From 65019229a7bea5ed687cbc47e2a4468c12eeb84b Mon Sep 17 00:00:00 2001
From: Greg Freedman Ellis <greg@crunch.io>
Date: Tue, 28 Sep 2021 20:41:17 -0500
Subject: [PATCH] rerun pkgdown

---
 _pkgdown.yml                                  |   7 +
 docs/404.html                                 |   6 +-
 docs/CODE_OF_CONDUCT.html                     |   6 +-
 docs/articles/extending-srvyr.html            | 112 ++---
 .../header-attrs-2.11/header-attrs.js         |  12 +
 docs/articles/index.html                      |   6 +-
 docs/articles/srvyr-database.html             | 291 +++++++-----
 .../header-attrs-2.11/header-attrs.js         |  12 +
 docs/articles/srvyr-vs-survey.html            | 446 +++++++++++++-----
 .../figure-html/unnamed-chunk-1-1.png         | Bin 48378 -> 29668 bytes
 .../figure-html/unnamed-chunk-10-1.png        | Bin 51432 -> 32364 bytes
 .../header-attrs-2.11/header-attrs.js         |  12 +
 docs/authors.html                             |   6 +-
 docs/favicon.ico                              | Bin 32038 -> 32038 bytes
 docs/index.html                               | 136 ++++--
 docs/news/index.html                          |  36 +-
 docs/pkgdown.css                              |   4 +-
 docs/pkgdown.yml                              |   4 +-
 docs/reference/Rplot001.png                   | Bin 0 -> 1011 bytes
 docs/reference/as_srvyr_result_df.html        | 193 ++++++++
 docs/reference/as_survey.html                 |  72 +--
 docs/reference/as_survey_design.html          | 115 ++---
 docs/reference/as_survey_rep.html             | 152 +++---
 docs/reference/as_survey_twophase.html        | 107 +++--
 docs/reference/as_tibble.html                 |   6 +-
 docs/reference/cascade.html                   |  41 +-
 docs/reference/collect.html                   |   6 +-
 docs/reference/cur_svy.html                   |  16 +-
 docs/reference/current_svy.html               |   2 +
 docs/reference/dplyr_filter_joins.html        | 187 ++++++++
 docs/reference/dplyr_single.html              |   6 +-
 docs/reference/get_var_est.html               |  24 +-
 docs/reference/group_by.html                  |  31 +-
 docs/reference/group_map_dfr.html             |  40 +-
 docs/reference/groups.html                    |   6 +-
 docs/reference/index.html                     |  50 +-
 docs/reference/interact.html                  | 231 +++++++++
 docs/reference/pipe.html                      |   8 +-
 docs/reference/reexports.html                 |  10 +-
 docs/reference/rlang-tidyeval.html            |   6 +-
 docs/reference/set_survey_vars.html           |   8 +-
 docs/reference/srvyr-se-deprecated.html       |  98 ++--
 docs/reference/srvyr.html                     |  12 +-
 docs/reference/srvyr_interaction.html         | 181 +++++++
 docs/reference/summarise.html                 | 105 +++--
 docs/reference/summarise_all.html             |   6 +-
 docs/reference/survey_mean.html               | 193 +++++---
 docs/reference/survey_old_quantile.html       | 289 ++++++++++++
 docs/reference/survey_quantile.html           | 128 ++---
 docs/reference/survey_ratio.html              |  95 ++--
 docs/reference/survey_tally.html              |  78 +--
 docs/reference/survey_total.html              | 108 +++--
 docs/reference/survey_var.html                |  71 +--
 docs/reference/svychisq.html                  |   6 +-
 docs/reference/tbl_svy.html                   |  46 +-
 docs/reference/tbl_vars.html                  |   6 +-
 docs/reference/uninteract.html                | 197 ++++++++
 docs/reference/unweighted.html                | 106 ++---
 58 files changed, 3004 insertions(+), 1134 deletions(-)
 create mode 100644 docs/articles/extending-srvyr_files/header-attrs-2.11/header-attrs.js
 create mode 100644 docs/articles/srvyr-database_files/header-attrs-2.11/header-attrs.js
 create mode 100644 docs/articles/srvyr-vs-survey_files/header-attrs-2.11/header-attrs.js
 create mode 100644 docs/reference/Rplot001.png
 create mode 100644 docs/reference/as_srvyr_result_df.html
 create mode 100644 docs/reference/dplyr_filter_joins.html
 create mode 100644 docs/reference/interact.html
 create mode 100644 docs/reference/srvyr_interaction.html
 create mode 100644 docs/reference/survey_old_quantile.html
 create mode 100644 docs/reference/uninteract.html

diff --git a/_pkgdown.yml b/_pkgdown.yml
index 2d2fab6..b3be83a 100644
--- a/_pkgdown.yml
+++ b/_pkgdown.yml
@@ -15,6 +15,7 @@ reference:
     contents:
       - cascade
       - group_by
+      - interact
       - summarise
       - summarise_all
       - survey_mean
@@ -24,6 +25,7 @@ reference:
       - survey_tally
       - survey_var
       - unweighted
+      - survey_old_quantile
   - title: "Other supported dplyr functions"
     desc: "Other functions from dplyr that work on srvyr's survey objects"
     contents:
@@ -31,12 +33,17 @@ reference:
       - dplyr_single
       - groups
       - tbl_vars
+      - group_map_dfr
+      - dplyr_filter_joins
+      - collect
   - title: "(Primarily for package authors) Extend srvyr"
     desc: "Functions useful for package authors to extend srvyr"
     contents:
       - current_svy
       - get_var_est
       - set_survey_vars
+      - uninteract
+      - srvyr_interaction
 
 navbar:
   type: default
diff --git a/docs/404.html b/docs/404.html
index ef6a90d..c6c60d5 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -155,7 +155,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/CODE_OF_CONDUCT.html b/docs/CODE_OF_CONDUCT.html
index b95c3d4..8afa6c6 100644
--- a/docs/CODE_OF_CONDUCT.html
+++ b/docs/CODE_OF_CONDUCT.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -163,7 +163,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/articles/extending-srvyr.html b/docs/articles/extending-srvyr.html
index 9e505e9..aaf7a96 100644
--- a/docs/articles/extending-srvyr.html
+++ b/docs/articles/extending-srvyr.html
@@ -32,7 +32,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@
       <ul class="nav navbar-nav">
 <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -89,13 +89,13 @@
 
       
 
-      </header><script src="extending-srvyr_files/header-attrs-2.6/header-attrs.js"></script><div class="row">
+      </header><script src="extending-srvyr_files/header-attrs-2.11/header-attrs.js"></script><div class="row">
   <div class="col-md-9 contents">
     <div class="page-header toc-ignore">
       <h1 data-toc-skip>Extending srvyr</h1>
                         <h4 class="author">Greg Freedman Ellis</h4>
             
