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r_slides.html
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<!DOCTYPE html>
<html lang="en"><head>
<script src="r_slides_files/libs/clipboard/clipboard.min.js"></script>
<script src="r_slides_files/libs/quarto-html/tabby.min.js"></script>
<script src="r_slides_files/libs/quarto-html/popper.min.js"></script>
<script src="r_slides_files/libs/quarto-html/tippy.umd.min.js"></script>
<link href="r_slides_files/libs/quarto-html/tippy.css" rel="stylesheet">
<link href="r_slides_files/libs/quarto-html/quarto-html.min.css" rel="stylesheet">
<link href="r_slides_files/libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles"><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta charset="utf-8">
<meta name="generator" content="quarto-0.9.592">
<title>quarto-input8ab8f7a6</title>
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
<link rel="stylesheet" href="r_slides_files/libs/revealjs/dist/reset.css">
<link rel="stylesheet" href="r_slides_files/libs/revealjs/dist/reveal.css">
<style>
code{white-space: pre-wrap;}
span.smallcaps{font-variant: small-caps;}
span.underline{text-decoration: underline;}
div.column{display: inline-block; vertical-align: top; width: 50%;}
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
ul.task-list{list-style: none;}
pre > code.sourceCode { white-space: pre; position: relative; }
pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
pre > code.sourceCode > span:empty { height: 1.2em; }
.sourceCode { overflow: visible; }
code.sourceCode > span { color: inherit; text-decoration: inherit; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
pre > code.sourceCode { white-space: pre-wrap; }
pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
}
pre.numberSource code
{ counter-reset: source-line 0; }
pre.numberSource code > span
{ position: relative; left: -4em; counter-increment: source-line; }
pre.numberSource code > span > a:first-child::before
{ content: counter(source-line);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
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-ms-user-select: none; user-select: none;
padding: 0 4px; width: 4em;
color: #aaaaaa;
}
pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; }
div.sourceCode
{ color: #003b4f; background-color: #f1f3f5; }
@media screen {
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
}
code span { color: #003b4f; } /* Normal */
code span.al { color: #ad0000; } /* Alert */
code span.an { color: #5e5e5e; } /* Annotation */
code span.at { color: #657422; } /* Attribute */
code span.bn { color: #ad0000; } /* BaseN */
code span.bu { } /* BuiltIn */
code span.cf { color: #003b4f; } /* ControlFlow */
code span.ch { color: #20794d; } /* Char */
code span.cn { color: #8f5902; } /* Constant */
code span.co { color: #5e5e5e; } /* Comment */
code span.cv { color: #5e5e5e; font-style: italic; } /* CommentVar */
code span.do { color: #5e5e5e; font-style: italic; } /* Documentation */
code span.dt { color: #ad0000; } /* DataType */
code span.dv { color: #ad0000; } /* DecVal */
code span.er { color: #ad0000; } /* Error */
code span.ex { } /* Extension */
code span.fl { color: #ad0000; } /* Float */
code span.fu { color: #4758ab; } /* Function */
code span.im { color: #00769e; } /* Import */
code span.in { color: #5e5e5e; } /* Information */
code span.kw { color: #003b4f; } /* Keyword */
code span.op { color: #5e5e5e; } /* Operator */
code span.ot { color: #003b4f; } /* Other */
code span.pp { color: #ad0000; } /* Preprocessor */
code span.sc { color: #5e5e5e; } /* SpecialChar */
code span.ss { color: #20794d; } /* SpecialString */
code span.st { color: #20794d; } /* String */
code span.va { color: #111111; } /* Variable */
code span.vs { color: #20794d; } /* VerbatimString */
code span.wa { color: #5e5e5e; font-style: italic; } /* Warning */
div.csl-bib-body { }
div.csl-entry {
clear: both;
}
.hanging div.csl-entry {
margin-left:2em;
text-indent:-2em;
}
div.csl-left-margin {
min-width:2em;
float:left;
}
div.csl-right-inline {
margin-left:2em;
padding-left:1em;
}
div.csl-indent {
margin-left: 2em;
}
</style>
<link rel="stylesheet" href="r_slides_files/libs/revealjs/dist/theme/quarto.css" id="theme">
<link href="r_slides_files/libs/revealjs/plugin/quarto-line-highlight/line-highlight.css" rel="stylesheet">
