enl1wOgiS+S91d2qb4wuQvs17cTw0Or6g7sAwCz6TNMg/cjqgxmmA8DMMEAH4OLctHp3Vgptz7nVz1T/OboIADPt+tXRTVtXszmOb7p5wXv0GFeqHlzdvzpkcBcAmBdf6YJt3t/VdFwcADCIAToAO7Jv9eHqOqOLzKg/q54wugQAc+Gy1aurW44uskTOqH6retXoIktipbpF02rzu1Vbx9YBgLl2QnVU0zD9bdn1DgA2nQE6ADvyF9UfjS4xoz7StDrfh1gA1mqv6tnV740usmT+rPq/1bbRRRbUPtU9mgbnNxzcBQAW0UnVMU1bvR/bdJMgALCbGaADsD03r96Z94ntObf6qeqjo4sAMHdWqt+v/jordDfTEU2r0U8bXWSB/Fj1oKYbQi4zuAsALIvTqjc0rUx/Q3XK2DoAsLgMRgC4qP2aVlhfc3SRGfWn1RNHlwBgrv1S09biB48uskQ+Ut2l+vLoInNspekmy4dWd89NIMB4ZzcNEA/Nd5wsn7ObVqQfWR1dfWdsHQBYLH65BOCi/qr6w9ElZtSHq5tV54wuAsDcu2bTdpzXHl1kiZzQdD73u0cXmTN7V7/RNDi/yeAuwOI4uzq5aXvqk3cyZ57/v3X56q7V4dWtc4MPy+e86t+bhumvqb4+tGItjlgAACAASURBVA0ALAADdAAu7BbVf+T9YXvOafrS+LjRRQBYGAdX/1zdbnSRJXJ29YDqJYN7zIMrVA9serwOG9wFmC1ntfND74sOvzfaodWdmnbKuG211276/wOz6vvVe5qOsHlN9YWxdQBgPhmQAPAD+zdtb3qN0UVm1J9UTx5dAoCFs7V6WvWI0UWWzF9Wj25ascUPu1nTavNfq/YY3AXYeLsy/P7BavGzNr31zjmwukPTyvQ7NH3mhWXzn03D9COrTw3uAgBzwwAdgB94ZtOXpaz2wepnq3NHFwFgYd23en615+giS+Rfq3s0DYOW3V5NA/OHVj8zuAuwY+sdfm9ve/R5GX5vtH2bVqQfXt25aRcYWDaf7oJh+n82rVYHALbDAB2Aqls1nZfFamdXN6o+OboIAAvv55q+0LRd9ub5dNMg5TOjiwxyuaYt2h94/j8Du88lDb/Xchb4sg6/N9qeTWelH17dLe+7LKcvNv3eeUT13mrb0DYAMGMM0AHYv/pYdbXRRWbUY6qnji4BwNK4UnV09ZOjiyyR7zatvv630UU20U83rTb/jex6AGuxveH3Wgbeht+zb2t186Yz0w+vrji2Dgzx9abz0o+s3p7d9wDAAB2Anl39wegSM+p91S3y4RGAzbV/9Q9NX+azOc6rHlY9r8XdznSvpp+phzadcw7L4gfD7/UOvA2/l89K9VNNg/S7V9ccWweGOLF6bdMw/S3VmWPrAMAYBugAy+3W1VtHl5hRZ1U3bNraFQA225bq8dWfji6yZJ5fPaQ6Z3SRDXRY9XvVg6vLD+4C63VmOz/0NvxmV6xUP9E0TD88O8OwnL5Xvb5pmP6v1alj6wDA5jFAB1heB1THVVcZ3GNW/e/q6aNLALD0fq1pNfq+o4sskbdXv1p9e3SRXXTjptXm92hafQ6bbVeG3ydVp2T4zey4RtN56Xevbjq4C4xwZvWmpjPTX9d0BA4ALCwDdIDl9bzqQaNLzKj3VD/ftJ0rAIx246atNH9sdJEl8oXqTtUnRhdZpz2bBjwPrX5ucBcWx7bqndW3uviB90X/3dkjysIm+LGm19rDq1s27RoDy+Tcpt0Mj2j6HfWbY+sAAABsjF9qOt9TVueM6lo7/9ACwG5xuaYbvEa/Ty5Tvtc0RJ8Hl6keW32l8Y+bLE5OrJ5aXTlgRy5b/W71hqabRkY/b0U2O9uq/6geVl0pAACAOXVg9aXGf8ia1fzhzj+0ALBb7VO9tPHvlcuUbdVjmt3d225YvahpW9XRj5UsTo6r7l/tF7AeB1f3alqVe3rjn8siI/L+pt+drhkAAMAceX7jP1DNat5Zbd35hxYAdruV6n83DXZHv28uU/6x6QaGWbBH0xm8b2/84yKLk23VUdWtm90bRmCe7N+0xfvLm440GP0cFxmR46o/q26Q9xYAAGCG3bbxH6BmNafnDmkA5scdq1Ma//65THlfdfm1XJzd5NDq0dWXG/9YyOLkpOrp1VUDdpe9q9tXf1d9u/HPe5ER+UzTsSA3rbYEAAAwIw7KuZgXl4fu/EMLAENct/ps499DlynHVz+1louzga5fvbA6Yxe7i1w4n6weWB0QsJn2aNrp4dnVVxv/WiAyIsdXz6p+IbsAAgAAg/1d4z8kzWrenjugAZhPh1Zvbfx76TLljOo31nJxdsHW6q65trKx2VYdU/1SttKFWbCluln1tOpzjX+NEBmRE5puFLx9tVcAAACb6PaN/1A0qzmtuvrOP7QAMNye1XMb/566bHliG38D3qWrP6q+MAN/P1mcnFw9o7pGwKxaqX6y6bzojzf+dUNkRE6q/rG6W7VfAAAAu9HB2Rru4vL7O//QAsBMeVB1buPfW5cpR7YxW2D/RPW3TTf2jf47yeLk002/614qYN5cu3ps9YHGv5aIjMhp1aurezYdSQgAALCh/r7xH3xmNW/L1u0ALJZbV99p/HvsMuWj1VXWcG0uamt15+otM/B3kMXK66tfzu+5sCiuXD28+o+moxhGv8aIbHbOanpvu191mQAAAHbRHRv/QWdWc2p11Z1/aAFgZl29+kTj32uXKd+qfn4tF6dpd6A/zHm3srE5pXpmda2ARXa56gHVsdU5jX/tEdnsnFe9tfqD6kcDAABYp0tXX2v8h5tZzQN3/qEFgJl3YHVM499vlylnN62M2pHrNJ1Vf+oMdJXFyWeqhzY954Hlckh1n+q11ZmNfz0SGZH3VH9UXS0AAIA1eGnjP8jMat5Srez8QwsAc2Fr9dTGv+8uW/662uP8a7ClaUegN81AL1msvLG6Q7ZpByYHVL9evaL6XuNfo0RG5CPV46qfyHc+AADAdty58R9cZjXfazpDDgCWxf/XdHbk6PfgZcqbqoc1rQ4e3UUWJ6dWz2nazQBgR/ap7lT9fXVi41+7REbkE00r038kANgJ7sQCWDyHVh9vOhuN1R5QvWB0CQDYZDerjsqXiDCPPt80OP/76qTBXYD5smd1q+rw6m75noDlc171qur/Vp8a3AUAABjo5Y2/03dWc2xuHgNgeV2x+lDj349FZG15c9Mq0q0B7Lqt1c9Vf1V9sfGvcSKbmW1N35c5Kx2ANTFEAFgsd6uOHF1iRp1SXa/6yugiADDQfk2rWH99dBFgu06vXlo9u/rk4C7A4lqpbty0Mv3u1bXH1oFNc3bTTSRPbjriDy7OStPNR3s17ehx4T8v6d9d0n9/VtN3ld87/8/vNN3cdELTTR/AYAboAIvjMk1nPB02usiM+t3qRaNLAMAMWKn+T9NWlsBs+GLTNu0vrr47tgqwhK7bNEw/vLrR4C6wGb5Z/XH1kqbV6SyOS1c/3rTbwOWajrC6XHVI6x9y79nmz9DOaPq98As7iON8YJMYoAMsjldUvzG6xIx6Y3WH3MEJABd296aVrvuNLgJL7G3Vs6pjms5pBRjtak272929+tnBXWB3+3D18Oodo4uwbpdpuvnnorn8yFKb4KSmQfoXWz1c/2LTbkbABjBAB1gMv1q9anSJGXVy09btx48uAgAz6IbVa6srjS4CS+TM6mVN27QfN7gLwMW5QtMw/fDqVk1bGcMielX1qKYBJLNjpWkF+fYG5Zcd2GuWfbMdr2D/cnXOsGYwZwzQAebfYU1bt19mdJEZdd+mLbkAgO07rDqy+rnRRWDBfaVpm/YXNZ1zCTBPLlPduWmYfpum7Y1hkZxVPb16SnXq4C7LZqXphp3rVj/RDw/KLz2w16LZ1rTAaEcr2L+WIw3gfxigA8y/VzWtQGe111d3ytbtAHBJ9q7+punGM2Bjvb1pm/ajq3MHdwHYCAc1HZN2+Pl/Og6GRfL16rFNu8UYJm6sLdUV2/6K8gMH9mJydvWlpmH6x6sPVO8//z/7bpWlY4AOMN9+vfqX0SVm1ElNd61+bXQRAJgTK01nQD696cstYOedVb28aXD+0cFdAHan/arbNp2Zfqem4Tosgg82/W78rtFF5tDW6iqtHpL/eLX/uFrspO9U72i6qeR1TYN2WHgG6ADz60eatm4/dHSRGXWfpl/sAID1uV3TDXpWgcD6fbV6bvXC6tuDuwBstr2q/9W0Mv2uOaOYxfCK6tFN50fzw36w9fqNqxt0waD8OtU+A3ux+5xY/VP199WHB3eB3coAHWA+rVRHVHcbXWRGHd30Yd32QgCwc65THVNdY3QRmBPvbFptflR1zuAuALNga3WLpmH64dWPja0Du+SM6i+qp1WnDe4yykp11aZh+YXjRpnl9e/VU6s35TtYFpABOsB8ukfT3X6sdmLT1u3fGF0EAObcIU0r0X9pdBGYUWdX/9w0OLcCB2DHVqqfbhqk3z036DG/vlo9puk7uUU+H31rda3qRl0wKL9RdfDIUsysjzXdXPLK3EjKAjFAB5g/l2/auv3So4vMqHvl5gIA2Ch7VH9VPWR0EZghX6+eV72gOmFwF4B5s1Jdr2mQfnh1/bF1YKe8r3rY+X/Ouz2btl2/8KryG1b7jSzFXPpS02fHF7W8OzWwQAzQAebLStO2kHceXWRGvabpQ7htgwBgY92/aWC4x+giMNB7mlabH9m0+hyAXXfNLtjm/WcGd4H1+sfqsdXxo4us0b5NN61ceGX5Daq9RpZi4ZxYPad6dvXtwV1gpxmgA8yXe1cvG11iRn2naev2b44uAgAL6pbVEdVlRheBTXRO9YqmLwA/MLgLwKK7YnW3pmH6z1dbxtaBNTm96Rzop5//z7PiUtVP9sMry6/btD07bIYzmlaj/1X1hcFdYN0M0AHmxxWatm533tD2/WbTOa0AwO5z1eropq1XYZF9o/qbpm3avzG4C8AyOqy6S9Muc7+YXXCYfV+pHtX03dRm74x4SKvPK79W5j/MhvOazkd/WvWRwV1gzbyAAsyHleqY6o6ji8yoV1e/nq3bAWAzXKppu0pHyrCIPlA9s3pVtmkHmBUHV7/SNEy/XbXP2Dpwsd5dPbz171yzUu1fHVQduJ0/t/fvDmo6BuEqG9AbNsOxTTs2vC3f4zLjDNAB5sNvVS8ZXWJGfbtp6/YTRhcBgCWypXpS05mPMO/ObVoV86zqfYO7AHDx9q9u37TN+6803dgHs+il1Vvb8eD7osPxA3NsAcvjg00r0o9sWqEOM8cAHWD2/Vj18aZfqlnt15tWCAEAm++e1YurvUcXgZ3wrepvz8/XBncBYP32adre/fCm7d4PHVsHgHX6XPX06h+azkyHmWGADjDbVqo3NG1Rxmr/0nT2OQAwzk9Xr60uP7oIrNGHm7Zp/5fqrMFdANgYe1S3bBqmH57fSwDmyQlNv5//TfXdwV2gMkAHmHW/U71odIkZdULT1u3fHl0EAOgK1VFNw3SYRedVr27apv09OXMRYJFtqW7adGb63XM+NMC8OLV6QfWM6vjBXVhyBugAs+uKTVu3Hzi6yIw6vHrN6BIAwP/Yt+nGv3uMLgIX8u3q+U3btPsSDmD5rFQ3bPoO4e7Vj4+tA8AanFu9vOmc9E8O7sKSMkAHmE0r1Rur244uMqP+qbrX6BIAwCor1WOqJ48uwtL7SNM2kK+ozhzcBYDZ8ePV3ZqG6Tce3AWAS3ZM0yD9naOLsFwM0AFm0/2btqthtW82bd3+ndFFAIAdukvTioH9RxdhqZzXtEPRs5q+YLNNOwAX5ypdMEy/eb4rB5hl724apB9TbRvchSXglwKA2XPlpq3bDxhdZEbdtXrt6BIAwCW6fnV0zh1l9zux6ebTv6m+PLgLAPPp8k3fNxxe3braOrYOADvw6epdTcczXTQn5yZaNogBOsBsWaneXP3i6CIz6mXVfUaXAADW7LLVEdXPjy7CQjquaZv2f6rOGNwFgMVxaHWnpmH6bau9x9YBYI1Oa/VQ/SsX+c8nZsjOGhigA8yWBzatnGG1rzdt3f7d0UUAgHXZq3pu9buji7AQtlVHVc+u3p4vvwDYvS5V3aFpmH7HHE8DMO/ObPur1y+cb2Wb+KVngA4wO67atIrGh7Htu1P1utElAICdslL9QfWMbInKzjmpemH1vOqLY6sAsKT2rW7TdGb6nauDx9YBYDc5p/pqq1evH199qvpMde6wdmwKA3SA2bClekvTOVus9g/Vb48uAQDssttUr8wXzqzdJ6pnVS9v2pIRAGbBnk3f4Rxe3a06bGwdADbRWU2D9A9VxzQdyXr60EZsOAN0gNnw+9VzRpeYUV9r2rr9pNFFAIANca3q6Orao4sws77f9DPyrOpt2aYdgNm2tbp50zD98OpKY+sAsMnOqI6tXtF03NSZY+uwEQzQAca7evWxar/RRWbUHap/HV0CANhQBzd9ufDLo4swU06uXlQ9t/r84C4AsDNWqps0DdLv3nTjIADL47tNu2e9uPrPwV3YBQboAGNtaVpVc8vRRWbUi6v7jS4BAOwWe1RPq/5wdBGG+3TTavOXVacO7gIAG2Wlum7TIP3w6ifH1gFgk32k6fvtf6q+M7gL62SADjDWQ6tnji4xo46vrte0EgkAWFy/U/1t01miLI/vV69vGpy/Jdu0A7D4rt4F27zfbHAXADbP2dVrmobp/1adN7YOa2GADjDONZq2bt93dJEZ9ctNZ8cAAIvvFtWR1WVHF2G3O6Xpi6PnVp8d3AUARvmx6q5Nw/RbNe1QCMDi+0r1kvPj2KoZZoD+/7d359GW3XWZ/9+3qjKSCQIkhkCYJyGAGCaDICKIoBCgURQZtPGHoqgMDT8apZs2CxAbRRAFlLFBFEFBhBakEWRQRBEwgIEQJiOEMWQic/+xQwNJVVJ16t773efc12utZ5GEteBzP/uunFP7Oft7AMbYXr2j+r7Rg8zUi6qfGz0EALCpjqlen+NNV9XJ1XOrl1VnDp4FAObkGtWPNR31fvecygOwVfyfpg8Xv646d/AsXIYCHWCMX62ePXqImfpMdcump5MAgK3loOrl1QmjB2HdvLnpmPa3VBcPngUA5u7Q6j5NT6bfK6cWAmwFZ1R/3FSmvz9fbzULCnSAzXfj6oPV/qMHmakfavoeTABga9pWPbX69dGDsLCzqpdUz2t68hwA2HMHVj/cVKb/aHXI2HEA2AQfbirSX1l9cfAsW5oCHWBzba/+rrrj6EFm6g+qnx89BAAwCw9q+l44T14tj1Oajml/SU4TAoD1tF91t6Yy/X7V1ceOA8AGu6B6Q1OZ/pbqwrHjbD0KdIDN9fjqWaOHmKlPVcfmOzEBgG+5bdP3ol9r9CBcobc0HdP+5hzTDgAbbUd1fNN3pp+Q90kAq+606mVNZfonBs+yZSjQATbPTat/afrUMJd3t+rto4cAAGbnu6o/r24/ehC+w9lNN3GeV3108CwAsFVtq45rKtMfUF1/7DgAbLB3NhXpf9b0ZzI2iAIdYHPsqN5d3W70IDP1e9Uvjh4CAJit/asXVj89ehA6tW8d0/61wbMAAN+y1nSy3/2byvTvHjsOABvozOpPmsr0v68uGTvO6lGgA2yOJ1bPGD3ETH2yulV11uhBAIBZW6ue0PSeyp9lN9/bqudUb6ouGjwLAHDlbtJ0xPsDqu8dPAsAG+ejTUX6K6ovDJ5lZbjpALDxbl59oNp39CAzddfqHaOHAACWxn2qV1UHjx5kCzi3ennTE+cnDZ4FAFjcdfpWmX58egGAVXRh9VdNZfqbLv17FuSFEmBj7ajem0/67srvVr88eggAYOl8d/WGfM/nRvl003ebv7j6yuBZAID1dUR1v6aj3u/WdO8KgNXym02n4rIgBTrAxnpydeLoIWbqE9Wtq7NHDwIALKXDqz9rOs2G9fG3Tce0/2WOaQeAreBqTaf73L+6Z7X/2HEAWCe3qf5l9BDLTIEOsHFuWf1Ttc/oQWbokur7q3eNHgQAWGr7NBW+Pz96kCX2jep/NR3T/qHBswAA4xxU3aupTL/PpX8PwPL5QPU9o4cAgJ3Zp6k8v0R2mmcvvloAgMv5habvdxv9HmeZ8pmmI/0OX2DfAMBq27+pRH9J09e5jH7fIiIiu59fjL3mCXSAjfGU6n+MHmKmTm46Quac0YMAACvlbk1Hul919CAz987qd6vXN33oAADgiuxT3aXpyfQTqiPHjgPAFTivOqrpw0/sBQU6wPq7VfWPObp9Zy6pjq/eM3oQAGAl3bB6Q3Wz0YPMzHnVK5uOafc9eADAorZVd2wq0x9QHTN2HAAu49XVg0cPsQoU6ADra5/qfdWtRw8yU79VPWH0EADASju0elX1I6MHmYF/r55fvaj64uBZAIDVstZ0wuA3y/Sbjh0HgOoe1VtHD7EKFOgA6+up1X8bPcRMfaz6nurc0YMAACtve/X0tu4H997ddEz7n1cXDJ4FANgabtZUpN+/qVgHYHN9prp+ddHoQQDg292m6QblJXK5XFTdfvHVAgAs5KFNx5ePfi+0GTmveml12/VYHADAXrh+9bimD/WNfo8kIrJV8t9j3XgCHWB97Nv0vefHjh5kpp5ZPWn0EADAlnTHpiexjxg9yAb5j6Zj2l9YnT54FgCAyzqqul/Tk+l3bTopCID1d/3q1NFDAMC3e1rjP2E215xU7b/4agEA9tq1q39u/Pui9cx7qwc3fZATAGAZXL16RPXGts4pQSIim5G/CQBm5rbVhY1/kZxjLqyOW3y1AADr5irVnzb+/dHe5PzqFdXt1nk3AACb7ZDqJ6q/bfx7LBGRZc9PBgAzsl/1r41/gZxrTlx8tQAA626t+vXGv0fa03y+emp15PqvBABgqLWm490/2fj3XCIiy5ivVQcEADNyYuNfIOeaDzd9wAAAYG4eUJ3d+PdLV5Z/rB6S91QAwOrbv3pidWbj34OJiCxTnh8AzMhx1UWNf4GcYy5sOtoeAGCublr9Q+PfN102F1Svqu7Q9EQWAMBWcmT1R9XFjX9fJiKyDPneAGAm9q9OavyL41zztMVXCwCwaXZU/7Xpu8VHv386vek91FEb+hMDACyH76ne2fj3aCIic84H88FrAGbkGY1/cZxrPljtu/hqAQA23a2rDzXmvdM/VQ9t+oAmAADfslb9p+pTjb/fJSIyx/xyADATd8jR7bvKBdVtFl8tAMAw+1Q/Wb2/jX/PdGH1J9X35WkBAIArc0D15Oqsxt/7EhGZS86vrh4AzMAB1Ucb/+I41zx18dUCAMzCWnXn6nWt/3dv/nPTkfFHb9pPAwCwOo6qXtr4+18iV5bzqjOrL1efrz5TnVJ97NK/Hz2frEZeExvGJ90B9syzqsePHmKm/qW6XdNT6AAAq+B61T2r45tK9ess8L/xD9VrL80n1280AIAt67jqd6o7jR6EpXFJ03vxj1QnN51mcP6luWAnf72zf3Zl//03//ObJ5dekQOr6zb9eeN6l/nr61WH7eXPy9bwI9WbRw+xqhToALvvTtW78u/Onbmg6Q8vHxw9CADABrpOU5F+w+rgy2RH0/dzfvIyOWPEoAAAK26t+vHqN6trD56F+bio+kRTUf7t+bfq3IFz7anD2nW5fr2mU1LZ2v69Oqbpd54NoAQC2D0HNj1hfaPRg8zUr1W/MXoIAAAAALaUA5tOi3zipX/N1nBB05Pkly3KP950fPoqW6uu2a4L9mOaPtzLajuxesroIVaZAh1g9zy7+tXRQ8zUP1d3yNHtAAAAAIxxdPX06iGjB2Fdnd/0veHfXpKf1PR94u5F7tz26lp9q1y/QdNpDTceOBPr70ZNpy2wQRToAFfuztU78u/Mnbmg+p7qX0cPAgAAAMCWd4em70e//ehB2CPnVh/t8k+Un1pdOHCuVbG9um/TSQ23GzwLe+8d1V1HDwHA1naVpqN/LpGd5smLrxYAAAAA1t226qeqzzX+3pl8Z86s/qF6SfWE6t5NT0pv2+mVZL2tVXep3tT43wVZPA+97IUFgM32nMa/IM41/5jv0wEAAABgnq5S/femp5tH30fbivly9ZbqGU1HiN8oRfmcHFu9oukJ/9G/K7L7+XrTv9sAYJi7NP4Fca45r7r54qsFAAAAgE1xnepVjb+ftso5rXpj9bTqfpfu3NdhLodjmh4iO7vxv0dy5XnBzi8jAGyOg6pTGv+CONc8cfHVAgAAAMCmu1PTiYqj76ste06tXlv91+pe1ZF7chGYrcOrX6++2PjfMdl1br+rCwgAm+F5jX8xnGv+Pke3AwAAALB8tlUPa3pievQ9trnn4urfqj9u+r7yH6yutucrZ8kcWD266YMSo38H5TtzUk52AGCgH2j8i+Fc843qpouvFgAAAACGO6j6jaZ7XaPvt80hF1Yfql5aPaY6vjp40eWyEnZUP1F9oPG/nzLlcVd4xQBgAx2cT9ddUR6/+GoBAAAAYFauW72sqUAefd9ts3Je01H2L6geVd2uOmAv98jqWqvuUb2t8b+7WzkXVNe8kmsFABvm9xv/YjjXvKfavvhqAQAAAGCWrtd0X/C8xt+DW8+cXr27em71iOpW1T7rtDO2nu+t/rS6qPG/21str9uN68M6clY+wLfcvXrr6CFm6htNb7BPHj0IAAAAAGyQo6qfrk6obj94lm+6uDqj+vpO/nNn/+xL1aeqT1dnb/64bAE3bDpO/BHVfoNn2Sp+tHrj6CG2EgU6wOSQ6sPVdUYPMlOPrX579BAAAAAAsEmOqu5b3bW6WXWTat89/N84sz0rv3f2z85pegIV5uaI6jHVL1SHDZ5llX2+unbTV02wSRToAJMXVo8cPcRMvavpDwoXDZ4DAAAAAEbZ3nTU+/WqHd+W7dVZXb78Pqvp6XFYdQc33Vt/bHWtwbOsomdWTxo9BABbzz0a/x0mc805TUfyAAAAAADAruxbPaw6qfH3tVcpN9mTiwAA6+HQ6rONfxGcax6z+GoBAAAAANhitjV9Z/ffNf7+9rLnXXu4ewBYF3/U+BfBueYdTW92AAAAAABgTx1XPbf6UuPvdy9jHrHnKweAvXOvxr8AzjVnV9dffLUAAAAAAFBNx7vfr3pd9ZXG3/9ehpxVHbTIstl7a6MHABjksKbvYjlq9CAz9YvV740eAgAAAACAlbJWHVPd5tLc+tK/P7q62sC55ubF1c+OHmKrUqADW9VLqoePHmKm3l7dvbp49CAAAAAAAGwZB1bXairTd5VrDptucx1fvXv0EFuVAh3Yiu5T/eXoIWbq7OqW1amjBwEAAAAAgMvYr+lk2aOra7fzkv3IlrsD/bfqZk1HuTPAjtEDAGyyq1YvHD3EjD0+5TkAAAAAAPN0XtM97Cu6j71P9V1d8ZPsR1XbN3TSxb045TkAm+jlTS88cvm8teX+VB4AAAAAAOyO7U0l+g9WL206nXX0PfpLqgubyn8A2BT3bfyL31zz9eqYxVcLAAAAAABL65DqP1fvaey9+jds9A8KAN90ePX5xhfVc80jF18tAAAAAACsjJtVz6q+0Obfq7/fJvx8AFDVKxtfUs81f52j2wEAAAAA4Nvt03Sy7eubjlbf6Hv1X7j0/xMAc0XbGwAAFDZJREFUNtz9G19SzzVnVNdefLUAAAAAALDyjqyeUH2sjbtf/6xN+2kA2NKu3phjVpYlP7P4agEAAAAAYEtZq+5U/WF1Zut7v/7mm/hzALCFvbrxJfVc86Yc3Q4AAAAAAIs4qHp49c72/n79ezd3dAC2qgc2vqSea75WHb34agEAAAAAgEvduHp6dVqL3bN/5OaPDMBWc83qi40vqueahy2+WgAAAAAAYCd2VPeuXltd0O7drz+nOmTEsABsHWvVnzW+pJ5r3pij2wEAAAAAYCNds3psdVJXfM/+ZaMGBGDr+PHGl9RzzVeroxZfLQAAAAAAsAfWqttVf1Cd0eXv23//uNEA2AqOqL7U+KJ6rnnI4qsFAAAAAAD2woHVT1dvb7pn//GcGAvABlqrXtf4knqueX1eiAEAAAAAYA5uUN1l9BAArLafbHxJPdd8uTpy8dUCAAAAAAAAsCy+q/pK44vquebBi68WAAAAAAAAgGWxVr2h8SX1XPO6HN0OAAAAAAAAsCX8dONL6rnmS9URi68WAAAAAAAAgGVxVPXVxhfVc82DFl8tAAAAAAAAAMtirXpj40vqueY1i68WAAAAAAAAgGXy8MaX1HPN6dU1Ft4sAAAAAAAAAEvj6OprjS+q55oHLr5aAAAAAAAAAJbFWvXmxpfUc82rF18tAAAAAAAAAMvkZxpfUs81X6iuvvhqAQAAAAAAAFgW16nOaHxRPdecsPhqAQAAAAAAAFgWa9VbGl9SzzWvXHy1AAAAAAAAACyTRza+pJ5r/qM6fPHVAgAAAAAAALAsjqnObHxRPdf82OKrBQAAAAAAAGBZrFV/0/iSeq55+eKrBQAAAAAAAGCZPKrxJfVcc1p11cVXCwAAAAAAAMCyuF51VuOL6rnm3ouvFgAAAAAAAIBlsa16e+NL6rnmJYuvFgAAAAAAAIBl8ujGl9RzzeeqwxZfLQAAAAAAAADL4gbV2Y0vqueaey2+WgAAAAAAAACWxbbqHY0vqeeaP1x8tQAAAAAAAAAsk8c0vqSeaz5bHbr4agEAAAAAAABYFjeqzml8UT3X3GPx1QIAAAAAAACwLLZX72p8ST3XvGDx1QIAAAAAAACwTH618SX1XPPp6pDFVwsAAAAAAADAsrhJdW7ji+q55u6LrxYAAAAAAACAZbG9ek/jS+q55vmLrxYAAAAAAACAZfL4xpfUc82p1UGLrxYAAAAAAACAZXGz6huNL6rnmh9YfLUAAAAAAAAALIsd1T80vqSea567+GoBAAAAAAAAWCZPbHxJPdecUl1l8dUCAAAAAAAAsCy+uzqv8UX1XPP9i68WAAAAAAAAgGWxo/rHxpfUc81zFl8tAAAAAAAAAMvkyY0vqeeaj+fodgAAAAAAAIAt4ZbV+Y0vqueYi6vjF18tAAAAAAAAAMtin+qfGl9UzzXPXny1AAAAAAAAACyTX2t8ST3X/Ft14OKrBQAAAAAAAGBZ3CpHt+8qF1V3XHy1AAAAAAAAACyLfasPNL6onmuetfhqAQAAAAAAAFgm/63xJfVc89HqgIU3CwAAAAAAAMDSuE11QeOL6jnmour2i68WAAAAAAAAgGWxb/WhxhfVc80zFl8tAAAAAAAAAMvkfzS+pJ5rTqr2X3y1AAAAAAAAACyL21YXNr6onmMurI5bfLUAAAAAAAAALIv9qn9tfFE915y4+GoBAAAAAAAAWCYnNr6knms+3PQBAwAAAAAAAABW3HHVRY0vqueYC5uOtgcAAAAAAABgxe1ffaTxRfVc87TFVwsAAAAAAADAMnlG40vqueaD1b6LrxYAAAAAAACAZXGHHN2+q1xQ3Xrx1QIAAAAAAACwLA6oPtb4onqueeriqwUAAAAAAABgmTyr8SX1XPOBap/FVwsAAAAAAADAsrhTdXHji+o55vzq2MVXCwAAAAAAAMCyOLA6ufFF9VzzlMVXCwAAAAAAAMAyeXbjS+q55v05uh0AAAAAAABgS7hzjm7fVc6rbrH4agEAAAAAAABYFlepPtH4onqu+f8XXy0AAAAAAAAAy+Q5jS+p55r3VTsWXy0AAAAAAAAAy+IujS+p55rzqpsvvloAAAAAAAAAlsVB1SmNL6rnmv+y+GoBAAAAAAAAWCbPa3xJPdf8fbV98dUCAAAAAAAAsCzu1viSeq75RnXTxVcLAAAAAAAAwLI4uDq18UX1XPO4xVcLAAAAAAAAwDL5/caX1HPNu3N0OwAAAAAAAMCWcPfGl9RzzbnVjRdfLQAAAAAAAADL4pDq040vqueaX1l8tQAAAAAAAAAskxc2vqSea/6u2rb4agEAAAAAAABYFvdsfEk915xT3XDx1QIAAAAAAACwLA6tPtv4onqu+aXFVwsAAAAAAADAMvmjxpfUc83f5uh2AAAAAAAAgC3hXo0vqeeas6rrL75aAAAAAAAAAJbFVat/b3xRPdc8evHVAgAAAAAAALBMXtr4knqu+T85uh0AAAAAAABgS7hP40vquebM6roLbxYAAAAAAACApXG16rTGF9VzzaMWXy0AAAAAAAAAy+QVjS+p55q3VmuLrxYAAAAAAACAZXHfxpfUc83Xq2MWXy0AAAAAAAAAy+Lw6vONL6rnmkcuvloAAAAAAAAAlsmrGl9SzzV/naPbAQAAAAAAALaE+ze+pJ5rzqiuvfhqAQAAAAAAAFgW16hOb3xRPdf8zOKrBQAAAAAAAGCZ/EnjS+q55k05uh0AAAAAAABgS/hPjS+p55qvVddafLUAAAAAAAAALItrVl9sfFE91zxs8dUCAAAAAAAAsCzWqj9rfEk91/xljm4HAAAAAAAA2BJ+vPEl9Vzz1eqoxVcLAAAAAAAAwLI4ovpS44vqueYhi68WAAAAAAAAgGWxVr2u8SX1XPMXObodAAAAAAAAYEt4WONL6rnmy9WRi68WAAAAAAAAgLnbUT2w+rvGl9RzzoMXXTAAAAAAAAAA83b16knVZxtfTs89r83R7QAAAAAAAAAr51bVH1bnNr6YXoZ8qTpioU0DAAAAAAAAMDs7qvtXf9v4QnrZ8qA9XzcAAAAAAAAAc3O16r9Un258Eb2M+dM9XzkAAAAAAAAAc3LL6oXVOY0voZc1p1fX2NPFAwAAAAAAADDe9uq+1dsaXz6vQh6wZ+sHAAAAAAAAYLSrVo+rTm186bwq+eM9ugIAAAAAAAAADHXz6versxtfOK9SvlBdfQ+uAwAAAAAAAAADbK9+tHpr44vmVc0Ju301AAAAAAAAANh0h1W/Wp3S+IJ5lfPK3b0gAAAAAAAAAGyum1a/V53V+HJ51fMf1eG7d1kAAAAAAAAA2Azbqh+p/nfjS+WtlB/bnYsDAAAAAAAAwMY7pHpM9fHGl8lbLS/fjesDAAAAAAAAwAa7cfW71ZmNL5K3Yk6rrnqlVwkAAAAAAACADbGt+uHqTY0vkLd67n0l1woAAAAAAACADXBw9ejqY40vjqVecsWXCwAAAAAAAID1dsPqt6szGl8ay5TPVYdd0UUDAAAAAAAAYH2sVT9U/WV1ceMLY/nO/PCuLx0AAAAAAAAA6+Gg6uerjzS+JJad5w93efUAAAAAAAAA2GvXr/5n9bXGF8Sy63ymOnQX1xAAAAAAAACABa1Vd6ten2PalyU/tNMrCQAAAAAAAMBCDqx+rvrXxhfCsvt5wc4uJgAAAAAAAAB77rrVb1ZfaXwZLHuWT1UHX/aCAgAAAAAAALD71qq7Vq+rLmp8ESyL5QcDAAAAAAAAYCEHVP+5+lDjy1/Zuzw/AAAAAAAAAPbYtaunV19ufPEre59Tq4MCAAAAAAAAYLesVXeuXlNd2PjSV9Yvdw0AAAAAAACAK7V/9YjqA40vemX989wAAAAAAAAAuEJHVydWX2x8ySsbk1OqqwQAAAAAAADA5axV31e9Ose0b4V8fwAAAAAAAAB8h/2qh1bvb3ypK5uT3wkAAAAAAACA/+eo6mnVFxpf6Mrm5ePVgQEAAAAAAABscWvVHapXVRc0vsyVzc3FTcf0AwAAAAAAAGxZ+1UPqd7X+BJXxuV/BgAAAAAAAJtgbfQAsBNHVv9f9fPVEYNnYayTq1tX544eBAAAAAAAAGAzHVe9ojq/8U89y/hcVN0xAAAAAAAAgC1i3+rB1XsbX9jKvPKbAQAAAAAAwCZyhDujHFH9XNMx7d81eBbm52PVbapvjB4EAAAAAAAAYKPctnpZdV7jn3CWeeai6vYBAAAAAAAArKB9qgdV72p8OSvzz68FAAAAAAAAsGKuUT25+lzjS1lZjryx2hYAAAAAAADAirh19eKm768eXcjK8uSU6qoBAAAAAAAALLkd1QOrdza+iJXly1erYwMAAAAAAABYYodXT6o+0/gSVpYzp1e3CgAAAAAAAGBJHVu9qDq38QWsLG9Oq24WAAAAAAAAwJLZUZ1Qvb3xxassfz5U3SAAAAAAAACAJXK16gnVpxpfuspq5Heq/QMAAAAAAABYEreoXlCd0/jCVVYjn69+OAAAAAAAAIAlsL26b/W2xpetsjr5WvWU6uAAAAAAAAAAZu6w6nHVqY0vW2V1cmZ1YnXVAAAAAAAAAGbuZtXzq7MbX7bK6uQT1S9XhwYAAAAAAAAwY9uq+1RvaXzRKquVv67u3fQ7BgAAAAAAADBbh1a/0vR08OiiVVYnZzedYnDzAAAAAAAAAGbuJtXzqrMaX7bK6uST1WOrwwIAAAAAAACYsW3Vvao3N75oldXK31Q/Vm0PAAAAAAAAYMYOqX6pOrnxRausTs6p/qC6RQAAAAAAAAAzd6PqOdXXG1+2yurk09UTqqsFAAAAAAAAMGPbqntWf9X4olVWK2+vTqh2BAAAAAAAADBjB1ePrj7W+KJVVifnVi+qjg0AAAAAAABg5m5Q/XZ1RuPLVlmdfKZ6YnV4AAAAAAAAADO2Vt29ekN1cePLVlmdvKN6QI5pBwAAAAAAAGbuKtWjqpMaX7TK6uQb1R9Vtw4AAAAAAABg5q5X/Vb11caXrbI6+Vz15OoaAQAAAAAAAMzYWnW36i9yTLusb95VPajaJwAAAAAAAIAZO7B6ZPXhxhetsjo5r3ppddsAAAAAAAAAZu6Y6pnVVxpftsrq5LTqKdU1AwAAAAAAAJixteou1Wurixpftsrq5D3VT1T7BgAAAAAAADBjB1Q/W32w8UWrrE7Or15RHRcAAAAAAADAzF27enr1pcaXrbI6+Xz11OrIAAAAAAAAAGZsrTq+ek11YePLVlmdvK/6qRzTDgAAAAAAAMzc/tXDq39ufNEqq5MLqldWtw8AAAAAAABg5q5V/Ub1xcaXrbI6Ob16WnVUAAAAAAAAAEviRY0vW2V18v7qodV+AQAAAAAAACyZYxtfuspy58Lq1dWdqrUAAAAAAAAAltjbG1/CyvLli03H/x8dAAAAAAAAwIo4ofFlrCxPPlA9vNo/AAAAAAAAgBWzo/pU44tZmW8urP60Oj7HtAMAAAAAAAAr7gmNL2llfvly9fTqOgEAAAAAAACz52nY9XG16nPVAaMHYRY+VP1u9arq3MGzAAAAAAAAAGy6FzT+iWcZl4uq11Z3yQdTAAAAAAAAgC3uFo0vcWXz85XqmdUxAQAAAAAAAPD/vK3xha5sTj5cPbI6MAAAAAAAAAAu576NL3Zl43Jx9RfVD+SYdgAAAAAAAIArtL36ZOOLXlnffK36rep6AQAAAAAAALDbHtv4wlfWJx+pHlUdFAAAAAAAAAB77LDq7MaXv7JYLq7eUN09x7QDAAAAAAAA7LXnN74Ilj3LGdWzqxvs5HoCAAAAAAAAsKCbN74Qlt3Lx6pHVwfv9EoCAAAAAAAAsNfe0vhyWHadv6ruWW3b1QUEAAAAAAAAYH3cp/ElsXxnvl49p7rRFVw3AAAAAAAAANbZtuoTjS+NpU6ufqk65AqvGAAAAAAAAAAb5lcaXx5v5by5uleOaQcAAAAAAAAY7tDqzMYXyVspZ1XPq26yG9cHAAAAAAAAgE303MaXylshpzQ98X/o7l0WAAAAAAAAADbbTRpfLq9y3lLdp9q+uxcEAAAAAAAAgHHe3PiieZVydvX86uZ7chEAAAAAAAAAGO9ejS+dVyGnVo+trrpn6wcAAAAAAABgLrZVJze+gF7WvK26b45pBwAAAAAAAFgJv9T4InqZck71guoWiywbAAAAAAAAgPk6pPp644vpuefT1ROqqy22ZgAAAAAAAACWwXMaX1DPNW+vTqh2LLxdAAAAAAAAAJbGjRpfVM8p51Yvqo7dm6UCAAAAAAAAsJz+qvHF9eh8tnpSdfhe7hIAAAAAAACAJXaPxhfYo/LO6oE5ph0AAAAAAACAaq36aOPL7M3KN6oXV7dZj+UBAAAAAAAAsFp+ofHF9kbnc9WTq2us084AAAAAAAAAWEEHVWc0vuTeiLyrelC1z7ptCwAAAAAAAICV9uzGl93rlfOql1a3Xc8FAQAAAAAAALA13KC6uPHl997ktOrXqiPWeTcAAAAAAAAAbDFvaHwJvkjeWz242nf9VwIAAAAAAADAVnT3xpfhu5vzq1dUt9uQTQAAAAAAAACwpa1VH2l8OX5F+Xz11OrIDdoBAAAAAAAAAFT1qMaX5DvL+6qfqvbbuB8dAAAAAAAAAL7lKtVXG1+YX1JdUL2qusOG/sQAAAAAAAAAsAvPamxxfnr1tOqojf5BAQAAAAAAAOCKXLe6qM0vzv+pemi1/4b/hAAAAAAAAACwm/68zSnNL6xeXd2pWtuUnwwAAAAAAAAA9sAPtLHF+ZeqE6ujN+sHAgAAAAAAAIBFrFUfbv2L8w9Uj6gO2LwfBQAAAAAAAAD2ziNbv2PaX1PdOce0AwAAAAAAALCEDqy+0uLF+Zerp1fX2ezBAQAAAAAAAGC9PbM9L84/VP1sjmkHAAAAAAAAWNj/BdusImvlAPNhAAAAAElFTkSuQmCC" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">0.13742036</td>
<td headers="1975" class="gt_row gt_right">0.15465473</td>
<td headers="1980" class="gt_row gt_right">0.21442886</td>
<td headers="1985" class="gt_row gt_right">0.23961783</td>
<td headers="1990" class="gt_row gt_right">0.22764399</td>
<td headers="1995" class="gt_row gt_right">0.19456092</td>
<td headers="2000" class="gt_row gt_right">0.21179966</td>
<td headers="2005" class="gt_row gt_right">0.2141554</td>
<td headers="2012" class="gt_row gt_right">0.19609363</td>
<td headers="2013" class="gt_row gt_right">0.19149908</td>
<td headers="2014" class="gt_row gt_right">0.19195090</td>
<td headers="2015" class="gt_row gt_right">0.19351295</td>
<td headers="2016" class="gt_row gt_right">0.19482965</td>
<td headers="2017" class="gt_row gt_right">0.19500521</td>
<td headers="2018" class="gt_row gt_right">0.19397582</td>
<td headers="2019" class="gt_row gt_right">0.19026067</td>
<td headers="2020" class="gt_row gt_right">0.1893825</td>
<td headers="2021" class="gt_row gt_right">0.18630843</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Health professions</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB9AAAAH0CAYAAABl1bZjAAAABmJLR0QAAAAAAAD5Q7t/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgAElEQVR4nOzdeZjlZ13m/3el09n3sCnIEogdEIgoskMioAgD4gwqo4yCCzo6CrigICrqzDDqTwYcHZRRVNRRRwIIAoIgyL7JHkkCYSdAErYsZF9+f3w7VppUp05XV9VTdc7rdV331SG5Ap+cD6mqPvd5nm8BAAAAAAAAzLeDqkdWp1WXV9du8bxkY14GAAAAAAAAABbVLapfr85rfCm+LzlzI14MAAAAAAAAABbP3arnV1c0vgxfS66sdq77qwIAAAAAAADAQthRfVf1+sYX4OuRr1/flwcAAAAAAACAeXdU9aTqo40vvdczj1jPFwkAAAAAAACA+XX76tnVhY0vuzciP79+LxWzOnD0AAAAAAAAAAAzWqpOaTpx/p27//O8Omn0AAAAAAAAAABsPQdXj63e0/iT4ZuVN67LKwcAAAAAAADAXLh59fTq3MYX2pud89bh9QMAAAAAAABgmzu5+tPq8sYX2SNz7P6+kAAAAAAAAABsPzuanmv+2sYX11sl99qvVxQAAAAAAACAbeXI6gnV2Y0vrLdaHrf2l5W1OHD0AAAAAAAAAMBCul3109WPVEcNnmWr2jV6gEWjQAcAAAAAAAA2y1J1/+pJ1SOrA8aOs+Up0AEAAAAAAADmzMHVD1bvbvy16Nsp/7qWF5u1Wxo9AAAAAAAAADCXblbds7pv9djqFmPH2ZauqA6vrho9yKJQoAMAAAAAAAD76+Dqbk2F+b12/3q7oRPNjxOrs0cPsSg8Ax0AAAAAAADYF0vVCe1Zln9jddDIoebYrhTom0aBDgAAAAAAANyYY6pvabksv2d1k6ETLZZd1ctHD7EoFOgAAAAAAADAdQ6s7tyeZfkdh07ErtEDLBIFOgAAAAAAACyuW7ZnWX736rChE/HVFOibSIEOAAAAAAAAi+Hw6ptbLsvv1VSgs7WdNHqARbI0egAAAAAAAABg3R1b3aXpOva7NhXmd6l2jByKNTumumD0EIvACXQAAAAAAADYvg5pekb5Xa6XO+dk+bzZVb1j9BCLQIEOAAAAAAAAW9+O6oT2LMnvUp1YHTBwLjaHAn2TKNABAAAAAABg61iqbtFyQX5d7lQdOnAuxto1eoBFoUAHAAAAAACAMY6qvqEbnio/fuRQbEknjR5gUSjQAQAAAAAAYGMd1HSC+Pol+V2q24wcim3FCfRNsjR6AAAAAAAAAJgjx1f3ru7acmF+Ug62sn8urw6vrh49yLxToAMAAAAAAMDaHVM9oPrW3blrOjg2xgnVx0YPMe980gUAAAAAAABmd1R1/6ay/NTqbtUBIwdiYexKgb7hFOgAAAAAAACwd4dX92v5hPk3VzuGTsSiOql65egh5p0CHQAAAAAAAJYdWt2n5cL8HunU2Bp2jR5gEfiXHQAAAAAAgEV2SHWvlgvze1YHDZ0IVqZA3wQKdAAAAAAAABbJQU2nyq8rzO/dVKLDVqdA3wRLowcAAAAAAACADbSzuntTWX5qdd/qsJEDwX44qrpo9BDzzAl0AAAAAAAA5smB1d1aPmF+v+qIoRPB+vn66l2jh5hnCnQAAAAAAAC2swOqk1suzB/QdEoX5tFJKdA3lAIdAAAAAACA7eYm1cOqh1cPro4dOw5sGs9B32AKdAAAAAAAALa6peqO1SN2595NJ89h0SjQN5gCHQAAAAAAgK1oZ9N17NeV5ieMHQe2BAX6BlsaPQAAAAAAAADsdlzT1eyPqL4jzzKHr3ZpdUR1zehB5pUCHQAAAAAAgJF2Vd/ZVJrfN1ezw2puW31i9BDzyhXuAAAAAAAAbKadTUX5dVeznzh2HNh2dqVA3zAKdAAAAAAAADbasU1Xsj+iemh1zNhxYFvbVf3j6CHmlQIdAAAAAACAjXBiy6fM71/tGDsOzI1doweYZwp0AAAAAAAA1sOB1X1aLs2VfLAx/Lu1gRToAAAAAAAArNXR7Xk1+3Fjx4GFcNLoAebZ0ugBAAAAAAAA2FZu3/Ip8wfkwCaMcET1ldFDzCNf0AAAAAAAAFjNzavHVI+t7jp4FqC+vnrP6CHmkQIdAAAAAACAvfnW6knVw9IrwVayKwX6hvCFDgAAAAAAgK92l+q3mp5rDmw9u0YPMK8U6AAAAAAAAFznZtVvVo+rlsaOAjQ95/ys6+XM3b9+aORQ88wXPgAAAAAAAJaqH6z+Z3Xc4Flg0VxbfaI9i/LryvLP7P7rbBIFOgAAAAAAwGK7ffXc6kGjB4E5d1F7niK/Lh+uLh04F9ejQAcAAAAAAFhMO6ufrX6tOmTsKDA3rqk+3g2vXD+r+lxOk295CnQAAAAAAIDFc/fqj6uTRw8C29Sl1fu74ZXrH6kuGzgXAAAAAAAAMKMjmp5zfnXTSVgR2bd8vPq56pgAAAAAAACAbeuhTeXf6AJSZDvmjdWjqgMDAAAAAAAAtq2bVX/V+AJSZLvlyuovmh55wILwDHQAAAAAAID5tFQ9tnpmddzgWWA7+UL1h9Vzqs8MngUAAAAAAADYT3eoXtP4E7wi2ymnVz9aHRoAAAAAAACw7e2snlJd2vgyUmS75GXVg3N7N/k/AQAAAAAAwLz4luqPqpNHDwLbwCXVn1a/V501eBYAAAAAAABgnRxRPau6uvEneUW2ej5ZPbk6NgAAAAAAAGCuPKz6RONLSZGtnjdX31MdGAAAAAAAADBXbl79deNLSZGtnCur/1vdIwAAAAAAAGDuLFU/VH2x8eWkyFbNF6r/Xt0yAAAAAAAAYC7dofqnxpeTIls1H6x+rDosAAAAAAAAYC7trJ5aXdr4glJkK+YV1bc33dAAAAAAAAAAzKl7VO9rfEEpstVySfUH1UkBAAAAAAAAc+2I6tnVNY0vKkW2Ut5aPb46OtgArjEAAAAAAADYWh7WdLL21qMHgS3gnOqN1at351Njx2HeKdABAAAAAAC2hptXv1s9evQgMMgl1b9Ub6/etvvXc4ZOxMJRoAMAAAAAAIy1VP1Q9TvVsYNngc10RnuW5adXVw2diIWnQAcAAAAAABjna6s/q75t8Byw0T7fnmX5O6svD50IVqBABwAAAAAAGOOR1fOq40cPAuvsyuo9LZflb6s+Vl07ciiYhQIdAAAAAABgcy1Vv1r92uA5YL18rD3L8vdWlw+dCNZIgQ4AAAAAALB5Dqz+oPrR0YPAGl1YvaPlsvwd1XlDJ4J1pEAHAAAAAADYHAdVf1P9+9GDwIyuqT7Qns8uP3P3n4e5pEAHAAAAAADYeAdVf9v03HPYiq6pPtRUmP9LU1n+rurikUPBZlOgAwAAAAAAbKyDqhdU3zl6ENjt09XpTWX5dTmzumzkULAVKNABAAAAAAA2zsFN5fkjRg/CQrqgPUvy03fnSyOHgq1MgQ4AAAAAALAxDq5Oqx4+ehDm3hXVB1suya8rzM+prh04F2w7CnQAAAAAAID1d3D1wurfjR6EuXJt9ZH2LMlPrz5cXTVwLpgbCnQAAAAAAID1dUhTef6w0YOwrZ3bDa9f/2D1lZFDwbxToAMAAAAAAKyfQ6oXV98xehC2jWuq9+zO9cvy80cOBYtKgQ4AAAAAALA+Dqn+rnrI6EHY0q6t3le9bnfeWH156ETAv1GgAwAAAAAA7L9Dm8rzbx89CFvSB1ouzN9QfXHsOMDeKNABAAAAAAD2z6HVS6pvGz0IW8YZLRfmr8917LBtKNABAAAAAADW7rCm8vzBowdhqA+1Z2H+ubHjAGulQAcAAAAAAFibw6q/rx44ehA23UdbLsz/uTpn6DTAulGgAwAAAAAA7LvDm8rzbx09CJviE+1ZmH9y6DTAhlGgAwAAAAAA7JvDq5dVpw6eg41zTsuF+euqj40dB9gsCnQAAAAAAIDZHV69vDpl9CCsq3PbszA/u7p26ETAEAp0AAAAAACA2RzRVJ4/YPQg7Lcrm65i//vqNdWZKcwBAAAAAAAAZnJE9YamklW2Z86vnl99d3VUACtwAh0AAAAAAODGHVm9orrf6EHYZx9sOmX+99XbqqvHjgMAAAAAAACwfR1Zvanxp6dltlzZdCX7E6sTVtgnAAAAAAAAAGtwVPXmxpfCcuP5QvUX1fdWR6+4SQAAAAAAAADW7KjqLY0vh2XlnFH9dnX/6sC97BAAAAAAAACA/XR09dbGl8SynKuq11Y/U91h76sDAAAAAAAAYL0cXb2t8YWx1Jeqv6r+Y3XMjS0NAAAAAAAAgPV