-            <h4 class="date">2021-01-23</h4>
+            <h4 class="date">2021-09-28</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/gergness/srvyr/blob/master/vignettes/extending-srvyr.Rmd"><code>vignettes/extending-srvyr.Rmd</code></a></small>
       <div class="hidden name"><code>extending-srvyr.Rmd</code></div>
@@ -119,7 +119,7 @@ <h2 class="hasAnchor">
 <a href="#what-summarize-expects" class="anchor"></a>What summarize expects</h2>
 <p>srvyr’s summarize expects that the survey statistics functions will return objects that are formatted in a particular way. Below, I’ll explain some of the functions that will help create these objects for you in most cases, but the return should be:</p>
 <ul>
-<li>A <code>data.frame</code> object</li>
+<li>A <code>srvyr_result_df</code> object (which is just a wrapper around a <code>data.frame</code>)</li>
 <li>Generally there should be 1 row for ungrouped, or 1 row per group, but this is no longer required.</li>
 <li>The names are based on the argument name from the summarize call but this name can’t provided to the functions. Instead, summarize does the renaming and your function should name the variables “coef” (which is renamed to the parameter name) or with a suffix that will be appended after the parameter name.</li>
 </ul>
@@ -137,6 +137,9 @@ <h2 class="hasAnchor">
 <code><a href="../reference/set_survey_vars.html">set_survey_vars()</a></code> - Many survey functions have limited support for both supplying a formula indicating the variables to calculate a statistic on as well as a vector. However, oftentimes the vector version is less well supported than the formula version. Since srvyr uses dplyr semantics, it ends up returning the values as vectors. This function will add on the variable to the survey, defaulting to having the name “__SRVYR_TEMP_VAR__”.</li>
 <li>
 <code><a href="../reference/get_var_est.html">get_var_est()</a></code> - A helper function that calculates variance estimates like standard error (se), confidence interval (ci), variance (var), or coefficient of variance (cv). For functions that support it, there is a separate argument for design effects (to match survey’s conventions).</li>
+<li>
+<code><a href="../reference/as_srvyr_result_df.html">as_srvyr_result_df()</a></code> - A helper function that adds the <code>srvyr_result_df</code> class to a <code>data.frame</code>
+</li>
 </ul>
 <p>Note that these functions may not work in all cases. In srvyr, I’ve actually had to write multiple versions of <code><a href="../reference/get_var_est.html">get_var_est()</a></code> because of minor differences in the way survey objects are returned. Hopefully they will help in most situations, or at least give you a good place to start.</p>
 </div>
@@ -153,74 +156,75 @@ <h2 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#example-conveysvygini---survey_gini" class="anchor"></a>Example: convey::svygini -&gt; survey_gini</h2>
 <p>That was just a lot of text, but I think it’s probably easiest just to provide an example. The convey package provides several methods for analysis of inequality using survey data. The svygini function calculates the gini coefficient. Here, we’ll write functions that make a srvyr version <code>survey_gini</code>.</p>
-<div class="sourceCode" id="cb3"><html><body><pre class="r"><span class="co"># S3 generic function</span>
-<span class="no">survey_gini</span> <span class="kw">&lt;-</span> <span class="kw">function</span>(
-  <span class="no">x</span>, <span class="no">na.rm</span> <span class="kw">=</span> <span class="fl">FALSE</span>, <span class="no">vartype</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"se"</span>, <span class="st">"ci"</span>, <span class="st">"var"</span>, <span class="st">"cv"</span>), <span class="no">...</span>
-) {
-  <span class="kw">if</span> (<span class="fu"><a href="https://rdrr.io/r/base/missing.html">missing</a></span>(<span class="no">vartype</span>)) <span class="no">vartype</span> <span class="kw">&lt;-</span> <span class="st">"se"</span>
-  <span class="no">vartype</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/match.arg.html">match.arg</a></span>(<span class="no">vartype</span>, <span class="kw">several.ok</span> <span class="kw">=</span> <span class="fl">TRUE</span>)
-  <span class="no">.svy</span> <span class="kw">&lt;-</span> <span class="kw pkg">srvyr</span><span class="kw ns">::</span><span class="fu"><a href="../reference/set_survey_vars.html">set_survey_vars</a></span>(<span class="kw pkg">srvyr</span><span class="kw ns">::</span><span class="fu"><a href="../reference/cur_svy.html">cur_svy</a></span>(), <span class="no">x</span>)
-
-  <span class="no">out</span> <span class="kw">&lt;-</span> <span class="kw pkg">convey</span><span class="kw ns">::</span><span class="fu"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span>(~<span class="no">`__SRVYR_TEMP_VAR__`</span>, <span class="kw">na.rm</span> <span class="kw">=</span> <span class="no">na.rm</span>, <span class="kw">design</span> <span class="kw">=</span> <span class="no">.svy</span>)
-  <span class="no">out</span> <span class="kw">&lt;-</span> <span class="kw pkg">srvyr</span><span class="kw ns">::</span><span class="fu"><a href="../reference/get_var_est.html">get_var_est</a></span>(<span class="no">out</span>, <span class="no">vartype</span>)
-  <span class="no">out</span>
-}</pre></body></html></div>
+<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># S3 generic function</span>
+<span class="va">survey_gini</span> <span class="op">&lt;-</span> <span class="kw">function</span><span class="op">(</span>
+  <span class="va">x</span>, <span class="va">na.rm</span> <span class="op">=</span> <span class="cn">FALSE</span>, <span class="va">vartype</span> <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="st">"se"</span>, <span class="st">"ci"</span>, <span class="st">"var"</span>, <span class="st">"cv"</span><span class="op">)</span>, <span class="va">...</span>
+<span class="op">)</span> <span class="op">{</span>
+  <span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/missing.html">missing</a></span><span class="op">(</span><span class="va">vartype</span><span class="op">)</span><span class="op">)</span> <span class="va">vartype</span> <span class="op">&lt;-</span> <span class="st">"se"</span>
+  <span class="va">vartype</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/match.arg.html">match.arg</a></span><span class="op">(</span><span class="va">vartype</span>, several.ok <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span>
+  <span class="va">.svy</span> <span class="op">&lt;-</span> <span class="fu">srvyr</span><span class="fu">::</span><span class="fu"><a href="../reference/set_survey_vars.html">set_survey_vars</a></span><span class="op">(</span><span class="fu">srvyr</span><span class="fu">::</span><span class="fu"><a href="../reference/cur_svy.html">cur_svy</a></span><span class="op">(</span><span class="op">)</span>, <span class="va">x</span><span class="op">)</span>
+  
+  <span class="va">out</span> <span class="op">&lt;-</span> <span class="fu">convey</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span><span class="op">(</span><span class="op">~</span><span class="va">`__SRVYR_TEMP_VAR__`</span>, na.rm <span class="op">=</span> <span class="va">na.rm</span>, design <span class="op">=</span> <span class="va">.svy</span><span class="op">)</span>
+  <span class="va">out</span> <span class="op">&lt;-</span> <span class="fu">srvyr</span><span class="fu">::</span><span class="fu"><a href="../reference/get_var_est.html">get_var_est</a></span><span class="op">(</span><span class="va">out</span>, <span class="va">vartype</span><span class="op">)</span>
+  <span class="fu"><a href="../reference/as_srvyr_result_df.html">as_srvyr_result_df</a></span><span class="op">(</span><span class="va">out</span><span class="op">)</span>
+<span class="op">}</span></code></pre></div>
 <p>And here’s what this function looks like in practice:</p>
-<div class="sourceCode" id="cb4"><html><body><pre class="r"><span class="co"># Example from ?convey::svygini</span>
-<span class="fu"><a href="https://rdrr.io/r/base/message.html">suppressPackageStartupMessages</a></span>({
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">srvyr</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">survey</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">convey</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">laeken</span>)
-})
-<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">eusilc</span>) ; <span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span>( <span class="no">eusilc</span> ) <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/chartr.html">tolower</a></span>( <span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span>( <span class="no">eusilc</span> ) )
+<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Example from ?convey::svygini</span>
+<span class="fu"><a href="https://rdrr.io/r/base/message.html">suppressPackageStartupMessages</a></span><span class="op">(</span><span class="op">{</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 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 class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://guilhermejacob.github.io/context/">convey</a></span><span class="op">)</span>
+  <span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va">laeken</span><span class="op">)</span>
+<span class="op">}</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span><span class="op">(</span><span class="va">eusilc</span><span class="op">)</span> ; <span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span><span class="op">(</span> <span class="va">eusilc</span> <span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/chartr.html">tolower</a></span><span class="op">(</span> <span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span><span class="op">(</span> <span class="va">eusilc</span> <span class="op">)</span> <span class="op">)</span>
 
 <span class="co"># Setup for survey package</span>
-<span class="no">des_eusilc</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span>(
-  <span class="kw">ids</span> <span class="kw">=</span> ~<span class="no">rb030</span>,
-  <span class="kw">strata</span> <span class="kw">=</span> ~<span class="no">db040</span>,
-  <span class="kw">weights</span> <span class="kw">=</span> ~<span class="no">rb050</span>,
-  <span class="kw">data</span> <span class="kw">=</span> <span class="no">eusilc</span>
-)
-<span class="no">des_eusilc</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/convey/man/convey_prep.html">convey_prep</a></span>(<span class="no">des_eusilc</span>)
+<span class="va">des_eusilc</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span><span class="op">(</span>
+  ids <span class="op">=</span> <span class="op">~</span><span class="va">rb030</span>, 
+  strata <span class="op">=</span> <span class="op">~</span><span class="va">db040</span>,  
+  weights <span class="op">=</span> <span class="op">~</span><span class="va">rb050</span>, 
+  data <span class="op">=</span> <span class="va">eusilc</span>
+<span class="op">)</span>
+<span class="va">des_eusilc</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/convey/man/convey_prep.html">convey_prep</a></span><span class="op">(</span><span class="va">des_eusilc</span><span class="op">)</span>
 