<link href="r_slides_files/libs/revealjs/plugin/reveal-menu/menu.css" rel="stylesheet">
<link href="r_slides_files/libs/revealjs/plugin/reveal-menu/quarto-menu.css" rel="stylesheet">
<link href="r_slides_files/libs/revealjs/plugin/reveal-chalkboard/font-awesome/css/all.css" rel="stylesheet">
<link href="r_slides_files/libs/revealjs/plugin/reveal-chalkboard/style.css" rel="stylesheet">
<link href="r_slides_files/libs/revealjs/plugin/quarto-support/footer.css" rel="stylesheet">
<style type="text/css">
.callout {
margin-top: 1em;
margin-bottom: 1em;
border-radius: .25rem;
}
.callout.callout-style-simple {
padding: 0em 0.5em;
border-left: solid #acacac .3rem;
border-right: solid 1px silver;
border-top: solid 1px silver;
border-bottom: solid 1px silver;
display: flex;
}
.callout.callout-style-default {
border-left: solid #acacac .3rem;
border-right: solid 1px silver;
border-top: solid 1px silver;
border-bottom: solid 1px silver;
}
.callout .callout-body-container {
flex-grow: 1;
}
.callout.callout-style-simple .callout-body {
font-size: 1rem;
font-weight: 400;
}
.callout.callout-style-default .callout-body {
font-size: 0.9rem;
font-weight: 400;
}
.callout.callout-captioned.callout-style-simple .callout-body {
margin-top: 0.2em;
}
.callout:not(.callout-captioned) .callout-body {
display: flex;
}
.callout:not(.no-icon).callout-captioned.callout-style-simple .callout-content {
padding-left: 1.6em;
}
.callout.callout-captioned .callout-header {
padding-top: 0.2em;
margin-bottom: -0.2em;
}
.callout.callout-captioned .callout-caption p {
margin-top: 0.5em;
margin-bottom: 0.5em;
}
.callout.callout-captioned.callout-style-simple .callout-content p {
margin-top: 0;
}
.callout.callout-captioned.callout-style-default .callout-content p {
margin-top: 0.7em;
}
.callout.callout-style-simple div.callout-caption {
border-bottom: none;
font-size: .9rem;
font-weight: 600;
opacity: 75%;
}
.callout.callout-style-default div.callout-caption {
border-bottom: none;
font-weight: 600;
opacity: 85%;
font-size: 0.9rem;
padding-left: 0.5em;
padding-right: 0.5em;
}
.callout.callout-style-default div.callout-content {
padding-left: 0.5em;
padding-right: 0.5em;
}
.callout.callout-style-simple .callout-icon::before {
height: 1rem;
width: 1rem;
display: inline-block;
content: "";
background-repeat: no-repeat;
background-size: 1rem 1rem;
}
.callout.callout-style-default .callout-icon::before {
height: 0.9rem;
width: 0.9rem;
display: inline-block;
content: "";
background-repeat: no-repeat;
background-size: 0.9rem 0.9rem;
}
.callout-caption {
display: flex
}
.callout-icon::before {
margin-top: 1rem;
padding-right: .5rem;
}
.callout.no-icon::before {
display: none !important;
}
.callout.callout-captioned .callout-body > .callout-content > :last-child {
margin-bottom: 0.5rem;
}
.callout.callout-captioned .callout-icon::before {
margin-top: .5rem;
padding-right: .5rem;
}
.callout:not(.callout-captioned) .callout-icon::before {
margin-top: 1rem;
padding-right: .5rem;
}
/* Callout Types */
div.callout-note {
border-left-color: #4582ec !important;
}
div.callout-note .callout-icon::before {
background-image: url('data:image/png;base64,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');
}
div.callout-note.callout-style-default .callout-caption {
background-color: #dae6fb
}
div.callout-important {
border-left-color: #d9534f !important;
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<div class="reveal">
<div class="slides">
<section id="title-slide" class="center"><h1 class="title">
</h1><h2 style="font-size: 70px">
IPUMS PMA Data Workshop
</h2>
<div style="margin-bottom: 50px; font-size: 40px">
<p>Reasons for Unmet Need for Family Planning <br>in PMA Panel Surveys</p>
</div>
<p class="author"></p>
<p style="font-size: 25px; margin-left: 50px">
<img src="images/devon.png" width="100" style="vertical-align: middle"> Devon Kristiansen - Project Manager
</p>
<p class="author"></p>
<p style="font-size: 25px; margin-left: 50px">
<img src="images/matt.png" width="100" style="vertical-align: middle"> Matt Gunther - Senior Data Analyst
</p>
</section><section id="todays-goals" class="slide level2"><h2>Today’s Goals</h2>
<ul>
<li class="fragment">Introduce measures of Unmet Need in PMA Panel Surveys</li>
<li class="fragment">Open an IPUMS PMA data extract in <strong>R</strong>
</li>
<li class="fragment">Explore women’s reasons for Unmet Need in Phase 1 of the panel</li>
<li class="fragment">Predict women’s Unmet Need in Phase 2 of the panel</li>
</ul>
<div class="fragment">
<div class="cell" data-layout-align="center">
<div class="cell-output-display">
<div style="margin-bottom: 1em; margin-top: 0em; border: 0px solid #ddd; padding: 5pxoverflow-x: scroll; width:100%; border-bottom: 0;">
<table style="width:100%; font-size: 18px; margin-left: auto; margin-right: auto;" class="table">
<thead>
<tr>
<th style="empty-cells: hide;border-bottom:hidden;" colspan="2"></th>
<th style="border-bottom:hidden;padding-bottom:0; padding-left:3px;padding-right:3px;text-align: center; " colspan="3"><div style="border-bottom: 1px solid #ddd; padding-bottom: 5px; ">Now Available from IPUMS PMA</div></th>
</tr>
<tr>
<th style="text-align:left;"> Sample </th>
<th style="text-align:left;"> Phase 1 Data Collection<sup>*</sup>
</th>
<th style="text-align:left;"> Phase 1 </th>
<th style="text-align:left;"> Phase 2 </th>
<th style="text-align:left;"> Phase 3 </th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;"> <font style="color: #98579B">Burkina Faso</font> </td>
<td style="text-align:left;"> Dec 2019 - Mar 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> <font style="color: #98579B">Kenya</font> </td>
<td style="text-align:left;"> Nov 2019 - Dec 2019 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Cote d'Ivoire </td>
<td style="text-align:left;"> Sep 2020 - Dec 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> DRC - Kinshasa </td>
<td style="text-align:left;"> Dec 2019 - Feb 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> DRC - Kongo Central </td>
<td style="text-align:left;"> Dec 2019 - Feb 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> India - Rajasthan </td>
<td style="text-align:left;"> Aug 2020 - Oct 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Nigeria - Kano </td>
<td style="text-align:left;"> Dec 2019 - Jan 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Nigeria - Lagos </td>
<td style="text-align:left;"> Dec 2019 - Jan 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
</tr>
<tr>
<td style="text-align:left;"> Uganda </td>
<td style="text-align:left;"> Sep 2020 - Oct 2020 </td>
<td style="text-align:left;"> x </td>
<td style="text-align:left;"> </td>
<td style="text-align:left;"> </td>
</tr>
</tbody>
</table>
<sup>*</sup><small><em>Each data collection phase is spaced one year apart</em></small>
</div>
</div>
</div>
</div>
</section><section><section id="unmet-need" class="title-slide slide level1 center"><h1>Unmet Need</h1>
</section><section id="what-is-unmet-need" class="slide level2"><h2>What is Unmet Need?</h2>
<div class="fragment">
<p>Women who are capable of becoming pregnant are said to have unmet need if they might want to <strong>limit</strong> or <strong>space</strong> births, but are not using a family planning method.</p>
</div>
<div class="fragment">
<p>Examples:</p>
<ul>
<li class="fragment">Layla wants to have a child someday, but she is not so sure she wants to have one soon. If neither she nor her husband are currently using any family planning method, Layla would have <strong>unmet need for spacing</strong> pregnancies.</li>
<li class="fragment">Yasmine is currently pregnant with her fourth child. She had planned to stop having children after her third child, so her fourth pregnancy indicates that Yasmine has <strong>unmet need for limiting</strong> pregnancies.</li>
<li class="fragment">At age 15, Fatimata is not using any family planning method because she is not sexually active. Fatimata has no unmet need because she is <strong>not at risk</strong> for becoming pregnant.</li>
</ul>
</div>
</section><section id="how-is-unmet-need-measured" class="slide level2"><h2>How is Unmet Need Measured?</h2>
<div class="fragment">
<p>PMA uses several different survey questions to determine which women are:</p>
<ul>
<li class="fragment">Sexually active (including non-married women who have had sex within 30 days)</li>
<li class="fragment">Neither infecund nor menopausal</li>
<li class="fragment">Express uncertainty or intentions to space or limit pregnancies (including their current pregnancy, or recent pregnancy if PPA)</li>