1TPX2xhfHi5wPVc+sTq123ui2AAAAAAAAANgQx1TvaHyBvIh5b/Xz1a5VtwQAAAAAAADAhjq2emfji+RFy8XVk6odq68IAAAAAAAAgI12bPUvjS+TFy2vqG4zw34AAAAAAAAA2ATHVe9qfJm8SDmv+r5qaYb9AAAAAAAAALAJjqve3fhCeZHyJ7tfdwAAAAAAAAC2iOOr9zS+UF6UnF09cKbNAAAAAAAAALBpblK9t/Gl8iLkyuoZ1aEzbQYAAAAAAACATXOT6n2NL5YXIe+o7jrbWgAAAAAAAADYTDet3t/4Ynnec3H1xGrHbGsBAAAAAAAAYDPdrPpA48vlec/Lq9vMuBMAAAAAAAAANpnyfONzbvXoamnGnQAAAAAAAACwyW5R/WvjC+Z5zvOq42ZdCAAAAAAAAACb72uqMxpfMM9rPlx968zbAAAAAAAAAGCIW1ZnNb5knsdcWT2jOnTmbQAAAAAAAAAwxK2aTkePLprnMW+v7jr7KgAAAAAAAAAY5dbVRxpfNM9bLq6eUO2YfRUAAAAAAAAAjHLb6mONL5vnLS9r+mACAAAAAAAAANvACdUnGl82z1POrR5dLe3DHgAAAAAAAAAY6PbVJxtfOM9T/rg6bl+WAAAAAAAAAMBYJ1afbnzhPC/5YvXAfdoAAAAAAAAAAMPtqj7T+NJ5XvKF6m77tAEAAAAAAAAAhrtj9dnGl87zki9U37hPGwAAAAAAAABguG+ozm186Twv+Xx18j5tAAAAAAAAAIDh7lKd3/jSeV5yfnXXfdoAAAAAAAAAAMOd3HRaenTpPC85v+kDCQAAAAAAAABsI9/U9Jzu0aXzvOS86s77tAEAAAAAAAAAhrt79aXGl87zknObniMPAAAAAAAAwDZyj+rLjS+d5yXnVnfapw0AAAAAAAAAMNy9qgsaXzrPSz6X8hwAAAAAAABg27lPdWHjS+d5yeeqO+7TBgAAAAAAAAAY7v7VRY0vnecln61O2qcNAAAAAAAAADDcKdXFjS+d5yWfqXbt0wYAAAAAAAAAGO6B1SWNL53nJedUX79PGwAAAAAAAABguAdXlza+dJ6XnFOduE8bAAAAAAAAAGC4h6Q8X898OuU5AAAAAAAAwLbz0OqyxpfO85JPVXfYpw0AAAAAAAAAMNzDq8sbXzrPSz5Z3X6fNgAAAAAAAADAcI+srmh86Twv+WR1wj5tAAAAAAAAAIDh/kN1ZeNL53nJJ1KeAwAAAAAAAGw731Nd1fjSeV7y8ep2+7IAAAAAAAAAAMZ7dMrz9S7Pb7sPrz8AAAAAAAAAW8D3V1c3vnSel3ysus0+bQAAAAAAAACA4X4g5fl65qMpzwEAAAAAAAC2laXqJ6prGl86z0s+Ut16X5YAAAAAAAAAwFhfV72i8YXzPOUju19XAAAAAAAAALaBperx1YWNL5znKWdXt9qHPQAAAAAAAAAw0O2q1zS+bJ63fDjlOQAAAAAAAMC2cED1U9XFjS+b5y0fqm45+yoAAAAAAAAAGOXE6o2NL5rnMWelPAcAAAAAAADY8nZUP1dd2viieR5zVvW1M28DAAAAAAAAgCHuVL2t8SXzvObM6mtm3gYAAAAAAAAAm25n9UvV5Y0vmec1Z1S3mHUhAAAAAAAAAGy+k6t3N75gnud8MOU5AAAAAAAAwJZ1UPXr1ZWNL5jnOadXN5txJwAAAAAAAABssm+pPtD4cnne8/7qpjPuBAAAAAAAAIBNdEj1m9XVjS+X5z3vqW4y21oAAAAAAAAA2Ez3qc5sfLG8CHlXddxsawEAAAAAAABgsxxePbu6pvHF8iLkndWxM20GAAAAAAAAgE1zavWRxpfKi5K3V8fMshgAAAAAAAAANseR1XMaXygvUt5aHT3LcgAAAAAAAADYHA+pPtH4QnmR8qbqqFmWAwAAAAAAAMDGO6Z6XuPL5EXL66sjZtgPAAAAAAAAAJvgEdU5jS+TFy2vqw6fYT8AAAAAAAAAbLDjq//b+CJ5EfOa6rDVVwQAAAAAAADARvvu6tzGF8mLmH+sDl19RQAAAAAAAABspJtXL2h8ibyo+YeU5wAAAAAAAABDLVWPqb7Q+BJ5UfPy6pDVFgUAAAAAAADAxrll9dLGF8iLnJdWB6+2KAAAAAAAAAA2xlL1w9WXG18gL3JeXB20yq4AAAAAAAAA2CC3qV7V+PJ40XNatXOVXQEAAAAAAACwAQ6ofqK6qPHl8aLn/6U8BwAAAAAAABji9tXrGl8cS/1VdeCNrwsAAAAAAACA9bajelJ1SeOLY6m/SHkOAAAAAAAAsOlOqt7c+NJYpvxZ0wcaAAAAAAAAANgkB1a/WF3W+NJYpjwv5TkAAAAAAADAprpL9c7GF8aynP9THXBjSwMAAAAAAABg/eysfrW6ovGFsSznD1KeAwAAAAAAAGyab6re2/iyWPbM71dLN7I3AAAAAAAAANbJwdV/r65qfFkse+bZKc8BAAAAAAAANsU9qw82viiWG+aZKc8BAAAAAAAANtxh1e9UVze+KJYb5rdTngMAAAAAAABsuPtXH258SSwr5xkpzwEAAAAAAAA21BHV7zW+IJa95zdSngMAAAAAAABsqAdVH2t8QSx7z9P3uj0AAAAAAAAA9tvR1XMbXw7LjeeX97ZAAAAAAAAAAPbfQ6tPNb4clhvPU/e2QAAAAAAAAAD2z3HV8xtfDMvqefJedggAAAAAAADAfvqu6rONL4Zl9fzsXnYIAAAAAAAAwH64afU3jS+FZfVcVf3wymsEAAAAAAAAYK2WqkdX5ze+GJbVc3H171bcJAAAAAAAAABr9jXVixpfCstseU+1a8VNAgAAAAAAALAmS9UPVl9sfCksq+ea6lnVISstEwAAAAAAAIC1uVX18saXwjJbzqrut+ImAQAAAAAAAFiTperx1QWNL4Vl9Vxd/VZ16ErLBAAAAAAAAGBtble9pvGlsMyW06t7rLhJAAAAAAAAANbkgOqnqosbXwrL6rmq+q/VwSstEwAAAAAAAIC1ObF6Q+NLYZkt76nutuImAQAAAAAAAFiTHdXPVZc2vhSW1XNF9bRq50rLBAAAAAAAAGBt7lS9rfGlsMyWd1TfsOImAQAAAAAAAFiTndUvVZc3vhSW1XNZ9eTqwJWWCQAAAAAAAMDanFy9u/GlsMyWN1W7VtwkAAAAAAAAAGtyUPXr1ZWNL4Vl9XylekJ1wErLBAAAAAAAAGBt7l59oPGlsMyW11YnrLhJAAAAAAAAANbkkOo3q6sbXwrL6rmw+vGcOgcAAAAAAABYV/epzmx8KSyz5ZXVrVfcJAAAAAAAAABrcnj1rOqaxpfCsnq+VD2uWlphlwAAAAAAAACs0anVRxpfCstseUn1tSstEgAAAAAAAIC1ObJ6TuMLYZktn6++L6fOAQAAAAAAANbVt1efaHwpLLPlb6ubrbhJAAAAAAAAANbkmOp5jS+EZbZ8rnrUipsEAAAAAAAAYM0eXp3T+FJYZsufV8evuEkAAAAAAAAA1uT46i8bXwjLbDmn6cMOAAAAAAAAAKyj767ObXwpLLPlj5qu2QcAAAAAAABgndy8ekHjC2GZLR+vvm2lRQIAAAAAAACwNkvV91efb3wpLLPl96sjV1omAAAAAAAAAGtzy+qljS+EZbacXZ2y4iYBAAAAAAAAWJOl6oeqLze+FJbVc031zOqwlZYJAAAAAAAAwNrcpnpV40thmS1nVPdecZMAAAAAAAAArMkB1U9UFzW+FJbVc1X1jOqQlZYJAAAAAAAAwNrcvnpd40thmS3vr755xU0CAAAAAAAAsCY7qidWX2l8KSyr58rq6dVBKy0TAAAAAAAAgLU5qXpz40thmS3vqu664iYBAAAAAAAAWJMDq1+sLmt8KSyr5/LqKbv3BgAAAAAAAMA6uUv1zsaXwjJb3lrdccVNAgAAAAAAALAmO6tfra5ofCksq+eS6meanlEPAAAAAAAAwDr5puq9jS+FZba8vrrDipsEAAAAAAAAYE0Orv5bdVXjS2FZPRdXP1kdsNIyAQAAAAAAAFibe1b/2vhSWGbLq6vbrrRIAAAAAAAAANbm0Op3qqsbXwrL6rmg+pFqaaVlAgAAAAAAALA2968+1PhSWGbLy6tbrbhJAAAAAAAAANbkiOp/Vdc0vhSW1fPF6j/l1DkAAAAAAADAunpQ9bHGl8IyW15Y3WLFTQIAAAAAAACwJkdXz218ISyz5bzqe3LqHAAAAAAAAGBdPbT6VONLYZktf1XddMVNAgAAAAAAALAmx1XPb3whLLPlM9UjV9wkAAAAAAAAAGv2XdVnG18Ky2z50+rYFTcJAAAAAAAAwJrctPrrxhfCMls+WX3HipsEAAAAAAAAYE2WqkdX5ze+FJbZ8ofVUSstEwAAAAAAAIC1uUX1osYXwjJbPlo9cMVNAgAAAAAAALAmS9UPVl9sfCksq+ea6nerI1ZaJgAAAAAAAABrc6vq5Y0vhWW2nFXdb8VNAgAAAAAAALAmS9XjqwsaXwrL6rm6+u3q0JWWCQAAAAAAAMDa3K56TeNLYZktp1f3WHGTAAAAAAAAAKzJAdVPVRc3vhSW1XNV9V+rg1daJgAAAAAAAABrc2L1hsaXwjJb3lPdbcVNAgAAAAAAALAmO6qfqy5tfCksq+eK6pernSstEwAAAAAAAIC1uVP1tsaXwjJb3lHdecVNAgAbYmn0AAAAALAN7GgqHO5dnVAduzvHVYdXX6jOq87f/evp1Vuqi0YMCwAr2Fk9uXp6ddDgWVjd5dWvVM9qeu45AAAAAAAMdZvqadU/Vhe07yfGrmo6NfY71cOqgzd3fAD4NydX72r8aWqZLW+qdq24SQAAAAAA2EQHVY+qXlld0/q+GX5B9ZfVd1WHbtY/EAAL7aDq16srG18Ky+r5SvWEpptvAAAAAABgmKOqp1Sfa3PeIL+4+n/V91ZHbMI/HwCL5+7VBxpfCstseW3TY2IAAAAAAGCY46pfq77UuDfML61eVD2mOnpD/2kBWASHVL9ZXd34UlhWz4XVj1cHrLRMAAAAAADYDDevfqu6qPFvnF8/l1cvqx7XVO4DwL64T3Vm47+fyWx5ZXXrFTcJAAAAAACb4FbV7zad+h79pvlqubJ6VfVj1c024sUAYG4cVj2ruqbx379k9Xyp6cNySyvsEgAAAAAANtwJ1XOrKxr/pvlacnXTs1H/S/W16/zaALC9nVqd3fjvVTJbXpLv5QAAAAAADHJS9fzqqsa/Yb5euaZ6U/WkXPsKsMiOrJ7T+O9LMls+X31fTp0DAAAAADDAydXfthhX2b69+oXq9uvyygGwHXx79YnGfw+S2fK3eRwLAAAAAAAD3LN6aePfKB+Vd1dPq3bt7wsJwJZ0TPW8xn+/kdlybvWoFTcJAAAAAAAb6AHVPzb+jfKtlNOrX6vukutiAebBw6tzGv/9RWbLn1fHr7hJAAAAAADYAEvVQ6o3Nv5N8q2es6pnVN+UMh1guzm++svGfy+R2XJO04cdAAAAAABgUxxQPbJ6Z+PfJN+O+Wj1/zVdd69MB9jaHtV0Dfjo7x0yW/646Zp9AAAAAADYcDuqR1fvb/wb5POST1XPru6/+/UFYGu4efWCxn+fkNny8erbVlokAAAAAACst53VY5uuIR/9Bvk857PVc6oHVgfOtBkA1ttS9f3V5xv/fUFmy+9XR660TAAAAAAAWE8HV/+5+ljj3xxftJxf/VHTM+Z3rrYoANbFLauXNv57gMyWs6tTVtwkAAAAAACso8OrJ1XnNP7NcakvVX9WPaI6ZO9rA2CNlqofqr7c+K/5snquqZ5ZHbbSMgEAAAAAYL0cVT21Oq/xb47Lyrmw+qvqP6Q4AFgPt65e1fiv7zJbzqjuveImAQAAAABgnRxX/XrTSefRb4zL7PlK9YLq0Xn2K8C+OqDpMSUXNf7ruayeq6r/kZtYAAAAAADYQDevfivlwTzksurvqh+ojgmAG3P76nWN/9ots+X91d1X3CQAAAAAAKyDW1W/W13a+DfFZf1zRfWK6oer4wPgOjuqJzbd4DH6a7Wsniurp1cHrbRMAAAAAADYXydUz20qWEe/KS6bk6uqV1c/3nTjAMCiOql6c+O/LstseVd11xU3CQAAAAAA++mO1Z83lamj3xCXcbm6+ufqp6tbBrAYDqx+selRF6O/Dsvqubx6yu69AQAAAADAuvrG6m+raxr/hrhsvbyl+tnqNgHMpztX72z811uZLW9t+tAfALDglkYPAAAb5MDqDk1vWHxDdafqyN1/fufuX6+uLqwuqL68+9eVcv2/dknTb6wBgL27Z/XL1cNHD8K28S/VadULq7MHzwKwv3Y2nWL+ld1/zNZ2WfW06neb3icAABacAh2AeXFode/q1OqUpjfuD96A/52r23u5fmPF+/VzaUp4AObPUvWApuL8wYNnYXt7X1ORflp1xuBZAPbV3ao/rU4ePQgzeUP1o9WHRw8CAGwdCnQAtqvrF+anNhXmBw2cZ19c1dqK9+v/tcs2fWoAWNlS9e1Nxfn9Bs/C/DmjqUg/rfpAPoQIbF0HN504f0q1Y/AsrO4r1S9Uf9j0qBkAgH+jQAdguzisulfbszDfCFe0tuL9+rl806cGYJ4cUD2iqTi/++BZWAxnt3zN+7tSpgNbxz2rP2l6dBhb32uqx1cfHzwHALBFKdAB2KoO64YnzD07bn1d3tqvob8uV2z61ACMtqP6nqZnhd558Cwsrk+0fM3723N6EBjj0FOig7cAACAASURBVOo3qp9t+mAZW9uFTbv6k3wICwC4EQp0ALYKhfn2dGn7dxX9BU1X2gOw9e2sHlM9tfr6wbPA9Z1TvaipTH9zdfXYcYAFcf/qedWJowdhJq+ofrz69OhBAICtT4EOwCiHVfdpKstPSWG+yC5p/66ivzAlPMBGOqR6XNMzXW8zdhRY1XlNZfoLq3/OzwjA+juiekb1U3lvdTv4UvXE6i9z6hwAmJEf8gDYLNcvzE+t7pHCnPXzldZ+Ff2Xq4tyWg3gqx1e/Vj189XXDp4F1uIL1UuaTqb/Ux49A+y/B1V/XN128BzM5sXVT1afGz0IALC9KNAB2CiHt+eV7ApztrqLWvs19Bfs/vs9fxWYB0dV/6XpGaE3GTwLrJcLqpc2len/WF02dhxgmzm6+u2mD5ax9Z3f9LPMaTl1DgCsgQIdgPVyeDc8YX7gwHlgs13bcgm/1tPwF6eEB8Y5vnrC7hwzeBbYSBdXL2u65v0fmm6yAdibh1b/p7rV6EGYyV83Xdl+/uhBAIDtS4EOwFopzGH9Xdvey/W9le9frM6pPptr6IG1uUXTafOfaHquKyySS5tK9NOql1cXjh0H2EKOq/5n9djRgzCTzzb9LPOS0YMAANufAh2AWSnMYWu7uvp09c7qLbvzruqqkUMBW9rXVU+uHl8dMngW2AquqF7VVKb/ffWlseMAA31X9QdNHzJj6/uzpg8D+roNAKwLBToAe3NEexbm35LCHLabL1evbjpZ98qmUxkAJ1RPqR5X7Rw7CmxZV1Wvabrm/e+qz48dB9gkN63+V/UfRw/CTD7d9EHAV44eBACYLwp0AK6jMIf5996mMv0fqrfmdDosmjtWT62+v9oxeBbYTq6uXt90Mv3F1efGjgNsgKXqe6vfr24yeBZm89zqF/LoDQBgAyjQARbXEdV9Wy7M757CHBbJBU0n6647nX7O2HGADfSN1S9V353fA8L+urZ6U9PJ9BdVnxo7DrAOblE9p/r3owdhJh+rfrR67ehBAID55c0TgMWhMAduzPtbPp3+lurKseMA6+Be1dOqh48eBObY25tOpr+wqdQBto+l6geqZ1fHDp6F1V1b/V7TzzYXD54FAJhzCnSA+fXVhfm35LpWYDYXtXw6/R+ani0IbA9L1QOqX64ePHgWWDTvbrlM/9DgWYAbd6umK8AfNnoQZvKh6keabgABANhwCnSA+XFkNzxhrjAH1sPpLZfpb66uGDsOsIKl6iFNxfl9B88C1AeaivTTqg82