 <span class="co"># Setup for srvyr package</span>
-<span class="no">srvyr_eusilc</span> <span class="kw">&lt;-</span> <span class="no">eusilc</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/as_survey.html">as_survey</a></span>(
-    <span class="kw">ids</span> <span class="kw">=</span> <span class="no">rb030</span>,
-    <span class="kw">strata</span> <span class="kw">=</span> <span class="no">db040</span>,
-    <span class="kw">weights</span> <span class="kw">=</span> <span class="no">rb050</span>
-  ) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="https://rdrr.io/pkg/convey/man/convey_prep.html">convey_prep</a></span>()
+<span class="va">srvyr_eusilc</span> <span class="op">&lt;-</span> <span class="va">eusilc</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/as_survey.html">as_survey</a></span><span class="op">(</span>
+    ids <span class="op">=</span> <span class="va">rb030</span>,
+    strata <span class="op">=</span> <span class="va">db040</span>,
+    weights <span class="op">=</span> <span class="va">rb050</span>
+  <span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="https://rdrr.io/pkg/convey/man/convey_prep.html">convey_prep</a></span><span class="op">(</span><span class="op">)</span>
 
 <span class="co">## Ungrouped</span>
 <span class="co"># Calculate ungrouped for survey package</span>
-<span class="fu"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span>(~<span class="no">eqincome</span>, <span class="kw">design</span> <span class="kw">=</span> <span class="no">des_eusilc</span>)
+<span class="fu"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span><span class="op">(</span><span class="op">~</span><span class="va">eqincome</span>, design <span class="op">=</span> <span class="va">des_eusilc</span><span class="op">)</span>
 <span class="co">#&gt;             gini     SE</span>
 <span class="co">#&gt; eqincome 0.26497 0.0019</span>
-
 <span class="co"># Use new function from summarize</span>
-<span class="no">srvyr_eusilc</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">eqincome</span> <span class="kw">=</span> <span class="fu">survey_gini</span>(<span class="no">eqincome</span>))
-<span class="co">#&gt;    eqincome eqincome_se</span>
-<span class="co">#&gt; 1 0.2649652 0.001946982</span>
-
+<span class="va">srvyr_eusilc</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>eqincome <span class="op">=</span> <span class="fu">survey_gini</span><span class="op">(</span><span class="va">eqincome</span><span class="op">)</span><span class="op">)</span>
+<span class="co">#&gt; # A tibble: 1 × 2</span>
+<span class="co">#&gt;   eqincome eqincome_se</span>
+<span class="co">#&gt;      &lt;dbl&gt;       &lt;dbl&gt;</span>
+<span class="co">#&gt; 1    0.265     0.00195</span>
 <span class="co">## Groups</span>
 <span class="co"># Calculate by groups for survey</span>
-<span class="kw pkg">survey</span><span class="kw ns">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span>(~<span class="no">eqincome</span>, ~<span class="no">rb090</span>, <span class="no">des_eusilc</span>, <span class="kw pkg">convey</span><span class="kw ns">::</span><span class="no"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span>)
+<span class="fu">survey</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span><span class="op">(</span><span class="op">~</span><span class="va">eqincome</span>, <span class="op">~</span><span class="va">rb090</span>, <span class="va">des_eusilc</span>, <span class="fu">convey</span><span class="fu">::</span><span class="va"><a href="https://rdrr.io/pkg/convey/man/svygini.html">svygini</a></span><span class="op">)</span>
 <span class="co">#&gt;         rb090  eqincome          se</span>
 <span class="co">#&gt; male     male 0.2578983 0.002617279</span>
 <span class="co">#&gt; female female 0.2702080 0.002892713</span>
-
 <span class="co"># Use new function from summarize</span>
-<span class="no">srvyr_eusilc</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">rb090</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">eqincome</span> <span class="kw">=</span> <span class="fu">survey_gini</span>(<span class="no">eqincome</span>))
-<span class="co">#&gt; # A tibble: 2 x 3</span>
+<span class="va">srvyr_eusilc</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">rb090</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>eqincome <span class="op">=</span> <span class="fu">survey_gini</span><span class="op">(</span><span class="va">eqincome</span><span class="op">)</span><span class="op">)</span>
+<span class="co">#&gt; # A tibble: 2 × 3</span>
 <span class="co">#&gt;   rb090  eqincome eqincome_se</span>
 <span class="co">#&gt;   &lt;fct&gt;     &lt;dbl&gt;       &lt;dbl&gt;</span>
 <span class="co">#&gt; 1 male      0.258     0.00262</span>
-<span class="co">#&gt; 2 female    0.270     0.00289</span></pre></body></html></div>
+<span class="co">#&gt; 2 female    0.270     0.00289</span></code></pre></div>
 </div>
   </div>
 
@@ -239,7 +243,7 @@ <h2 class="hasAnchor">
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/articles/extending-srvyr_files/header-attrs-2.11/header-attrs.js b/docs/articles/extending-srvyr_files/header-attrs-2.11/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/extending-srvyr_files/header-attrs-2.11/header-attrs.js
@@ -0,0 +1,12 @@
+// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
+  var i, h, a;
+  for (i = 0; i < hs.length; i++) {
+    h = hs[i];
+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
+  }
+});
diff --git a/docs/articles/index.html b/docs/articles/index.html
index a665354..b0dea5b 100644
--- a/docs/articles/index.html
+++ b/docs/articles/index.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -158,7 +158,7 @@ <h3>All vignettes</h3>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/articles/srvyr-database.html b/docs/articles/srvyr-database.html
index 9d0ea06..22be2bb 100644
--- a/docs/articles/srvyr-database.html
+++ b/docs/articles/srvyr-database.html
@@ -32,7 +32,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@
       <ul class="nav navbar-nav">
 <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -89,13 +89,13 @@
 
       
 
-      </header><script src="srvyr-database_files/header-attrs-2.6/header-attrs.js"></script><div class="row">
+      </header><script src="srvyr-database_files/header-attrs-2.11/header-attrs.js"></script><div class="row">
   <div class="col-md-9 contents">
     <div class="page-header toc-ignore">
       <h1 data-toc-skip>Databases in srvyr</h1>
                         <h4 class="author">Greg Freedman Ellis</h4>
             
-            <h4 class="date">2021-01-23</h4>
+            <h4 class="date">2021-09-28</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/gergness/srvyr/blob/master/vignettes/srvyr-database.Rmd"><code>vignettes/srvyr-database.Rmd</code></a></small>
       <div class="hidden name"><code>srvyr-database.Rmd</code></div>
@@ -118,65 +118,70 @@ <h2 class="hasAnchor">
 <li><p>Selects only a few variables that will be used in this analysis to save space, but again it could easily be adapted to keep all of the variables.</p></li>
 </ul>
 <p>For more information on the specifics of the American Community Survey, see the asdfree site. Now, our code loads this prepared dataset, initiates a SQLite database, and puts the data into the dataset.</p>
-<div class="sourceCode" id="cb2"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/message.html">suppressMessages</a></span>({
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">survey</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">srvyr</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">dplyr</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">dbplyr</span>)
-  <span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">RSQLite</span>)
-})
+<div class="sourceCode" id="cb2"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/r/base/message.html">suppressMessages</a></span><span class="op">(</span><span class="op">{</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 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 class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://dplyr.tidyverse.org">dplyr</a></span><span class="op">)</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://dbplyr.tidyverse.org/">dbplyr</a></span><span class="op">)</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://rsqlite.r-dbi.org">RSQLite</a></span><span class="op">)</span>
+<span class="op">}</span><span class="op">)</span>
 
 <span class="co"># Load data (Currently only Alaska and Hawaii to keep file size small and with </span>
 <span class="co"># limited variables, butcode that downloaded the files is available here</span>
 <span class="co"># https://github.com/gergness/srvyr/blob/master/vignettes/save_acs_data.R</span>
 <span class="co"># and could easily be adapted to download all states.)</span>
-<span class="fu"><a href="https://rdrr.io/r/base/load.html">load</a></span>(<span class="st">"acs_m.Rdata"</span>) <span class="co"># acs_m data</span>
+<span class="fu"><a href="https://rdrr.io/r/base/load.html">load</a></span><span class="op">(</span><span class="st">"acs_m.Rdata"</span><span class="op">)</span> <span class="co"># acs_m data</span>
 