<li class="fragment">Not currently using a family planning method (including prior sterilization, emergency methods within the last year, traditional methods, and all modern methods)</li>
</ul>
</div>
</section><section id="ipums-pma-harmonized-variables" class="slide level2"><h2>IPUMS PMA Harmonized Variables</h2>
<div class="fragment">
<p><a href="https://pma.ipums.org/pma-action/variables/UNMETNEED">UNMETNEED</a> explains whether each female respondent has:</p>
<ul>
<li class="fragment">unmet need for <strong>spacing</strong> births</li>
<li class="fragment">unmet need for <strong>limiting</strong> births</li>
<li class="fragment">is <strong>not at risk</strong> of becoming pregnant</li>
<li class="fragment">is currently using family planning for <strong>spacing</strong> births</li>
<li class="fragment">is currently using family planning for <strong>limiting</strong> births</li>
<li class="fragment">is not using family planning with <strong>no unmet need</strong>
</li>
</ul>
</div>
<div class="fragment">
<p><a href="https://pma.ipums.org/pma-action/variables/UNMETYN">UNMETYN</a> is binary:</p>
<ul>
<li class="fragment"><strong>Yes</strong></li>
<li class="fragment"><strong>No</strong></li>
</ul>
</div>
</section></section><section><section id="unmet-need-in-r" class="title-slide slide level1 center"><h1>Unmet Need in R</h1>
</section><section id="setup" class="slide level2"><h2>Setup</h2>
<p>Our extract includes data from two phases of the panel study in <strong>Burkina Faso</strong> and <strong>Kenya</strong> (female respondents only).</p>
<p>We drop women who only completed one of the two interviews, and those who are not members of the <em>de facto</em> population.</p>
<div class="fragment">
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<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://www.ipums.org">ipumsr</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://tidyverse.tidyverse.org">tidyverse</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="http://gdfe.co/srvyr/">srvyr</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="http://r-survey.r-forge.r-project.org/survey/">survey</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://scales.r-lib.org">scales</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://broom.tidymodels.org/">broom</a></span><span class="op">)</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/ddsjoberg/gtsummary">gtsummary</a></span><span class="op">)</span></span>
<span></span>
<span><span class="co"># load pma longitudinal samples (wide format, female respondents only)</span></span>
<span><span class="va">dat</span> <span class="op"><-</span> <span class="fu"><a href="https://rdrr.io/pkg/ipumsr/man/read_ipums_micro.html">read_ipums_micro</a></span><span class="op">(</span></span>
<span> ddi <span class="op">=</span> <span class="fu">here</span><span class="fu">::</span><span class="fu"><a href="https://here.r-lib.org//reference/here.html">here</a></span><span class="op">(</span><span class="st">"data/pma_00114.xml"</span><span class="op">)</span>,</span>
<span> data <span class="op">=</span> <span class="fu">here</span><span class="fu">::</span><span class="fu"><a href="https://here.r-lib.org//reference/here.html">here</a></span><span class="op">(</span><span class="st">"data/pma_00114.dat.gz"</span><span class="op">)</span></span>
<span><span class="op">)</span></span>
<span></span>
<span><span class="co"># keep only panel members in the de facto population </span></span>
<span><span class="va">dat</span> <span class="op"><-</span> <span class="va">dat</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span><span class="op">(</span>COUNTRY <span class="op">=</span> <span class="va">COUNTRY</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> <span class="va">as_factor</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> <span class="va">as.character</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span><span class="op">(</span></span>
<span> <span class="va">RESULTFQ_1</span> <span class="op">==</span> <span class="fl">1</span> <span class="op">&</span> <span class="va">RESULTFQ_2</span> <span class="op">==</span> <span class="fl">1</span>,</span>