nZwExltquv77d6qjBs/C6q6pnlk9vbp08CwAwAJRoANsXwpzYISLq39quVD/5NhxYOEdUH1nU3H+zYNnAVZ2VlORflr1vpTpMMptqz+uHjR4DmbzweqHqneMHgQAWDwKdIDt48jqfk1l+SkpzIGt4YMtl+lvqi4fOw4sjB3V9zQ9B/TOg2cBZvfRlq95f2fKdNgMB1Q/Wf1mdfjgWVjd1dX/qP5bfm8BAAyiQAfYuq5fmJ/adKpMYQ5sZV+pXttyof7xodPAfNpZPab6perEwbMA++eT1YuaCvW3Nl1VDKyvE6vnVfcfPQgzeV/TqfP3jB4EAFhsCnSAreOo9rySXWEObHdntlymv7G6bOw4sK0d0vSG8i9Wtxk8C7D+Pttymf7GphOYwNrtqJ7UdIr5kMGzsLorq9+ofmv3HwMADKVABxjnqG54wvyAgfMAbKRLqte1XKh/dOw4sG0cXv1Y9eTqawbPAmyO86sXN13z/rqUSbCv7lT9SXXP0YMwk3dWP1ydPnoQAIDrKNABNo/CHGDZh1ou099QXTp2HNhyjm56XuvPVjcZPAswzpeqlzSdTH9NngcMN2Zn0wfOnl4dNHgWVnd59SvVs6qrBs8CALAHBTrAxjm65cL8lBTmAHtzafXPLRfqZw+dBsY6vnpi9YSmnyUArnNh9fdNZfqr8uEzuL6Tm06df9PoQZjJm6sfqc4aPQgAwEoU6ADr5/qF+alNv3FXmAPsu7ObivRXNhXrlwydBjbHLZpOm/9k07XtADfmK9XLm655f0V18dhxYJiDqqdVv1QdOHgWVndJ9dTqf1dXD54FAGCvFOgAa6cwB9h4l1Wvb/l0+oera4dOBOvr65qum318dcjgWYDt6bKmD52dVr2sumDsOLBp7l79aXXn0YMwk9dVP1p9dPQgAACrUaADzO7o6v4tF+Z3S2EOsNk+2vLp9Nc1ncCD7ej21S9Wj2t6ZivAeriienVTmf7S6otjx4ENcUj1a00fQPN78q3voqZd/VF1zeBZAABmokAH2Ltj2vOEucIcYGu5vHpDy6fTz8rpdLa+OzZdM/v9+bkC2FhXVa9tuub976rzxo4D6+I+Tc863zV6EGbyqurHqk+OHgQAYF8o0AGWKcwBtrePt3w6/bV5Hixbyzc2PaP1Ufl9GLD5rmn60Nlp1Yurz4wdhzm11PQc8oP2kp038tdmyS2rx+T76Hbw5epnqufnA64AwDbkB05gkR3TDa9k93URYD5cUb2x5dPpZ+TNO8a4V1Nx/vDRgwDsdm31lqYy/UU5GbrVrVZK31j2t7Bey38PvLT6iXxQBwDYxhRFwCJRmAMsrk82nUz/h+qfmp7FCBtlqTql+uXqQYNnAVjNO5queX9h9ZHBs2yWpfYshdejaN7Ishq2gy9UP139TT64CgBsc4ojYJ4d23JhfkoKcwAmV1Zvavl0+r/mTT7Wx1L1kKbi/L6DZwFYi/c2nUx/YXXmPv69X11Kb7WT0V/99wHr5wXVT1XnjR4EAGA9KJKAeXL9wvzUpmeN+joHwGo+3fLp9NdUF44dh23ogOo7m4rzbx48C8B6OaM6t9nLaqU0LJ7zqp9s+tANAMDcUCwB25nCHID1dlX15pZPp38gp9PZux3V9zY94/wbBs8CALCZ/rJ6UtPV7QAAc0XRBGwnx7VnYX5yvo4BsLHOaTqd/srq1dUFY8dhi9hZ/afqqdWJg2fh/2/vTsMsPes6j3+ru7ORjSxA2FfZQRBB9rAaNomQMOrouLAqLoMKIoOjg0IwojhBQQEXQGBkGC6VQRGFgSDbgIDsIKAYGAhLWBJD9s68eJKr+qRT1dupuk9VfT7X9X9BN3R+59xpzlPP79z3AwCspy9WT6reMDoIAMBaUTwBi0xhDsAiuax6V8u70z+U3elbzaHVT1RPr248OAuLZ2f18er2o4MAwBr54+qp1TdHBwEAWEuKKGCRHFvdt6ksPzGFOQCL7eyWn53+99U3xsZhDR1ePbF6WnXdwVlYPJdUL69Orz5T3aB6dHVqde9czwKw8Z1VPb7pmhcAYNPzgzww0q6F+f2qO+b/lwDYmC6r3tPy7vR/atqNysZ2dPXT1c9Xxw/OwuK5qHpp9bymYuHqnFA9qjql6Xp3+7okA4D5eVH1y9V5o4MAAKwXRRWwnhTmAGwVX67e1FSm/1319bFx2EfHVf+5+rmmEh12dX71B9Xzqy/tw//u+Orkpp3pD6p2zD8aAMzNZ6vHVWeODgIAsN4UV8BaOq7dC3MA2Gp2Vv+35d3pH8ju9EV1QvUL1ZObjm2HXX2rekF1RnXOAf5Zx1Tf11Smf291yAH+eQAwL5dX/736lerbg7MAAAyhQAfmSWEOAHv21WZ3p39tbByqG1a/1PRsz0MHZ2HxnNO02/yFTSX6vB1VPbzpmPeHVYetwT8DAPbGJ6vHVu8eHQQAYCQFOnAgjm+5MD8xhTkA7KvLq/e2vDv9/U3PU2d93LzpmZ4/Vh00OAuL5+ym55u/uOnY9vVwePWQpp3pj6iOWKd/LgBb22VNn3nPqi4cnAUAYDgFOrAvdi3M71fdYWQYANiEvta0K/2NTbvUvzo2zqZ12+oZ1X+stg3OwuI5qzq9+pPGlgiHNh3vfmr1yOrogVkA2Lw+0rTr/B9HBwEAWBQKdGA1CnMAGOfyphuZV+5Of192px+oO1XPbDoq289CXNVnqtOqV1UXD85yVQdXD2z6d/f7mx6dBAAH4tLqOU2ffYv2uQcAMJSbRsCuDm26MXdSCnMAWDRfb3Z3+pfHxtlQ7l79StNzpuGqPtZUILy2qUxYdDuaHp90avWo6jpj4wCwAX2g+onqw6ODAAAsIgU6sKNpF8tjqoflOYsAsFG8v+Xd6e9tYxR/62mpqWT8laYvCMJVfaB6dvVX1c7BWfbX9upeTWX6o6vrj40DwIK7uPpvTc87d+0IALACBTpsXYc3PePqF6sbD84CAByYb1R/31Sm/2119tg4Qy1VD2kqzu85OAuL6V1NxfnfNj0qYbPYVn1P0zHvp+YaH4BZ72m6D/SJ0UEAABadAh22nm3Vk5puGh47OAsAsDY+2PLu9Pe0NXYYbatObirOv2twFhbTW5qugc9scxXnV2ep6e/BqVfMLcbGAWCgC6tnVmdUlw3OAgCwISjQYWu5Y/XipueAAgBbw7ea3Z3+xbFx5m579R+abgzfbnAWFtNfNz3j/N2jgwyyVN2hqUg/pbrt2DgArKO3V4+vPj06CADARqJAh61hR9NN5f/adJMZANi6PtRymf6u6pKxcfbbQdWPVM+ovmNwFhbP5dXrqtOaTmRg2W1aPub9OwdnAWBtnF89vfqDaufgLAAAG44CHTa/m1WvrO4xOggAsHDOrd7ccqH+hbFx9sqhTc/vfHp1o8FZWDw7q1dXz60+PjjLRnCLpjL9lOqug7MAMB9vrp5QfW5wDgCADUuBDpvXUtOurBdWRw7OAgBsDB9puUx/Z3Xx2DgzDq+eVD21uu7gLCyeS6qXV6dXnxmcZaO6SfXopjL9nmOjALAfzq1+sfrjppNYAADYTwp02JyuWb2o+qHRQQCADeu86i1Nhfobq88PynF09dPVz1fHD8rA4rqoemn1vOqswVk2k+tXj2o65v0+1baxcQDYg79p+qLhRjhNCABg4SnQYfO5T/Vn1Y1HBwEANpWPtbw7/R1NxeVaOr76z9XPNpXosKvzm74w+vzq7MFZNrvrVN/ftDP9AdX2sXEA2MU3mq6XXpld5wAAc6NAh83joOpXq/+SHSIAwNo6v9nd6f82xz/7hKbjR3+q6dh22NW3qhdUZ1TnDM6yFR1XndxUpj+46WcQAMb4i+rJ+SIZAMDcKdBhc7hF9arqbqODAABb0idbLtPf3v7tTr9R9bTqCdUh84vGJnFO027zFzaV6Ix3zeoRTce8PyR/bwHWy1ern6lem13nAABrQoEOG9tS9WPV71VHDM4CAFD17er/tFyo/+se/vs3r3656ZrGblau6ktNzzd/SdPJByymI6uHNe1Mf3h1jbFxADat/9F0ZPtXRwcBANjMFOiwcR1Tvbh6zOggAACr+OeWy/Qzqwuv+PXbNj165ofy+Bl2d1b1m9WftvzvDBvDNaqTmnamf19TuQ7AgTm7+snqr0YHAQDYChTosDHdr/qz6gaDc8BG96mmYueo6uirzPaBuQA2qwuqt1YXNz1H2c8jXNVnqtOqV1aXDM7CgTu0elBTmX5y07HvAOybl1W/UH1jcA4AgC3DDSvYWA6unlU9PX9/YX98snrbFfP2pmNhr85S0+6pa7Z7sX7l7On3jsqOSgDYWx+rnlP9z+qywVlYGwdX92865v1R1fFj4wAsvC9UT6j+dnQQAICtRgEHG8ctq1dV3z06CGwguxbmZzYde7delqoj2rfi/aq/f1Q+qwHY3N5fPbt6fbVzcBbWz47qPk070x9dnTA2DsDCeXH1S9W5o4MAAGxFbsrD4luqHled0bQjFljZJ5qK8re1/oX5WtjWbAm/Pzvij1r31ACwZ++qfqN6U3X54CyMtb26R1OZfkoeUwVsbf/atOv8LaODAABsZQp0WGzHVS9p2pUB7O4TzR7JvtEL87WwvTqy/TuK/srfP2LdUwOwWb2lacf5mSnO2d226q5NRfqp1U3HxgFYN5dXv1c9s/r3wVkAALY8BTosrgdWr6iuNzoILJBdC/Mzqy+PDLOFbG/ayb6vz4Hf9T8fvu6pAVgkf930jPN3jw7ChrFU3ampSD+16ZFWAJvRp6vHVu8YHQQAgIkCHRbPIU3HWT41f0fh483uMFeYb1w7Wi7h9+co+qPzGAuAjeby6nXVadUHB2dhY1uqbtfyMe+3HxsHYC52Vr9T/Vp1weAsAADsQjkHi+XW1aurO48OAoMozFnNQe35uPk9/d6h654aYOvZ2XRN+9ymz3aYt1u1fMy7n52Ajejj1U9U7x0dBACA3SnQYTEsVU+sfrc6bHAWWE8Kc9bbwR3YUfRHN50UAsDuLqleVp1efXZsFLaQm7Vcpt9tcBaAPbms6Qtmz64uGpwFAIAVKNBhvGtVf1Q9cnQQWAcfa7Yw/8rIMLCfDmn/y/crf/2gdU8NsHYurF5aPa/6/OAsbG03qh7dVKjfK/c8gMXyoaZd5x5rAgCw4PwwCWN9b/Xy6oTRQWCNKMxhd0tNR8nvS/F+bHXXnFICLJbzqxdVz6/OHpwFruq61aOadqafWG0bGwfYwi6pfr3phJZLBmcBAGAvKNBhjEOr06qfHx0E5uyj1ZkpzGEtHFrdt3roFXOrsXGALexb1QuqM6pzBmeBvXGt6vubyvQHVDvGxgG2kPdVj236WRkAgA1CgQ7r73bVq6s7jg4Cc/DRZneYf3VkGNhiblo9pKlMf2B1jbFxgC3ga9XvVi9sKtFhIzq26fFZpzSdCHbw2DjAJnVR9atNp7RcOjgLAAD7SIEO62epenL12027CGEjUpjDYjqkuk/Lu9NvMzYOsMl8qen55i9pOrYdNoujqkc07Ux/aH5OA+bjXU27zj81OggAAPtHgQ7r49rVn1YPGx0E9tFHmi3MvzYyDLDXbtzs7vQjxsYBNqizqt9suo69cHAWWGtHNH1unlo9vDp8bBxgA/p29Yymk1ouG5wFAIADoECHtffQ6mVNJTosOoU5bD4HV/duuVC//dg4wAbw6eq51SurSwZngREOq05qOub9kU071QFW87bq8dVnB+cAAGAOFOiwdg6rTq9+dnQQWIXCHLaeG7Zcpj+oOnJsHGCBfLR6TvXa7JyDKx3SdJrLqdXJTc9QB7jSedXTqpdWOwdnAQBgThTosDbuUL06u/xYPB9uuTD/hxTmsNUdXN2z5UL9jmPjAIO8v3p29frc/IfVHFTdr6lMf1R1raFpgNHeVD2x6ZEnAABsIgp0mK9tTTvOT2/aqQCj7VqYv706Z2QYYOFdv+Uy/cE5shY2u3c2Fedvqi4fnAU2mu3VfZqOeT+luu7YOMA6+lb1lOrl+fwEANiUFOgwPyc0Pev8pME52No+VJ2Zwhw4cAdV92i5UL/T2DjAHL25qTh/e278wzxsq+7etDP9lOpGY+MAa+h/Vz9ZfXF0EAAA1o4CHebjEdWfVsePDsKW86Fmj2RXmANr5botl+nfWx09Ng6wH97Q9Izz94wOApvYUvXdLZfpNx8bB5iTc5pOHPzzfPkMAGDTU6DDgblG9bzqyaODsCVc3u7PMFeYAyPsaNppd2Wh/l1j4wCruLx6XXVa9cHBWWCrWaq+s6lIP7W69dg4wH56bVN5/uXRQQAAWB8KdNh/d6peXd1mdBA2rcvbfYf51wfmAVjJCU2PMLlyd/oxY+MA1c6ma9XnVh8fnAWY3Lblnel3HJwF2LOvNG2YeN3oIAAArC8FOuy7bdVTmm5GHjw4C5uLwhzYDHZUd2t5d/p3j40DW84l1cuq06vPjo0CrOKWTUX6KdVdBmcBdvfKpns/Tn0DANiCFOiwb65Xvbx60OggbAqXV/9UnZnCHNi8rt3y7vSTqmPHxoFN68LqpU2PF/r84CzAvrlp9eim3el3H5wFtrqzqp+u3jA6CAAA4yjQYe99f/VH1XGjg7BhXVmYv63lwvwbA/MArLft1V1b3p1+11yPwoE6v3ph9fw8mxU2gxs0lemnVPfJ5ySsl/Oq06ozqgsGZwEAYDA/iMGeHd50Q/KJo4Ow4SjMAVZ3raZnpl+5O/34sXFgQ/lW003+F+R4WdisTmj6Ivep1f2avogGzNe3mx598qymZ54DAIACHfbgu6pXV7caHYQN4fLqgy0X5u9IYQ6wt7Y1PQP2oVfM9+RaFa7O15q+3PmiphId2BqOr05uKtMfWB00Ng5seO9tOmXwNdW5g7MAALBg3JSEq7etemr17NyYYGUKc4C1c1zLu9Mf0rRbHbayLzU93/wlTce2A1vXMdX3NR3zflJ1yNg4sCH8v6ZT4f6hemv1ibFxAABYZAp02N0NqldU9x8dhIVz1cL8H6pvDswDsFVsq+7c8u70u1/xa7AV/Ft1evWn1YWDswCL58jq4U070x9WHTY2DuyXS6qLD2Cu+r+/oDp7l/lCU4F++Xq9IAAANjYFOsw6pXpp0zf6YWe77zBXmAOMd2z14JZ3p19nbBxYE5+uTqte1VQMAOzJ4U2fi6dWj6iOGBuHwfaneJ5Heb2vc2mKbQAAFowCHSZHVGdUjx0dhKEU5gAbz7bqO1venX6PavvQRHBgPlo9p3ptddngLMDGdWjTo1BOaXp2+tFj42waF7UYpfOe/gylNAAAHAAFOtRdq1dXtxgdhHW3s/pAdWYKc4DN4pjqQS3vTr/u2Diw195fPbt6fdM1CsC8HFzde5e5Z9Nu9UVxUYtROu9pLkspDQAAW4ICna1se/X06lnVjsFZWB9XFuZva7kw/9bAPACsraWm3ekPaSrU75Xd6Syed1a/Uf1dihlgfexo+ny8XdPO9GvuMoe2e6G9lsW1UhoAAFg4CnS2qhtVf1bdd3QQ1pTCHIBdHd3s7vTrj43DFvfmph3nb095BAAAALAwFOhsRT9QvTjPgNuMdjYdf/q2K+adKcwBuHpL1R1a3p1+75xIw/p4Q9Mzzt8zOggAAAAAu1Ogs5UcWf1+9aOjgzA3CnMA5uWo6oFNZfpDqxuMjcMmc3n1v6rTqn8anAUAAACAVSjQ2SruXr2qutnoIByQqxbm76jOHZgHgM1pqem5sFfuTr9PddDQRGxUl1Wvrp5bfWJwFgAAAACAdlS/Wl3atPPHbKy5tPq/1elNBcZRAcD6O7I6ufrD6t8a//loFn8url5S3TwAAAAANhQ70NnMblK9srrX4Bzsvcva/Uh2O8wBWCRL1a1bPur9vtXBQxOxSC6sXlo9r/r84CwAAAAA7AcFOpvVD1cvyo7lRXdZ9Y/VmSnMAdiYjqju33KhfpOhaRjl/OqF1fOrLw/OAgAAAMABUKCz2RzddPPyh0cH4WpdWZi/reXC/LyBeQBgnpaqW7Zcpp9YHTI0EWvtm9ULrphzBmcBAAAAAJhxr+pfG//MSzM7n6t+s3pI0zNkAWCrOLx6ePX71Wcb/5ls5jdfrZ7R9OVNAAAAAICFsqN6VtPu5tE3U83svCylOQDUtDv9O6qfq95YXdD4z2mz7/PF6ilNX44AAAAAAFg4N6ve3fibqWZ2vln9wCrrBgBb3WFNx7y/oPp04z+7zerzueonq0OvZi0BAAAAAIZbqn606fnZo2+omtk5s7rRyksHAFyNW1Q/U/119e3Gf56baf65+vHqoBVXDgAAAABgsGOqP2/8DVUzO5c0PQt0+8pLBwDshcOqk6r/Xn2q8Z/xW3E+Uv1grmsAAAAAgAV33+qsxt9UNbPzz9VdV1k3AGD/3ax6cvW/q/Mb/7m/med91cnVtr1aGQAAAACAQQ6qnlPtbPyNVTM7f1QdsfLSAQBzdGj14Or51Scafx2wWeYdTbv+l/Z+KQAAAAAAxviO6r2Nv7FqZufr1SmrrBsAsPZuUv1k9VfVvzf++mCjzd9XJ6Y4BwAAAAA2gKXqsbkZvIjzf6obrLx0AMAAh1QPrH67+mjjrxcWeV5ffc/+vc0AAAAAAOvv2Oq1jb+5ambn4uppeS4oAGwEN6qeWP1FdV7jryNGz87qf1Z3OpA3FQAAAABgvd2/+kLjb7Ka2flkdZdV1g0AWFwHN11j/Vb14cZfV6znXFq9orrNAb+LAAAAAADr6ODqN5t2B42+0Wpm5w+rw1deOgBgg7lB9fjqddW5jb/WWIu5uHpxdbM5vWcAAAAAAOvmVtX7G3+j1czO16qTV1k3AGDjO6g6semLjP/U+OuPA50LqjOqG87zTQIAAAAAWA9L1ROq8xt/s9XMzt9V11t56QCATep61WOr11bfbPw1yd7OedXp1XXm/5YAAAAAAKy946u/aPzNVjM7F1W/UG1beekAgC3ioOo+1WnVBxp/nXJ1843qWdVxa/QeAAAAAACsuQdVX2z8DVczOx+v7rTKugEAW9t1qx+vXtNUXI+8bvlq9Yzq6LV8wQAAAAAAa+mQ6rcbXxSb3eeF1TVWXjoAgBk7qntVz67+sfW7Zjmrekp1+Nq/RAAAAACAtXOb6oONL4rN7HylesQq6wYAsDeuU/1o9T+qc5rv9cq3q1dWD8xjZgAAAACADW6p+qnqgsaXxWZ23lidsPLSAQDsl+3VPapfr97U9IW9fb1O+UL119Xjc0w7AAAAAOtkaXQANr1rVX9cfd/oIMy4qPql6vernYOzAACb31LTl/buVN25utEVv7brXFJ9ovpw9ZGmXewAAAAAAJvGSdXZjd9lbWbnI9UdVlk3AAAAAAAAAObk0Op3G18Um93njOqwlZcOAAAAAAAAgHm5fdOxm6OLYjM7Z1cPXWXdAAAAAAAAAJiTpepnqwsbXxab2XlDde2Vlw4AAAAAAACAeblO9TeNL4rN7FxQPbnpyw0AAAAAAAAArLGHV19pfFlsZudD1e1WWTcAAAAAAAAA5uSw6vcaXxSb3ed3qkNWXjoAAAAAAAAA5uWO1ccaXxSb2flS9b2rrBsAAAAAAAAAc7Ktekp1UePLYjM7f1kdv/LSAQAAAAAAADAv163e1Pii2MzOt6snVksrLx0AAAAAAAAA8/LI6quNL4vN7HyguvUq6wYAAAAAAADAnFyjmGKjLwAACJFJREFU+oPGF8VmdnZWp1cHr7x0AAAAAAAAAMzLnatPNL4sNrPz/6oHrLJuAAAAAAAAAMzJtuqp1cWNL4vN7LyuOm7lpQMAAAAAAABgXq5fvbnxRbGZnfOrx1VLKy8dAAAAAAAAAPPyqOqcxpfFZnbeV91ylXUDAAAAAAAAYE4Or17a+KLYzM7O6rTqoJWXDgAAAAAAAIB5+e7qU40vi83snFWduMq6AQAAAAAAADAn26tfri5pfFlsZuc11TErLx0AAAAAAAAA83LD6q2NL4rN7JxX/Vi1tPLSAQAAAAAAADAvj6m+3viy2MzOe6pbrLJuAAAAAAAAAMzJkdWfNL4oNrNzWfXr1UErLx0AAAAAAAAA8/I91WcaXxab2flcde+Vlw0AAAAAAACAedlePbO6tPFlsZmdV1fXXHnpAAAAAAAAAJiXG1dvb3xRbGbn3OqHV1k3AAAAAAAAAOboB6tvNr4sNrPzzuqmq6wbAAAAAAAAAHNyVPWKxhfFZnYuq36t2rHy0gEAAAAAAAAwL/eo/qXxZbGZnX+p7rnKugEAAAAAAAAwJzuadjdf2viy2MzOK5pOBQAAAAAAAABgjd206bnao4tiMzvfrH5olXUDAAAAAAAAYI5+pDq38WWxmZ23VzdeZd0AAAAAAAAAmJNrVq9qfFFsZufS6pnV9pWXDgAAAAAAAIB5uXf1ucaXxWZ2PlPdbeVlAwAAAAAAAGBeDqp+o7qs8WWxmZ0/qY5ceekAAAAAAAAAmJebV+9pfFFsZucb1WNWWTcAAAAAAAAA5mSp+vHqvMaXxWZ23lrdcMWVAwAAAAAAAGBujqle0/ii2MzOJdXTq+0rLx0AAAAAAAAA83Ji9fnGl8Vmdj5V3WWVdQMAAAAAAABgTg6uTqt2Nr4sNrPzkurwlZcOAAAAAAAAgHm5ZfW+xhfFZnbOqR61yroBAAAAAAAAMCdL1eOq8xtfFpvZeXN1/ZWXDgAAAAAAAIB5Oa56XeOLYjM7F1e/WG1beekAAAAAAAAAmJcHVF9ofFlsZucT1Z1XWTcAAAAAAAAA5uTg6reqnY0vi83svKi6xspLBwAAAAAAAMC83Lr6QOOLYjM7X60eucq6AQAAAAAAADAnS9WTqm83viw2s/Om6rorLx0AAAAAAAAA83J89ZeNL4rN7FxUPaXatvLSAQAAAAAAADAvD66+1Piy2MzOR6s7rrJuAAAAAAAAAMzJIdXvNL4oNrvP71WHrbx0AAAAAAAAAMzLbasPNb4oNrPz5ephq6wbAAAAAAAAAHOyVD25uqDxZbGZnb+prrPy0gEAAAAAAAAwL9eu3tD4otjMzoXVzzR9uQEAAAAAAACANfaQ6uzGl8Vmdj5c3X6VdQMAAAAAAABgTg6tzmh8UWx2n9+9Yn0AAAAAAAAAWGN3qD7S+KLYzM6XqpNWWTcAAAAAAAAA5mSp+rmmZ2uPLovN7Ly+utbKSwcAAAAAAADAPF27OqfxZbFZnguqn2r6cgMAAAAAAAAA6+hRjS+NzTQfrG6z+nIBAAAAAAAAsJZe0vjyeKvPb1eH7GmhAAAAAAAAAFhbh1efanyJvBXni9WD9rxEAAAAAAAAAKyXu1SXNL5Q3krzF9Vxe7M4AAAAAAAAAKyvpze+VN4Kc371hGpp75YFAAAAAAAAgPW2vXpr4wvmzTz/WN1qbxcEAAAAAAAAgHFuWH298UXzZpud1XOrg/d+KQAAAAAAAAAY7TGNL5w303yhuv8+rQAAAAAAAAAAC+NPGl88b4Z5bXXsPr73AAAAAAAAACyQI6pPN76A3qjz79VPVEv7+sYDAAAAAAAAsHjuVl3a+DJ6o817q1vsx/sNAAAAAAAAwAJ7ZuML6Y0yO6tnVwft1zsNAAAAAAAAwELbXr298eX0os+/Vffdz/cYAAAAAAAAgA3ixtU3G19SL+r8eXXN/X53AQAAAAAAANhQfrDxRfWizbnVf6qWDuB9BQAAAAAAAGADekXjS+tFmXdXNzuwtxMAAAAAAACAjeqo6l8aX16PnMuq/1btOLC3EgAAAAAAAICN7h7VpY0vskfMv1b3OvC3EAAAAAAAAIDN4tcaX2av9/xZdfQ83jwAAAAAAAAANo8d1TsbX2qvx3yr+o/zedsAAAAAAAAA2IxuWp3b+IJ7Lecd1U3m9H4BAAAAAAAAsIn9SONL7rWYS6v/2rTTHgAAAAAAAAD2yqsaX3jPcz5b3X2u7xAAAAAAAAAAW8I1q881vviex7ysOnKebw4AAAAAAAAAW8u9q8saX4Dv73yz+oG5vysAAAAAAAAAbEm/3vgifH/mzOpGa/B+AAAAAAAAALBFHVS9p/GF+N7OJdUzqu1r8WYAAAAAAAAAsLXdvDqv8eX4nuafq7uu0XsAAAAAAAAAAFX9WOML8tXmj6oj1uzVAwAAAAAAAMAVlqrXNL4ov+p8vTplDV83AAAAAAAAAOzmmOqsxpfmV85bqhus6SsGAAAAAAAAgBWcWO1sbHF+cfW0atsav1YAAAAAAAAAWNVpjSvPP1ndZe1fIgAAAAAAAADs2cHV+1r/8vwPq8PX4fUBAAAAAAAAwF77jur81qc4/1p18vq8LAAAAAAAAADYd49r7cvzv6uut14vCAAAAAAAAAD2x1L1utamOL+o+vlq27q9GgAAAAAAAAA4AMdWX2i+5fnHqzut54sAAAAAAAAAgHl4QLWz+ZTnL6yusb7xAQAAAAAAAGB+fqsDK86/Uj1i3VMDAAAAAAAAwJwdXL2//SvP31idsP6RAQAAAAAAAGBt3Lr6dntfnF9Y/Vy1bURYAAAAAAAAAFhLT2rvyvOPVHcYlBEAAAAAAAAA1txS9ZetXp6fUR02KiAAAAAAAAAArJfjqy+1e3F+dvXQgbkAAAAAAAAAYN09uNny/A3VtYcmAgAAAAAAANhE/j+13uyy6xtu2wAAAABJRU5ErkJggg==" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">0.03003465</td>
<td headers="1975" class="gt_row gt_right">0.05820711</td>
<td headers="1980" class="gt_row gt_right">0.06808072</td>
<td headers="1985" class="gt_row gt_right">0.06574153</td>
<td headers="1990" class="gt_row gt_right">0.05448509</td>
<td headers="1995" class="gt_row gt_right">0.07362259</td>
<td headers="2000" class="gt_row gt_right">0.06071272</td>
<td headers="2005" class="gt_row gt_right">0.0616307</td>
<td headers="2012" class="gt_row gt_right">0.09804329</td>
<td headers="2013" class="gt_row gt_right">0.10584659</td>
<td headers="2014" class="gt_row gt_right">0.11371057</td>
<td headers="2015" class="gt_row gt_right">0.11874268</td>
<td headers="2016" class="gt_row gt_right">0.12112331</td>
<td headers="2017" class="gt_row gt_right">0.12312834</td>
<td headers="2018" class="gt_row gt_right">0.12451033</td>
<td headers="2019" class="gt_row gt_right">0.12622224</td>
<td headers="2020" class="gt_row gt_right">0.1296868</td>
<td headers="2021" class="gt_row gt_right">0.13089847</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Social sciences and history</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">0.18496898</td>
<td headers="1975" class="gt_row gt_right">0.13653421</td>
<td headers="1980" class="gt_row gt_right">0.10748444</td>
<td headers="1985" class="gt_row gt_right">0.09499678</td>
<td headers="1990" class="gt_row gt_right">0.11430119</td>
<td headers="1995" class="gt_row gt_right">0.10858505</td>
<td headers="2000" class="gt_row gt_right">0.10290868</td>
<td headers="2005" class="gt_row gt_right">0.1087250</td>
<td headers="2012" class="gt_row gt_right">0.09659250</td>
<td headers="2013" class="gt_row gt_right">0.09257653</td>
<td headers="2014" class="gt_row gt_right">0.08811279</td>
<td headers="2015" class="gt_row gt_right">0.08393128</td>
<td headers="2016" class="gt_row gt_right">0.08133319</td>
<td headers="2017" class="gt_row gt_right">0.08076176</td>
<td headers="2018" class="gt_row gt_right">0.07981676</td>
<td headers="2019" class="gt_row gt_right">0.07908001</td>
<td headers="2020" class="gt_row gt_right">0.0778388</td>
<td headers="2021" class="gt_row gt_right">0.07499076</td></tr>
    <tr><td headers="field" class="gt_row gt_center">Other</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">0.64757601</td>
<td headers="1975" class="gt_row gt_right">0.65060395</td>
<td headers="1980" class="gt_row gt_right">0.61000599</td>
<td headers="1985" class="gt_row gt_right">0.59964386</td>
<td headers="1990" class="gt_row gt_right">0.60356973</td>
<td headers="1995" class="gt_row gt_right">0.62323144</td>
<td headers="2000" class="gt_row gt_right">0.62457894</td>
<td headers="2005" class="gt_row gt_right">0.6154889</td>
<td headers="2012" class="gt_row gt_right">0.60927058</td>
<td headers="2013" class="gt_row gt_right">0.61007780</td>
<td headers="2014" class="gt_row gt_right">0.60622575</td>
<td headers="2015" class="gt_row gt_right">0.60381309</td>
<td headers="2016" class="gt_row gt_right">0.60271385</td>
<td headers="2017" class="gt_row gt_right">0.60110468</td>
<td headers="2018" class="gt_row gt_right">0.60169710</td>
<td headers="2019" class="gt_row gt_right">0.60443708</td>
<td headers="2020" class="gt_row gt_right">0.6030919</td>
<td headers="2021" class="gt_row gt_right">0.60780235</td></tr>
  </tbody>
  