 <span class="co"># Set up database and table</span>
-<span class="no">db</span> <span class="kw">&lt;-</span> <span class="kw pkg">DBI</span><span class="kw ns">::</span><span class="fu"><a href="https://dbi.r-dbi.org/reference/dbConnect.html">dbConnect</a></span>(<span class="kw pkg">RSQLite</span><span class="kw ns">::</span><span class="fu"><a href="https://rsqlite.r-dbi.org/reference/SQLite.html">SQLite</a></span>(), <span class="st">":memory:"</span>)
-<span class="no">acs_m_db</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/copy_to.html">copy_to</a></span>(<span class="no">db</span>, <span class="no">acs_m</span>, <span class="st">"acs_m"</span>, <span class="kw">temporary</span> <span class="kw">=</span> <span class="fl">FALSE</span>)
+<span class="va">db</span> <span class="op">&lt;-</span> <span class="fu">DBI</span><span class="fu">::</span><span class="fu"><a href="https://dbi.r-dbi.org/reference/dbConnect.html">dbConnect</a></span><span class="op">(</span><span class="fu">RSQLite</span><span class="fu">::</span><span class="fu"><a href="https://rsqlite.r-dbi.org/reference/SQLite.html">SQLite</a></span><span class="op">(</span><span class="op">)</span>, <span class="st">":memory:"</span><span class="op">)</span>
+<span class="va">acs_m_db</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/copy_to.html">copy_to</a></span><span class="op">(</span><span class="va">db</span>, <span class="va">acs_m</span>, <span class="st">"acs_m"</span>, temporary <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>
 
 <span class="co"># Or, if the data was already stored in the database, you could do this</span>
-<span class="co"># acs_m_data &lt;- tbl(db, sql("SELECT * FROM acs_m")) </span></pre></body></html></div>
+<span class="co"># acs_m_data &lt;- tbl(db, sql("SELECT * FROM acs_m")) </span></code></pre></div>
 <p>Now that we have the data in the database, we can interact with the database directly using sql commands, or we can use dplyr’s functionality to treat it mostly the same as a local <code>data.frame</code>. However, the data is not stored in memory, so we could work with much larger datasets (though in this case, the data is too small for this to be a problem).</p>
-<div class="sourceCode" id="cb3"><html><body><pre class="r"><span class="co"># Same results</span>
-<span class="no">acs_m</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">sex</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span>))</pre></body></html></div>
-<pre><code>## `summarise()` ungrouping output (override with `.groups` argument)</code></pre>
-<pre><code>## # A tibble: 2 x 2
+<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Same results</span>
+<span class="va">acs_m</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">sex</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 2 × 2
 ##     sex hicov
 ##   &lt;int&gt; &lt;dbl&gt;
 ## 1     1  1.14
 ## 2     2  1.10</code></pre>
-<div class="sourceCode" id="cb6"><html><body><pre class="r"><span class="no">acs_m_db</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">sex</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span>))</pre></body></html></div>
+<div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">acs_m_db</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">sex</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span></code></pre></div>
 <pre><code>## Warning: Missing values are always removed in SQL.
 ## Use `mean(x, na.rm = TRUE)` to silence this warning
 ## This warning is displayed only once per session.</code></pre>
 <pre><code>## # Source:   lazy query [?? x 2]
-## # Database: sqlite 3.30.1 [:memory:]
+## # Database: sqlite 3.36.0 [:memory:]
 ##     sex hicov
 ##   &lt;int&gt; &lt;dbl&gt;
 ## 1     1  1.14
 ## 2     2  1.10</code></pre>
-<div class="sourceCode" id="cb9"><html><body><pre class="r"><span class="co"># But smaller object size</span>
-<span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span>(<span class="no">acs_m</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># But smaller object size</span>
+<span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span><span class="op">(</span><span class="va">acs_m</span><span class="op">)</span></code></pre></div>
 <pre><code>## 7777312 bytes</code></pre>
-<div class="sourceCode" id="cb11"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span>(<span class="no">acs_m_db</span>)</pre></body></html></div>
-<pre><code>## 10376 bytes</code></pre>
+<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span><span class="op">(</span><span class="va">acs_m_db</span><span class="op">)</span></code></pre></div>
+<pre><code>## 10544 bytes</code></pre>
 <p>Note that though many commands behave exactly the same whether on a local data.frame or database, sometimes more advanced / complicated syntax around variable modification allowed in dplyr does not work on a particular database and so it is better to be more explicit. For example, creating a variable inside of a summarize call does not work in some databases. .</p>
-<div class="sourceCode" id="cb13"><html><body><pre class="r"><span class="no">acs_m</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">sex</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span> <span class="kw">==</span> <span class="fl">1</span>))</pre></body></html></div>
-<pre><code>## `summarise()` ungrouping output (override with `.groups` argument)</code></pre>
-<pre><code>## # A tibble: 2 x 2
+<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">acs_m</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">sex</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span> <span class="op">==</span> <span class="fl">1</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 2 × 2
 ##     sex hicov
 ##   &lt;int&gt; &lt;dbl&gt;
 ## 1     1 0.858
 ## 2     2 0.895</code></pre>
-<div class="sourceCode" id="cb16"><html><body><pre class="r"><span class="co"># Works in RSQlite, but didn't in the now defunct MonetDB</span>
+<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Works in RSQlite, but didn't in the now defunct MonetDB</span>
 <span class="co"># acs_m_db %&gt;% </span>
 <span class="co">#   group_by(sex) %&gt;%</span>
 <span class="co">#   summarize(hicov = mean(hicov == 1))</span>
@@ -186,23 +191,23 @@ <h2 class="hasAnchor">
 <span class="co"># &gt; ....</span>
 
 <span class="co"># Creating the variable separately works as an integer works though</span>
-<span class="no">acs_m_db</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">sex</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">hicov</span> <span class="kw">==</span> <span class="fl">1</span>, <span class="fl">1L</span>, <span class="fl">0L</span>)) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span>))</pre></body></html></div>
+<span class="va">acs_m_db</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">sex</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">hicov</span> <span class="op">==</span> <span class="fl">1</span>, <span class="fl">1L</span>, <span class="fl">0L</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span></code></pre></div>
 <pre><code>## # Source:   lazy query [?? x 2]
-## # Database: sqlite 3.30.1 [:memory:]
+## # Database: sqlite 3.36.0 [:memory:]
 ##     sex hicov
 ##   &lt;int&gt; &lt;dbl&gt;
 ## 1     1 0.858
 ## 2     2 0.895</code></pre>
 <p>Further, sometimes working with variable types can get difficult if you are used to working in R. Notice how in the above, instead of <code>hicov = (hicov == 1)</code>, I wrote out the ifelse statement. If I hadn’t RSQLite would be unable to calculate the mean of the boolean variable created.</p>
 <p>Finally, a major difference when transitioning from dplyr on local data.frames is that not all R functions are translated to SQL. For example, <code><a href="https://rdrr.io/r/base/cut.html">cut()</a></code> isn’t implemented in SQL, so you can’t create a new variable in the data.frame using it.</p>
-<div class="sourceCode" id="cb18"><html><body><pre class="r"><span class="no">acs_m</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="kw">agecat</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span>(<span class="no">agep</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">0</span>, <span class="fl">19</span>, <span class="fl">35</span>, <span class="fl">50</span>, <span class="fl">65</span>, <span class="fl">200</span>))) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span> <span class="kw">==</span> <span class="fl">1</span>))</pre></body></html></div>
-<pre><code>## `summarise()` ungrouping output (override with `.groups` argument)</code></pre>
-<pre><code>## # A tibble: 6 x 2
+<div class="sourceCode" id="cb16"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">acs_m</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span>agecat <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span><span class="op">(</span><span class="va">agep</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">0</span>, <span class="fl">19</span>, <span class="fl">35</span>, <span class="fl">50</span>, <span class="fl">65</span>, <span class="fl">200</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span> <span class="op">==</span> <span class="fl">1</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 6 × 2
 ##   agecat   hicov
 ##   &lt;fct&gt;    &lt;dbl&gt;
 ## 1 (0,19]   0.908
@@ -211,7 +216,8 @@ <h2 class="hasAnchor">
 ## 4 (50,65]  0.873
 ## 5 (65,200] 0.992
 ## 6 &lt;NA&gt;     0.953</code></pre>
-<div class="sourceCode" id="cb21"><html><body><pre class="r"><span class="co"># acs_m_db %&gt;% </span>
+<div class="sourceCode" id="cb18"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># acs_m_db %&gt;% </span>
 <span class="co">#   group_by(agecat = cut(agep, c(0, 19, 35, 50, 65, 200))) %&gt;%</span>
 <span class="co">#   summarize(hicov = mean(hicov == 1))</span>
 <span class="co">#</span>
@@ -219,16 +225,16 @@ <h2 class="hasAnchor">
 <span class="co"># &gt; Unable to execute statement....</span>
 <span class="co"># &gt; ...</span>
 