<span> <span class="va">RESIDENT_1</span> <span class="op"><a href="https://rdrr.io/r/base/match.html">%in%</a></span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">11</span>, <span class="fl">22</span><span class="op">)</span> <span class="op">&</span> <span class="va">RESIDENT_2</span> <span class="op"><a href="https://rdrr.io/r/base/match.html">%in%</a></span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">11</span>, <span class="fl">22</span><span class="op">)</span></span>
<span> <span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="cell" data-layout-align="center">
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</section><section id="unmet-need-by-country-at-phase-1" class="slide level2"><h2>Unmet Need by Country at Phase 1</h2>
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<p><a href="https://pma.ipums.org/pma-action/variables/UNMETNEED">PANELWEIGHT</a> is the sampling weight for panel members (controls for loss to follow-up).</p>
<p><a href="https://pma.ipums.org/pma-action/variables/EAID_1">EAID_1</a> and <a href="https://pma.ipums.org/pma-action/variables/STRATA_1">STRATA_1</a> are the sample clusters and strata used to select households at Phase 1.</p>
<div class="cell" data-layout-align="center">
<div class="sourceCode" id="cb2"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="va">dat</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="http://gdfe.co/srvyr/reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span></span>
<span> weight <span class="op">=</span> <span class="va">PANELWEIGHT</span>, </span>
<span> id <span class="op">=</span> <span class="va">EAID_1</span>, </span>
<span> strata <span class="op">=</span> <span class="va">STRATA_1</span></span>
<span> <span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span><span class="op">(</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/across.html">across</a></span><span class="op">(</span></span>
<span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="va">UNMETNEED_1</span>, <span class="va">UNMETYN_1</span><span class="op">)</span>, </span>
<span> <span class="op">~</span><span class="va">.x</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> <span class="va">as_factor</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> <span class="va">fct_drop</span></span>
<span> <span class="op">)</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://www.danieldsjoberg.com/gtsummary/reference/tbl_svysummary.html">tbl_svysummary</a></span><span class="op">(</span></span>
<span> by <span class="op">=</span> <span class="va">COUNTRY</span>, </span>
<span> include <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="va">UNMETNEED_1</span>, <span class="va">UNMETYN_1</span><span class="op">)</span>, </span>
<span> statistic <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html">list</a></span><span class="op">(</span><span class="fu"><a href="https://tidyselect.r-lib.org/reference/everything.html">everything</a></span><span class="op">(</span><span class="op">)</span> <span class="op">~</span> <span class="st">"{p}%"</span><span class="op">)</span></span>
<span> <span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://www.danieldsjoberg.com/gtsummary/reference/modify.html">modify_header</a></span><span class="op">(</span></span>
<span> update <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html">list</a></span><span class="op">(</span></span>
<span> <span class="va">label</span> <span class="op">~</span> <span class="st">" "</span>, </span>
<span> <span class="va">stat_1</span> <span class="op">~</span> <span class="st">"Burkina Faso"</span>, </span>
<span> <span class="va">stat_2</span> <span class="op">~</span> <span class="st">"Kenya"</span></span>
<span> <span class="op">)</span></span>
<span> <span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html">%>%</a></span> </span>
<span> <span class="fu"><a href="https://www.danieldsjoberg.com/gtsummary/reference/modify.html">modify_footnote</a></span><span class="op">(</span></span>
<span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="va">stat_1</span>, <span class="va">stat_2</span><span class="op">)</span> <span class="op">~</span> <span class="st">"Weighted Percent"</span></span>
<span> <span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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