  
</table>
</div>
]

---

## Adding color text

<div id="tkquqfjveq" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#tkquqfjveq 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;
}

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

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

#tkquqfjveq .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;
}

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

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

#tkquqfjveq .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%;
}

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

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

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

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

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

#tkquqfjveq .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;
}

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

#tkquqfjveq .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;
}

#tkquqfjveq .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;
}

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

#tkquqfjveq .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#tkquqfjveq 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" style="table-layout:fixed;" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <colgroup>
    <col/>
    <col style="width:300px;"/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
  </colgroup>
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="20" style="font-weight: bold;" scope="colgroup" id="Popular Bachelor's degrees over the years">
        <div class="gt_column_spanner">Popular Bachelor's degrees over the years</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="ggplot">Trend</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="color: #9D6C06;">Business</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">14%</td>
<td headers="1975" class="gt_row gt_right">15%</td>
<td headers="1980" class="gt_row gt_right">21%</td>
<td headers="1985" class="gt_row gt_right">24%</td>
<td headers="1990" class="gt_row gt_right">23%</td>
<td headers="1995" class="gt_row gt_right">19%</td>
<td headers="2000" class="gt_row gt_right">21%</td>
<td headers="2005" class="gt_row gt_right">21%</td>
<td headers="2012" class="gt_row gt_right">20%</td>
<td headers="2013" class="gt_row gt_right">19%</td>
<td headers="2014" class="gt_row gt_right">19%</td>
<td headers="2015" class="gt_row gt_right">19%</td>
<td headers="2016" class="gt_row gt_right">19%</td>
<td headers="2017" class="gt_row gt_right">20%</td>
<td headers="2018" class="gt_row gt_right">19%</td>
<td headers="2019" class="gt_row gt_right">19%</td>
<td headers="2020" class="gt_row gt_right">19%</td>
<td headers="2021" class="gt_row gt_right">19%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #077DAA;">Health professions</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">3%</td>
<td headers="1975" class="gt_row gt_right">6%</td>
<td headers="1980" class="gt_row gt_right">7%</td>
<td headers="1985" class="gt_row gt_right">7%</td>
<td headers="1990" class="gt_row gt_right">5%</td>
<td headers="1995" class="gt_row gt_right">7%</td>
<td headers="2000" class="gt_row gt_right">6%</td>
<td headers="2005" class="gt_row gt_right">6%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">11%</td>
<td headers="2014" class="gt_row gt_right">11%</td>
<td headers="2015" class="gt_row gt_right">12%</td>
<td headers="2016" class="gt_row gt_right">12%</td>
<td headers="2017" class="gt_row gt_right">12%</td>
<td headers="2018" class="gt_row gt_right">12%</td>
<td headers="2019" class="gt_row gt_right">13%</td>
<td headers="2020" class="gt_row gt_right">13%</td>
<td headers="2021" class="gt_row gt_right">13%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #026D4E;">Social sciences and history</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">18%</td>
<td headers="1975" class="gt_row gt_right">14%</td>
<td headers="1980" class="gt_row gt_right">11%</td>
<td headers="1985" class="gt_row gt_right">9%</td>
<td headers="1990" class="gt_row gt_right">11%</td>
<td headers="1995" class="gt_row gt_right">11%</td>
<td headers="2000" class="gt_row gt_right">10%</td>
<td headers="2005" class="gt_row gt_right">11%</td>
<td headers="2012" class="gt_row gt_right">10%</td>
<td headers="2013" class="gt_row gt_right">9%</td>
<td headers="2014" class="gt_row gt_right">9%</td>
<td headers="2015" class="gt_row gt_right">8%</td>
<td headers="2016" class="gt_row gt_right">8%</td>
<td headers="2017" class="gt_row gt_right">8%</td>
<td headers="2018" class="gt_row gt_right">8%</td>
<td headers="2019" class="gt_row gt_right">8%</td>
<td headers="2020" class="gt_row gt_right">8%</td>
<td headers="2021" class="gt_row gt_right">7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #A39A09;">Other</td>
<td headers="ggplot" class="gt_row gt_center"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right">65%</td>
<td headers="1975" class="gt_row gt_right">65%</td>
<td headers="1980" class="gt_row gt_right">61%</td>
<td headers="1985" class="gt_row gt_right">60%</td>
<td headers="1990" class="gt_row gt_right">60%</td>
<td headers="1995" class="gt_row gt_right">62%</td>
<td headers="2000" class="gt_row gt_right">62%</td>
<td headers="2005" class="gt_row gt_right">62%</td>
<td headers="2012" class="gt_row gt_right">61%</td>
<td headers="2013" class="gt_row gt_right">61%</td>
<td headers="2014" class="gt_row gt_right">61%</td>
<td headers="2015" class="gt_row gt_right">60%</td>
<td headers="2016" class="gt_row gt_right">60%</td>
<td headers="2017" class="gt_row gt_right">60%</td>
<td headers="2018" class="gt_row gt_right">60%</td>
<td headers="2019" class="gt_row gt_right">60%</td>
<td headers="2020" class="gt_row gt_right">60%</td>
<td headers="2021" class="gt_row gt_right">61%</td></tr>
  </tbody>
  
  
</table>
</div>

---

## Final version: 
remove row highlighting with an additional style line:
`tab_style(style = list(cell_text(weight = "bold")), locations = cells_column_spanners()) `

<div id="hryzhqjuwm" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>#hryzhqjuwm 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;
}