-<span class="no">acs_m_db</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">agecat</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">19</span>, <span class="st">"0-18"</span>,
-                         <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">19</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">35</span>, <span class="st">"19-34"</span>,
-                                <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">35</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">50</span>, <span class="st">"35-49"</span>,
-                                       <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">50</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">65</span>, <span class="st">"50-64"</span>,
-                                              <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">65</span>, <span class="st">"65+"</span>, <span class="fl">NA</span>)))))) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">agecat</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span>(<span class="no">hicov</span>))</pre></body></html></div>
+<span class="va">acs_m_db</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>agecat <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">19</span>, <span class="st">"0-18"</span>, 
+                         <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">19</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">35</span>, <span class="st">"19-34"</span>, 
+                                <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">35</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">50</span>, <span class="st">"35-49"</span>, 
+                                       <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">50</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">65</span>, <span class="st">"50-64"</span>, 
+                                              <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">65</span>, <span class="st">"65+"</span>, <span class="cn">NA</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">agecat</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html">mean</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span></code></pre></div>
 <pre><code>## # Source:   lazy query [?? x 2]
-## # Database: sqlite 3.30.1 [:memory:]
+## # Database: sqlite 3.36.0 [:memory:]
 ##   agecat hicov
 ##   &lt;chr&gt;  &lt;dbl&gt;
 ## 1 0-18    1.09
@@ -242,18 +248,19 @@ <h2 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#srvyr-setup" class="anchor"></a>Srvyr Setup</h2>
 <p>Srvyr commands are nearly identical to old. The only difference for setup is that you need a variable that uniquely identifies each row in the database (uid).</p>
-<div class="sourceCode" id="cb23"><html><body><pre class="r"><span class="no">acs_m_db_svy</span> <span class="kw">&lt;-</span> <span class="no">acs_m_db</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/as_survey_rep.html">as_survey_rep</a></span>(
-    <span class="kw">weight</span> <span class="kw">=</span> <span class="no">pwgtp</span>,
-    <span class="kw">repweights</span> <span class="kw">=</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/reexports.html">matches</a></span>(<span class="st">"pwgtp[0-9]+"</span>) ,
-    <span class="kw">scale</span> <span class="kw">=</span> <span class="fl">4</span> / <span class="fl">80</span>,
-    <span class="kw">rscales</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/rep.html">rep</a></span>(<span class="fl">1</span> , <span class="fl">80</span>),
-    <span class="kw">mse</span> <span class="kw">=</span> <span class="fl">TRUE</span>,
-    <span class="kw">type</span> <span class="kw">=</span> <span class="st">"JK1"</span>,
-    <span class="kw">variables</span> <span class="kw">=</span> -<span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fu"><a href="https://dplyr.tidyverse.org/reference/reexports.html">matches</a></span>(<span class="st">"^pwgtp"</span>))
-  )
-
-<span class="no">acs_m_db_svy</span></pre></body></html></div>
+<div class="sourceCode" id="cb20"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">acs_m_db_svy</span> <span class="op">&lt;-</span> <span class="va">acs_m_db</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/as_survey_rep.html">as_survey_rep</a></span><span class="op">(</span>
+    weight <span class="op">=</span> <span class="va">pwgtp</span>,
+    repweights <span class="op">=</span> <span class="fu"><a href="https://tidyselect.r-lib.org/reference/starts_with.html">matches</a></span><span class="op">(</span><span class="st">"pwgtp[0-9]+"</span><span class="op">)</span> ,
+    scale <span class="op">=</span> <span class="fl">4</span> <span class="op">/</span> <span class="fl">80</span>,
+    rscales <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/rep.html">rep</a></span><span class="op">(</span><span class="fl">1</span> , <span class="fl">80</span><span class="op">)</span>,
+    mse <span class="op">=</span> <span class="cn">TRUE</span>,
+    type <span class="op">=</span> <span class="st">"JK1"</span>, 
+    variables <span class="op">=</span> <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="fu"><a href="https://tidyselect.r-lib.org/reference/starts_with.html">matches</a></span><span class="op">(</span><span class="st">"^pwgtp"</span><span class="op">)</span><span class="op">)</span>
+  <span class="op">)</span>
+
+<span class="va">acs_m_db_svy</span></code></pre></div>
 <pre><code>## Call: Called via srvyr
 ## Unstratified cluster jacknife (JK1) with 80 replicates and MSE variances.
 ## Sampling variables:
@@ -278,55 +285,67 @@ <h2 class="hasAnchor">
 ##   (int), pwgtp78 (int), pwgtp79 (int), pwgtp80 (int), agep (int), hicov (int),
 ##   sex (int), st (chr), rt (chr)</code></pre>
 <p>Because srvyr stores the survey variables locally, the srvyr object takes up much more memory than the dplyr one. However, this object would not grow in size if you added more data variables to your survey, so if your survey is very wide, it will save a lot space.</p>
-<div class="sourceCode" id="cb25"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span>(<span class="no">acs_m_db_svy</span>)</pre></body></html></div>
-<pre><code>## 8391408 bytes</code></pre>
+<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/r/utils/object.size.html">object.size</a></span><span class="op">(</span><span class="va">acs_m_db_svy</span><span class="op">)</span></code></pre></div>
+<pre><code>## 8391576 bytes</code></pre>
 </div>
 <div id="analysis" class="section level1">
 <h1 class="hasAnchor">
 <a href="#analysis" class="anchor"></a>Analysis</h1>
 <p>Analysis commands from srvyr are also similar to ones that work on local data.frames. The main differences come from the issues discussed above about explicitly creating variables difficulties in translating R commands, and variable types.</p>
 <p>The following analysis is based on the asdfree analysis and shows some basic analysis on the total population, insurance coverage, age and sex.</p>
-<div class="sourceCode" id="cb27"><html><body><pre class="r"><span class="co"># You can calculate the population of the united states #</span>
+<div class="sourceCode" id="cb24"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># You can calculate the population of the united states #</span>
 <span class="co"># by state</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">one</span> <span class="kw">=</span> <span class="fl">1L</span>) <span class="kw">%&gt;%</span> <span class="co"># Note that because of weird behavior of MonetDB, need to use 1L not just 1</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">st</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">count</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>(<span class="no">one</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 2 x 3
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>one <span class="op">=</span> <span class="fl">1L</span><span class="op">)</span> <span class="op">%&gt;%</span> <span class="co"># Note that because of weird behavior of MonetDB, need to use 1L not just 1</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">st</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>count <span class="op">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span><span class="op">(</span><span class="va">one</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## Adding missing grouping variables: `st`</code></pre>
+<pre><code>## # A tibble: 2 × 3
 ##   st      count count_se
 ##   &lt;chr&gt;   &lt;dbl&gt;    &lt;dbl&gt;
 ## 1 02     722718        0
 ## 2 15    1374810        0</code></pre>
-<div class="sourceCode" id="cb29"><html><body><pre class="r"><span class="co"># Or the average age of downloaded states</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">agep</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">agep</span>, <span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>##       agep    agep_se
-## 1 37.35421 0.05315218</code></pre>
-<div class="sourceCode" id="cb31"><html><body><pre class="r"><span class="co"># Average age by state</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">st</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">agep</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">agep</span>, <span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 2 x 3
+<div class="sourceCode" id="cb27"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Or the average age of downloaded states</span>
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>agep <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">agep</span>, na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 2
+##    agep agep_se
+##   &lt;dbl&gt;   &lt;dbl&gt;
+## 1  37.4  0.0532</code></pre>
+<div class="sourceCode" id="cb29"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Average age by state</span>
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">st</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>agep <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">agep</span>, na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## Adding missing grouping variables: `st`</code></pre>
+<pre><code>## # A tibble: 2 × 3
 ##   st     agep agep_se
 ##   &lt;chr&gt; &lt;dbl&gt;   &lt;dbl&gt;
 ## 1 02     34.6  0.133 
 ## 2 15     38.8  0.0404</code></pre>
-<div class="sourceCode" id="cb33"><html><body><pre class="r"><span class="co"># percent uninsured - nationwide (of downloaded states)</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/character.html">as.character</a></span>(<span class="no">hicov</span>)) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">hicov</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">pct</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 2 x 3
+<div class="sourceCode" id="cb32"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># percent uninsured - nationwide (of downloaded states)</span>
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/character.html">as.character</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>pct <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span>na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## Adding missing grouping variables: `hicov`</code></pre>
+<pre><code>## # A tibble: 2 × 3
 ##   hicov   pct  pct_se
 ##   &lt;chr&gt; &lt;dbl&gt;   &lt;dbl&gt;
 ## 1 1     0.885 0.00339
 ## 2 2     0.115 0.00339</code></pre>
-<div class="sourceCode" id="cb35"><html><body><pre class="r"><span class="co"># by state</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">hicov</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/character.html">as.character</a></span>(<span class="no">hicov</span>)) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">st</span>, <span class="no">hicov</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">pct</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 4 x 4
+<div class="sourceCode" id="cb35"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># by state</span>
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>hicov <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/character.html">as.character</a></span><span class="op">(</span><span class="va">hicov</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">st</span>, <span class="va">hicov</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>pct <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span>na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## Adding missing grouping variables: `st`, `hicov`</code></pre>
+<pre><code>## # A tibble: 4 × 4
 ## # Groups:   st [2]
 ##   st    hicov    pct  pct_se
 ##   &lt;chr&gt; &lt;chr&gt;  &lt;dbl&gt;   &lt;dbl&gt;
@@ -334,14 +353,18 @@ <h1 class="hasAnchor">
 ## 2 02    2     0.198  0.00793
 ## 3 15    1     0.928  0.00383
 ## 4 15    2     0.0719 0.00383</code></pre>
-<div class="sourceCode" id="cb37"><html><body><pre class="r"><span class="co"># 25th, median, and 75th percentile of age of residents of the united states (downloaded states)</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">agep</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_quantile.html">survey_quantile</a></span>(<span class="no">agep</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">0.25</span>, <span class="fl">0.5</span>, <span class="fl">0.75</span>), <span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>##   agep_q25 agep_q50 agep_q75 agep_q25_se agep_q50_se agep_q75_se
-## 1       19       36       55   0.2511995   0.2511995   0.2511995</code></pre>
-<div class="sourceCode" id="cb39"><html><body><pre class="r"><span class="co"># Filter works, so we can restrict the acs_m object to females only</span>
-<span class="no">acs_m_db_svy_female</span> <span class="kw">&lt;-</span> <span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">filter</a></span>(<span class="no">sex</span> <span class="kw">==</span> <span class="fl">2</span>)
+<div class="sourceCode" id="cb38"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># 25th, median, and 75th percentile of age of residents of the united states (downloaded states)</span>
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>agep <span class="op">=</span> <span class="fu"><a href="../reference/survey_quantile.html">survey_quantile</a></span><span class="op">(</span><span class="va">agep</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">0.25</span>, <span class="fl">0.5</span>, <span class="fl">0.75</span><span class="op">)</span>, na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 6
+##   agep_q25 agep_q50 agep_q75 agep_q25_se agep_q50_se agep_q75_se
+##      &lt;dbl&gt;    &lt;dbl&gt;    &lt;dbl&gt;       &lt;dbl&gt;       &lt;dbl&gt;       &lt;dbl&gt;
+## 1       19       36       55       0.251       0.251       0.251</code></pre>
+<div class="sourceCode" id="cb40"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Filter works, so we can restrict the acs_m object to females only</span>
+<span class="va">acs_m_db_svy_female</span> <span class="op">&lt;-</span> <span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">filter</a></span><span class="op">(</span><span class="va">sex</span> <span class="op">==</span> <span class="fl">2</span><span class="op">)</span>
 
 <span class="co"># Now any of the above commands can be re-run using the acs_m_female object</span>
 <span class="co"># instead of the acs_m object in order to analyze females only</span>
@@ -349,28 +372,35 @@ <h1 class="hasAnchor">
 <span class="co"># This is equivalent to using acs_m, and applying the filter every time.</span>
 
 <span class="co"># average age - nationwide (of downloaded states), restricted to females</span>
-<span class="no">acs_m_db_svy_female</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">agep</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">agep</span>, <span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>##       agep   agep_se
-## 1 38.17239 0.1032008</code></pre>
-<div class="sourceCode" id="cb41"><html><body><pre class="r"><span class="co"># median age - nationwide (of downloaded states), restricted to females</span>
-<span class="no">acs_m_db_svy_female</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">agep</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_quantile.html">survey_median</a></span>(<span class="no">agep</span>, <span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>##   agep   agep_se
-## 1   37 0.2511995</code></pre>
-<div class="sourceCode" id="cb43"><html><body><pre class="r"><span class="co"># Note that though some R functions are translated by dplyr into SQL, not</span>
+<span class="va">acs_m_db_svy_female</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>agep <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">agep</span>, na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 2
+##    agep agep_se
+##   &lt;dbl&gt;   &lt;dbl&gt;
+## 1  38.2   0.103</code></pre>
+<div class="sourceCode" id="cb42"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># median age - nationwide (of downloaded states), restricted to females</span>
+<span class="va">acs_m_db_svy_female</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>agep <span class="op">=</span> <span class="fu"><a href="../reference/survey_quantile.html">survey_median</a></span><span class="op">(</span><span class="va">agep</span>, na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 2
+##    agep agep_se
+##   &lt;dbl&gt;   &lt;dbl&gt;
+## 1    37   0.251</code></pre>
+<div class="sourceCode" id="cb44"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Note that though some R functions are translated by dplyr into SQL, not</span>
 <span class="co"># all of them are. For example, when constructing a new age category </span>
 <span class="co"># variable in the dataset neither findIntervals nor cut work on databases, </span>
 <span class="co"># so we have to spell out groups with ifelse()</span>
-<span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">agecat</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">19</span>, <span class="st">"0-18"</span>,
-                         <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">19</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">35</span>, <span class="st">"19-34"</span>,
-                                <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">35</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">50</span>, <span class="st">"35-49"</span>,
-                                       <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">50</span> <span class="kw">&amp;</span> <span class="no">agep</span> <span class="kw">&lt;</span> <span class="fl">65</span>, <span class="st">"50-64"</span>,
-                                              <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span>(<span class="no">agep</span> <span class="kw">&gt;=</span> <span class="fl">65</span>, <span class="st">"65+"</span>, <span class="fl">NA</span>)))))) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">agecat</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">pct</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="kw">na.rm</span> <span class="kw">=</span> <span class="fl">TRUE</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 5 x 3
+<span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>agecat <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">19</span>, <span class="st">"0-18"</span>, 
+                         <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">19</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">35</span>, <span class="st">"19-34"</span>, 
+                                <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">35</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">50</span>, <span class="st">"35-49"</span>, 
+                                       <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">50</span> <span class="op">&amp;</span> <span class="va">agep</span> <span class="op">&lt;</span> <span class="fl">65</span>, <span class="st">"50-64"</span>, 
+                                              <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html">ifelse</a></span><span class="op">(</span><span class="va">agep</span> <span class="op">&gt;=</span> <span class="fl">65</span>, <span class="st">"65+"</span>, <span class="cn">NA</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">agecat</span><span class="op">)</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>pct <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span>na.rm <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## Adding missing grouping variables: `agecat`</code></pre>
+<pre><code>## # A tibble: 5 × 3
 ##   agecat   pct   pct_se
 ##   &lt;chr&gt;  &lt;dbl&gt;    &lt;dbl&gt;
 ## 1 0-18   0.248 0.00101 
@@ -385,11 +415,12 @@ <h2 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#running-survey-commands-with-collect" class="anchor"></a>Running survey commands with collect</h3>
 <p>If you’d like to run a command from the survey package, you’ll need to collect the data locally first. You can select only the variables you’ll need for the analysis so that you don’t have to store the whole dataset in memory.</p>
-<div class="sourceCode" id="cb45"><html><body><pre class="r"><span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">select</a></span>(<span class="no">agep</span>, <span class="no">hicov</span>, <span class="no">sex</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/collect.html">collect</a></span>() <span class="kw">%&gt;%</span>
-  {<span class="kw pkg">survey</span><span class="kw ns">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span>(<span class="no">hicov</span> ~ <span class="no">sex</span> + <span class="no">agep</span>, <span class="no">.</span>)} <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span>()</pre></body></html></div>
+<div class="sourceCode" id="cb47"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">acs_m_db_svy</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">select</a></span><span class="op">(</span><span class="va">agep</span>, <span class="va">hicov</span>, <span class="va">sex</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/collect.html">collect</a></span><span class="op">(</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="op">{</span><span class="fu">survey</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span><span class="op">(</span><span class="va">hicov</span> <span class="op">~</span> <span class="va">sex</span> <span class="op">+</span> <span class="va">agep</span>, <span class="va">.</span><span class="op">)</span><span class="op">}</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span><span class="op">(</span><span class="op">)</span></code></pre></div>
 <pre><code>## Warning in log(wt): NaNs produced
 