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

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

#hryzhqjuwm .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;
}

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

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

#hryzhqjuwm .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%;
}

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

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

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

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

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

#hryzhqjuwm .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;
}

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

#hryzhqjuwm .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;
}

#hryzhqjuwm .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;
}

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

#hryzhqjuwm .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;
}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

#hryzhqjuwm 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" style="table-layout:fixed;" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
  <colgroup>
    <col/>
    <col style="width:300px;"/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
    <col/>
  </colgroup>
  <thead>
    <tr class="gt_col_headings gt_spanner_row">
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="20" style="font-weight: bold;" scope="colgroup" id="Popular Bachelor's degrees over the years">
        <div class="gt_column_spanner">Popular Bachelor's degrees over the years</div>
      </th>
    </tr>
    <tr class="gt_col_headings">
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="field">Field</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="ggplot">Trend</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1970">1970</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1975">1975</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1980">1980</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1985">1985</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1990">1990</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a1995">1995</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2000">2000</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2005">2005</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2012">2012</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2013">2013</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2014">2014</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2015">2015</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2016">2016</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2017">2017</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2018">2018</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2019">2019</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2020">2020</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a2021">2021</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="field" class="gt_row gt_left" style="color: #9D6C06; background-color: #FFFFFF;">Business</td>
<td headers="ggplot" class="gt_row gt_center" style="background-color: #FFFFFF;"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right" style="background-color: #FFFFFF;">14%</td>
<td headers="1975" class="gt_row gt_right" style="background-color: #FFFFFF;">15%</td>
<td headers="1980" class="gt_row gt_right" style="background-color: #FFFFFF;">21%</td>
<td headers="1985" class="gt_row gt_right" style="background-color: #FFFFFF;">24%</td>
<td headers="1990" class="gt_row gt_right" style="background-color: #FFFFFF;">23%</td>
<td headers="1995" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2000" class="gt_row gt_right" style="background-color: #FFFFFF;">21%</td>
<td headers="2005" class="gt_row gt_right" style="background-color: #FFFFFF;">21%</td>
<td headers="2012" class="gt_row gt_right" style="background-color: #FFFFFF;">20%</td>
<td headers="2013" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2014" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2015" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2016" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2017" class="gt_row gt_right" style="background-color: #FFFFFF;">20%</td>
<td headers="2018" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2019" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2020" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td>
<td headers="2021" class="gt_row gt_right" style="background-color: #FFFFFF;">19%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #077DAA; background-color: #FFFFFF;">Health professions</td>
<td headers="ggplot" class="gt_row gt_center" style="background-color: #FFFFFF;"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right" style="background-color: #FFFFFF;">3%</td>
<td headers="1975" class="gt_row gt_right" style="background-color: #FFFFFF;">6%</td>
<td headers="1980" class="gt_row gt_right" style="background-color: #FFFFFF;">7%</td>
<td headers="1985" class="gt_row gt_right" style="background-color: #FFFFFF;">7%</td>
<td headers="1990" class="gt_row gt_right" style="background-color: #FFFFFF;">5%</td>
<td headers="1995" class="gt_row gt_right" style="background-color: #FFFFFF;">7%</td>
<td headers="2000" class="gt_row gt_right" style="background-color: #FFFFFF;">6%</td>
<td headers="2005" class="gt_row gt_right" style="background-color: #FFFFFF;">6%</td>
<td headers="2012" class="gt_row gt_right" style="background-color: #FFFFFF;">10%</td>
<td headers="2013" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="2014" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="2015" class="gt_row gt_right" style="background-color: #FFFFFF;">12%</td>
<td headers="2016" class="gt_row gt_right" style="background-color: #FFFFFF;">12%</td>
<td headers="2017" class="gt_row gt_right" style="background-color: #FFFFFF;">12%</td>
<td headers="2018" class="gt_row gt_right" style="background-color: #FFFFFF;">12%</td>
<td headers="2019" class="gt_row gt_right" style="background-color: #FFFFFF;">13%</td>
<td headers="2020" class="gt_row gt_right" style="background-color: #FFFFFF;">13%</td>
<td headers="2021" class="gt_row gt_right" style="background-color: #FFFFFF;">13%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #026D4E; background-color: #FFFFFF;">Social sciences and history</td>
<td headers="ggplot" class="gt_row gt_center" style="background-color: #FFFFFF;"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right" style="background-color: #FFFFFF;">18%</td>
<td headers="1975" class="gt_row gt_right" style="background-color: #FFFFFF;">14%</td>
<td headers="1980" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="1985" class="gt_row gt_right" style="background-color: #FFFFFF;">9%</td>
<td headers="1990" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="1995" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="2000" class="gt_row gt_right" style="background-color: #FFFFFF;">10%</td>
<td headers="2005" class="gt_row gt_right" style="background-color: #FFFFFF;">11%</td>
<td headers="2012" class="gt_row gt_right" style="background-color: #FFFFFF;">10%</td>
<td headers="2013" class="gt_row gt_right" style="background-color: #FFFFFF;">9%</td>
<td headers="2014" class="gt_row gt_right" style="background-color: #FFFFFF;">9%</td>
<td headers="2015" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2016" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2017" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2018" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2019" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2020" class="gt_row gt_right" style="background-color: #FFFFFF;">8%</td>
<td headers="2021" class="gt_row gt_right" style="background-color: #FFFFFF;">7%</td></tr>
    <tr><td headers="field" class="gt_row gt_left" style="color: #A39A09; background-color: #FFFFFF;">Other</td>
<td headers="ggplot" class="gt_row gt_center" style="background-color: #FFFFFF;"><img src="data:image/png;base64,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" style="height:15px;"></td>
<td headers="1970" class="gt_row gt_right" style="background-color: #FFFFFF;">65%</td>
<td headers="1975" class="gt_row gt_right" style="background-color: #FFFFFF;">65%</td>
<td headers="1980" class="gt_row gt_right" style="background-color: #FFFFFF;">61%</td>
<td headers="1985" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="1990" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="1995" class="gt_row gt_right" style="background-color: #FFFFFF;">62%</td>
<td headers="2000" class="gt_row gt_right" style="background-color: #FFFFFF;">62%</td>
<td headers="2005" class="gt_row gt_right" style="background-color: #FFFFFF;">62%</td>
<td headers="2012" class="gt_row gt_right" style="background-color: #FFFFFF;">61%</td>
<td headers="2013" class="gt_row gt_right" style="background-color: #FFFFFF;">61%</td>
<td headers="2014" class="gt_row gt_right" style="background-color: #FFFFFF;">61%</td>
<td headers="2015" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2016" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2017" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2018" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2019" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2020" class="gt_row gt_right" style="background-color: #FFFFFF;">60%</td>
<td headers="2021" class="gt_row gt_right" style="background-color: #FFFFFF;">61%</td></tr>
  </tbody>
  
  
</table>
</div>

---

# 10 guidelines for better tables

---

## 10 guidelines for better tables

1. Offset the heads from the body

--
2. Use subtle dividers rather than heavy gridlines

--
3. Right-align numbers and heads

--
4. Left-align text and heads

--
5. Select the appropriate level of precision

--
6. Guide your reader with space between rows and columns

--
7. Remove unit repetition

--
8. Highlight outliers

--
9. Group similar data and increase white space

--
10. Add visualizations when appropriate

.footnote[
Source: Schwabish, Jonathan A. "Ten Guidelines for Better Tables." Journal of Benefit-Cost Analysis 11.2 (2020): 151-178.
]

---

# Table resources

### Bonus: Maybe learn some css: https://htmlcheatsheet.com/css/

---

## Other packages

- `knitr::kable()`: "Cheapest" pretty tables in R Markdown

--
- Other (than HTML) outputs:
  - LaTeX/PDF: [**kableExtra**](https://haozhu233.github.io/kableExtra/)
      - [**stargazer**](https://cran.r-project.org/web/packages/stargazer/index.html)
      - [**xtable**](https://cran.r-project.org/web/packages/xtable/index.html)
  - Word: [**flextable**](https://davidgohel.github.io/flextable/)

--
- [**gtsummary**](http://www.danieldsjoberg.com/gtsummary/): For summarizing statistical output with **gt**

--
- Interactivity: useful with Shiny applications!
  - [**DT**](https://rstudio.github.io/DT/) Throwback from Shiny time!
  - [**reactable**](https://glin.github.io/reactable/)
  
  
---
class: center, middle, inverse
# Professional presence: Websites

---

## Let's get this party started: steps

1. Make new github repo (see next slides) and push updates
--

2. Deploy from branch: https://docs.github.com/en/pages/getting-started-with-github-pages/configuring-a-publishing-source-for-your-github-pages-site

--
3. Update at will :) 
  * compile Rmd to make new html files
  * can link to other pages in navbar

4. BRING YOUR PATIENCE

---

# OPTIONS AND PATHS: Getting going with a simple github page

We are going to explore this using four different options:

1. New from a template (preferred -- will do in detail)

--
2. Forking (IDs your source -- brief overview)

--
3. On github (solid option -- brief overview)

--
4. In your terminal (maybe the least familiar -- brief overview)

---

## Using a template

1. Go to this repo: https://github.com/MACS40700/site_example

--
2. TOP RIGHT: 'new from template' then 'create a new repository'

--
3. Naming options: username.github.io or a name (this will go to username.github.io/repo)

--
4. Go to settings and activate pages (will take a minute or so to appear)... steps: 'settings' > 'pages' then select to deploy from main branch

5. Verify that it worked at username.github.io OR username.github.io/reponame (if you didn't use the former option). You can see it under 'actions' that it is deploying

---

## Forking

---
## Forking: easy but potential drawbacks

* Super straightforward -- way to copy someone's repo exactly right to your github
* Forever linked on github showing you forked it -- no matter what you change
* Great for starting

Steps:
1. Go to the github repo: https://github.com/MACS40700/site_example

--
2. Choose 'fork' (top middle option)

--
3. Change name to either: username.github.io or a name (this will go to username.github.io/repo) [can only have one repo with username.github.io, FYI]

--
4. Move to settings option

---
### New repo: on github
This is probably more common -- make the repo on github then copy to your machine.

1. Go to github

--
2. Make a new repository

--
3. Name it EITHER:

* yourusername.github.io 
  
  * whatever you want (no github.io)

--
4. Clone it to your machine (using 'git clone' in terminal)

--
5. Copy (or write/create) files into this folder and push to github

--
6. Do setup on github pages

---
## New repo: on your machine
This is how **I** would do this, but you may or may not have gh installed already

--
cd to place  
gh repo create username.github.io --public  
git init  
git branch -M main  
git remote add origin https://github.com/username/username.github.io.git  
git push -u origin main

**NOTE** may need to commit changes

---
# Deploying

Deploy from branch: https://docs.github.com/en/pages/getting-started-with-github-pages/configuring-a-publishing-source-for-your-github-pages-site

* Go to the repository
* Settings: publish from branch -- will link your new site!

---
# Pages: moving to advanced

--
* _site.yml: provides the layout for navigating
* .Rmd files: base for waht you are doing
* .html files: what will be rendered on your webpage

`usethis::use_course('MACS40700/expanded-github')`

Note: go to 'index.html' and load in browser to test how it will look in the browser/when launched

---
## Expanding on _site.yml

Inspo: https://gist.github.com/kirstengott/1389e0422e5e9fe168ae7c0abe03fefd

navbar:
  title: "NavBar Title"
  right:
    - text: "Home"
      href: index.html
    - text: 'Menu' ## setting up a drop down menu
      menu:
        - text: 'Whatever Menu 1'
          href: pages/example.html
        - text: 'Whatever Menu 2'
          href: whatevermenu2.html
        - text: 'Whatever Menu 3'
          href: whatevermenu3.html
    - text: 'Unicorns'
      href: unicorns.html
    - text: 'Downloads'
      href: downloads.html
    - text: "About"
      href: about.html
    - icon: fa-github fa-lg
      href: http://github.com/jmclip

---
# THEMES!

See here for theme options: https://rstudio4edu.github.io/rstudio4edu-book/rmd-themes.html

You can change the theme at the bottom of your _site.yml

---
# ADVANCED: Embedding

We will talk about this more next class, but you can embed things like your tableau dashboard within your webpage!

Here is the code you will need:

`<iframe src="YOUR_LINK_HERE?:showVizHome=no&:embed=true"
 width="980px" height="900px"></iframe>`
 
---

# Steps to website success:

1. Compile Rmd files to generate .html files

--
2. Push files (ESPECIALLY HTML) to github

--
3. Check on `actions` on github to see process

--
4. Check your site (WARNING: may need to check in incognito tab)

---

# Is the setup/template option we did the right option for you?

* You want a simple webpage with a bit of information but not too much
* Webpages are not your passion
* You're looking for a place to house multiple options/types of visualizations

---
class: center, middle, inverse

# In case life is too easy: jekyll

---

# Other options: e.g. Jekyll

* https://jekyllrb.com/docs/installation/macos/
* https://jekyllrb.com/docs/configuration/
* https://docs.github.com/en/pages/setting-up-a-github-pages-site-with-jekyll/creating-a-github-pages-site-with-jekyll

---

### Jekyll: 
LOTS of startup but TONS of flexibility!

1. Download everything here: https://jekyllrb.com/docs/installation/macos/

--
2. Navigate to where you want to store the site: 
  * gem install bundler jekyll 
  * jekyll new my-awesome-site 
  * cd my-awesome-site 
  * bundle exec jekyll serve

--
3. I suggest creating an R project to make your life easier

--
4. Check on it:
  * bundle exec jekyll serve --safe
  * (visit the location given, e.g.: http://127.0.0.1:4000/)

---
### Jekyll: start it up, basic
Follow: https://docs.github.com/en/pages/setting-up-a-github-pages-site-with-jekyll/creating-a-github-pages-site-with-jekyll

* cd to place 
* gh repo create jekyll --public 
* git init 
* mkdir docs 
* cd docs 
* git checkout --orphan gh-pages 
* jekyll new --skip-bundle . **(DO THIS EXACTLY)**   
* (items 9 and 10 in items) 
* bundle install  
* (add to gitignore (open .gitignore)) 
* git remote add origin git remote add origin https://github.com/GITHUBuserNAME/jekyll 
* git add, commit, push

---
### Jekyll: you can change the themes

* I suggest choosing a theme FIRST
* THIS CAN BE TIME-CONSUMING
* Test on machine locally 
* BUDGET 4X time you think it will take...at least...

https://pages.github.com/themes/ 
https://github.com/collections/github-pages-examples

---
### Jekyll:Netlify

cd to place

gh repo create GITHUBuserNAME-jekyll --public

git init

git branch -M main

git remote add origin https://github.com/GITHUBuserNAME/GITHUBuserNAME-jekyll

git push -u origin main

---
# Hosting: Netlify

1. Link to github

2. May need to resolve connections

3. I have NEVER had this work seamlessly the *first* time....

4. Allows more options than github pages

---

## Jekyll: plusses and minuses

* Pretty sophisticated options for design
* Really nice overall
* BUT TOTAL PAIN and pretty clunky to work with
* Once you get it up and going, you don't have to mess with it much

---

### Troubleshooting:

* Ruby and writable issues: sudo chmod go-w
* Ruby and version on machine (MAC): brew install ruby OR have ruby in different place
  * export PATH="/usr/local/bin:$PATH"
* Ruby and version on Netlify:

---

# Recap: Tables and websites

* **Tables**: 
  * Think about overall structure
  * Consider screen readers
* **Websites**: lots of pre-planning can save you effort later
  * Consider structure and desired format
  * For this class, probably just github pages
  * If Jekyll, probably host on netlify or elsewhere

---

# Upcoming:

* Shiny grading underway
* Class Thurs: wrap websites and (no promises!) maybe a scrollytelling example
* Final assignment next week!! (3/11)
* Extra OH added this week 
--
* I WOULD LOVE TO SEE DRAFTS ON ED!!! (AND FOR YOU TO COMMENT ON THEM!)