 ## Warning in log(wt): NaNs produced
@@ -484,7 +515,7 @@ <h3 class="hasAnchor">
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/articles/srvyr-database_files/header-attrs-2.11/header-attrs.js b/docs/articles/srvyr-database_files/header-attrs-2.11/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/srvyr-database_files/header-attrs-2.11/header-attrs.js
@@ -0,0 +1,12 @@
+// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
+  var i, h, a;
+  for (i = 0; i < hs.length; i++) {
+    h = hs[i];
+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
+  }
+});
diff --git a/docs/articles/srvyr-vs-survey.html b/docs/articles/srvyr-vs-survey.html
index 469fd9a..86e89ff 100644
--- a/docs/articles/srvyr-vs-survey.html
+++ b/docs/articles/srvyr-vs-survey.html
@@ -32,7 +32,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@
       <ul class="nav navbar-nav">
 <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -89,14 +89,14 @@
 
       
 
-      </header><script src="srvyr-vs-survey_files/header-attrs-2.6/header-attrs.js"></script><div class="row">
+      </header><script src="srvyr-vs-survey_files/header-attrs-2.11/header-attrs.js"></script><div class="row">
   <div class="col-md-9 contents">
     <div class="page-header toc-ignore">
       <h1 data-toc-skip>
 <code>srvyr</code> compared to the <code>survey</code> package</h1>
                         <h4 class="author">Greg Freedman</h4>
             
-            <h4 class="date">2021-01-23</h4>
+            <h4 class="date">2021-09-28</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/gergness/srvyr/blob/master/vignettes/srvyr-vs-survey.Rmd"><code>vignettes/srvyr-vs-survey.Rmd</code></a></small>
       <div class="hidden name"><code>srvyr-vs-survey.Rmd</code></div>
@@ -105,28 +105,29 @@ <h4 class="date">2021-01-23</h4>
 
     
     
-<p>The <code>srvyr</code> package aims to add <code>dplyr</code> like syntax to the <code>survey</code> package. This vignette focuses on how <code>srvyr</code> compares to the <code>survey</code> package, for more information about survey design and analysis, check out the vignettes in the <code>survey</code> package, or Thomas Lumley’s book, <a href="http://r-survey.r-forge.r-project.org/svybook/"><em>Complex Surveys: A Guide to Analysis Using R</em></a>.</p>
+<p>The <code>srvyr</code> package adds <code>dplyr</code> like syntax to the <code>survey</code> package. This vignette focuses on how <code>srvyr</code> compares to the <code>survey</code> package, for more information about survey design and analysis, check out the vignettes in the <code>survey</code> package, or Thomas Lumley’s book, <a href="http://r-survey.r-forge.r-project.org/svybook/"><em>Complex Surveys: A Guide to Analysis Using R</em></a>. (Also see the bottom of this document for some more resources).</p>
 <p>Everything that <code>srvyr</code> can do, can also be done in <code>survey</code>. In fact, behind the scenes the <code>survey</code> package is doing all of the hard work for <code>srvyr</code>. <code>srvyr</code> strives to make your code simpler and more easily readable to you, especially if you are already used to the <code>dplyr</code> package.</p>
 <div id="motivating-example" class="section level1">
 <h1 class="hasAnchor">
 <a href="#motivating-example" class="anchor"></a>Motivating example</h1>
-<p>The <code>dplyr</code> package has made it fast and easy to write code to summarize data. For example, if we wanted to check how the year-to-year change in academic progress indicator score varied by school level and percent of parents were high school graduates, we can do this:</p>
-<div class="sourceCode" id="cb1"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">survey</span>)
-<span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">ggplot2</span>)
-<span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">dplyr</span>)
+<p>The <code>dplyr</code> package has made it easy to write code to summarize data. For example, if we wanted to check how the year-to-year change in academic progress indicator score varied by school level and percent of parents were high school graduates, we can do this:</p>
+<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><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 class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://ggplot2.tidyverse.org">ggplot2</a></span><span class="op">)</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://dplyr.tidyverse.org">dplyr</a></span><span class="op">)</span>
 
-<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">api</span>)
+<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span><span class="op">(</span><span class="va">api</span><span class="op">)</span>
 
-<span class="no">out</span> <span class="kw">&lt;-</span> <span class="no">apistrat</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">hs_grad_pct</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span>(<span class="no">hsg</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">0</span>, <span class="fl">20</span>, <span class="fl">100</span>), <span class="kw">include.lowest</span> <span class="kw">=</span> <span class="fl">TRUE</span>,
-                           <span class="kw">labels</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"&lt;20%"</span>, <span class="st">"20+%"</span>))) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">stype</span>, <span class="no">hs_grad_pct</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/stats/weighted.mean.html">weighted.mean</a></span>(<span class="no">api00</span> - <span class="no">api99</span>, <span class="no">pw</span>),
-            <span class="kw">n</span> <span class="kw">=</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span>())
+<span class="va">out</span> <span class="op">&lt;-</span> <span class="va">apistrat</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>hs_grad_pct <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span><span class="op">(</span><span class="va">hsg</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">0</span>, <span class="fl">20</span>, <span class="fl">100</span><span class="op">)</span>, include.lowest <span class="op">=</span> <span class="cn">TRUE</span>,
+                           labels <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="st">"&lt;20%"</span>, <span class="st">"20+%"</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span>, <span class="va">hs_grad_pct</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/stats/weighted.mean.html">weighted.mean</a></span><span class="op">(</span><span class="va">api00</span> <span class="op">-</span> <span class="va">api99</span>, <span class="va">pw</span><span class="op">)</span>,
+            n <span class="op">=</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span>
 
-<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html">ggplot</a></span>(<span class="kw">data</span> <span class="kw">=</span> <span class="no">out</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span>(<span class="kw">x</span> <span class="kw">=</span> <span class="no">stype</span>, <span class="kw">y</span> <span class="kw">=</span> <span class="no">api_diff</span>, <span class="kw">group</span> <span class="kw">=</span> <span class="no">hs_grad_pct</span>, <span class="kw">fill</span> <span class="kw">=</span> <span class="no">hs_grad_pct</span>)) +
-  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html">geom_col</a></span>(<span class="kw">stat</span> <span class="kw">=</span> <span class="st">"identity"</span>, <span class="kw">position</span> <span class="kw">=</span> <span class="st">"dodge"</span>) +
-  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html">geom_text</a></span>(<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span>(<span class="kw">y</span> <span class="kw">=</span> <span class="fl">0</span>, <span class="kw">label</span> <span class="kw">=</span> <span class="no">n</span>), <span class="kw">position</span> <span class="kw">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span>(<span class="kw">width</span> <span class="kw">=</span> <span class="fl">0.9</span>), <span class="kw">vjust</span> <span class="kw">=</span> -<span class="fl">1</span>)</pre></body></html></div>
+<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">out</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span><span class="op">(</span>x <span class="op">=</span> <span class="va">stype</span>, y <span class="op">=</span> <span class="va">api_diff</span>, group <span class="op">=</span> <span class="va">hs_grad_pct</span>, fill <span class="op">=</span> <span class="va">hs_grad_pct</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span>
+  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html">geom_col</a></span><span class="op">(</span>stat <span class="op">=</span> <span class="st">"identity"</span>, position <span class="op">=</span> <span class="st">"dodge"</span><span class="op">)</span> <span class="op">+</span>
+  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html">geom_text</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span><span class="op">(</span>y <span class="op">=</span> <span class="fl">0</span>, label <span class="op">=</span> <span class="va">n</span><span class="op">)</span>, position <span class="op">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span><span class="op">(</span>width <span class="op">=</span> <span class="fl">0.9</span><span class="op">)</span>, vjust <span class="op">=</span> <span class="op">-</span><span class="fl">1</span><span class="op">)</span></code></pre></div>
 <pre><code>## Warning: Ignoring unknown parameters: stat</code></pre>
 <p><img src="srvyr-vs-survey_files/figure-html/unnamed-chunk-1-1.png" width="576"></p>
 <p>However, if we wanted to add error bars to the graph to capture the uncertainty due to sampling variation, we have to completely rewrite the <code>dplyr</code> code for the <code>survey</code> package. <code>srvyr</code> allows a more direct translation.</p>
@@ -134,37 +135,41 @@ <h1 class="hasAnchor">
 <div id="preparing-a-survey-dataset" class="section level1">
 <h1 class="hasAnchor">
 <a href="#preparing-a-survey-dataset" class="anchor"></a>Preparing a survey dataset</h1>
-<p><code><a href="../reference/as_survey_design.html">as_survey_design()</a></code>, <code><a href="../reference/as_survey_rep.html">as_survey_rep()</a></code> and <code><a href="../reference/as_survey_twophase.html">as_survey_twophase()</a></code> are analogous to <code><a href="https://rdrr.io/pkg/survey/man/svydesign.html">survey::svydesign()</a></code>, <code><a href="https://rdrr.io/pkg/survey/man/svrepdesign.html">survey::svrepdesign()</a></code> and <code><a href="https://rdrr.io/pkg/survey/man/twophase.html">survey::twophase()</a></code> respectively. Because they are designed to match <code>dplyr</code>’s style of non-standard evaluation, they accept bare column names instead of formulas (~). They also move the data argument first, so that it is easier to use <code>magrittr</code> pipes (<code><a href="../reference/pipe.html">%&gt;%</a></code>).</p>
-<div class="sourceCode" id="cb3"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">srvyr</span>)
+<p><code><a href="../reference/as_survey_design.html">as_survey_design()</a></code>, <code><a href="../reference/as_survey_rep.html">as_survey_rep()</a></code> and <code><a href="../reference/as_survey_twophase.html">as_survey_twophase()</a></code> are analogous to <code><a href="https://rdrr.io/pkg/survey/man/svydesign.html">survey::svydesign()</a></code>, <code><a href="https://rdrr.io/pkg/survey/man/svrepdesign.html">survey::svrepdesign()</a></code> and <code><a href="https://rdrr.io/pkg/survey/man/twophase.html">survey::twophase()</a></code> respectively. Because they are designed to match <code>dplyr</code>’s style of non-standard evaluation, they accept bare column names instead of formulas (~). They also move the data argument first, so that it is easier to use <code>magrittr</code> pipes (<code><a href="../reference/%&gt;%.html">%&gt;%</a></code>).</p>
+<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><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 class="co"># simple random sample</span>
-<span class="no">srs_design_srvyr</span> <span class="kw">&lt;-</span> <span class="no">apisrs</span> <span class="kw">%&gt;%</span> <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span>(<span class="kw">ids</span> <span class="kw">=</span> <span class="fl">1</span>, <span class="kw">fpc</span> <span class="kw">=</span> <span class="no">fpc</span>)
+<span class="va">srs_design_srvyr</span> <span class="op">&lt;-</span> <span class="va">apisrs</span> <span class="op">%&gt;%</span> <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span>ids <span class="op">=</span> <span class="fl">1</span>, fpc <span class="op">=</span> <span class="va">fpc</span><span class="op">)</span>
 
-<span class="no">srs_design_survey</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span>(<span class="kw">ids</span> <span class="kw">=</span> ~<span class="fl">1</span>, <span class="kw">fpc</span> <span class="kw">=</span> ~<span class="no">fpc</span>, <span class="kw">data</span> <span class="kw">=</span> <span class="no">apisrs</span>)</pre></body></html></div>
-<p>The <code>srvyr</code> functions also accept <code><a href="https://dplyr.tidyverse.org/reference/select.html">dplyr::select()</a></code>’s special selection functions (such as <code><a href="https://dplyr.tidyverse.org/reference/reexports.html">starts_with()</a></code>, <code><a href="https://dplyr.tidyverse.org/reference/reexports.html">one_of()</a></code>, etc.), so these functions are analogous:</p>
-<div class="sourceCode" id="cb4"><html><body><pre class="r"><span class="co"># selecting variables to keep in the survey object (stratified example)</span>
-<span class="no">strat_design_srvyr</span> <span class="kw">&lt;-</span> <span class="no">apistrat</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span>(<span class="fl">1</span>, <span class="kw">strata</span> <span class="kw">=</span> <span class="no">stype</span>, <span class="kw">fpc</span> <span class="kw">=</span> <span class="no">fpc</span>, <span class="kw">weight</span> <span class="kw">=</span> <span class="no">pw</span>,
-                <span class="kw">variables</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="no">stype</span>, <span class="fu"><a href="https://dplyr.tidyverse.org/reference/reexports.html">starts_with</a></span>(<span class="st">"api"</span>)))
+<span class="va">srs_design_survey</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span><span class="op">(</span>ids <span class="op">=</span> <span class="op">~</span><span class="fl">1</span>, fpc <span class="op">=</span> <span class="op">~</span><span class="va">fpc</span>, data <span class="op">=</span> <span class="va">apisrs</span><span class="op">)</span></code></pre></div>
+<p>The <code>srvyr</code> functions also accept <code><a href="https://dplyr.tidyverse.org/reference/select.html">dplyr::select()</a></code>’s special selection functions (such as <code><a href="https://tidyselect.r-lib.org/reference/starts_with.html">starts_with()</a></code>, <code><a href="https://tidyselect.r-lib.org/reference/one_of.html">one_of()</a></code>, etc.), so these functions are analogous:</p>
+<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># selecting variables to keep in the survey object (stratified example)</span>
+<span class="va">strat_design_srvyr</span> <span class="op">&lt;-</span> <span class="va">apistrat</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span><span class="fl">1</span>, strata <span class="op">=</span> <span class="va">stype</span>, fpc <span class="op">=</span> <span class="va">fpc</span>, weight <span class="op">=</span> <span class="va">pw</span>,
+                variables <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">stype</span>, <span class="fu"><a href="https://tidyselect.r-lib.org/reference/starts_with.html">starts_with</a></span><span class="op">(</span><span class="st">"api"</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>
 
-<span class="no">strat_design_survey</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span>(~<span class="fl">1</span>, <span class="kw">strata</span> <span class="kw">=</span> ~<span class="no">stype</span>, <span class="kw">fpc</span> <span class="kw">=</span> ~<span class="no">fpc</span>,
-                                 <span class="kw">variables</span> <span class="kw">=</span> ~<span class="no">stype</span> + <span class="no">api99</span> + <span class="no">api00</span> + <span class="no">api.stu</span>,
-                                 <span class="kw">weight</span> <span class="kw">=</span> ~<span class="no">pw</span>, <span class="kw">data</span> <span class="kw">=</span> <span class="no">apistrat</span>)</pre></body></html></div>
+<span class="va">strat_design_survey</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svydesign.html">svydesign</a></span><span class="op">(</span><span class="op">~</span><span class="fl">1</span>, strata <span class="op">=</span> <span class="op">~</span><span class="va">stype</span>, fpc <span class="op">=</span> <span class="op">~</span><span class="va">fpc</span>,
+                                 variables <span class="op">=</span> <span class="op">~</span><span class="va">stype</span> <span class="op">+</span> <span class="va">api99</span> <span class="op">+</span> <span class="va">api00</span> <span class="op">+</span> <span class="va">api.stu</span>,
+                                 weight <span class="op">=</span> <span class="op">~</span><span class="va">pw</span>, data <span class="op">=</span> <span class="va">apistrat</span><span class="op">)</span></code></pre></div>
 <p>The function <code><a href="../reference/as_survey.html">as_survey()</a></code> will automatically choose between the three <code>as_survey_*</code> functions based on the arguments, so you can save a few keystrokes.</p>
-<div class="sourceCode" id="cb5"><html><body><pre class="r"><span class="co"># simple random sample (again)</span>
-<span class="no">srs_design_srvyr2</span> <span class="kw">&lt;-</span> <span class="no">apisrs</span> <span class="kw">%&gt;%</span> <span class="fu"><a href="../reference/as_survey.html">as_survey</a></span>(<span class="kw">ids</span> <span class="kw">=</span> <span class="fl">1</span>, <span class="kw">fpc</span> <span class="kw">=</span> <span class="no">fpc</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># simple random sample (again)</span>
+<span class="va">srs_design_srvyr2</span> <span class="op">&lt;-</span> <span class="va">apisrs</span> <span class="op">%&gt;%</span> <span class="fu"><a href="../reference/as_survey.html">as_survey</a></span><span class="op">(</span>ids <span class="op">=</span> <span class="fl">1</span>, fpc <span class="op">=</span> <span class="va">fpc</span><span class="op">)</span></code></pre></div>
 </div>
 <div id="data-manipulation" class="section level1">
 <h1 class="hasAnchor">
 <a href="#data-manipulation" class="anchor"></a>Data manipulation</h1>
-<p>Once you’ve set up your survey data, you can use <code>dplyr</code> verbs such as <code><a href="../reference/dplyr_single.html">mutate()</a></code>, <code><a href="../reference/dplyr_single.html">select()</a></code>, <code><a href="../reference/dplyr_single.html">filter()</a></code> and <code><a href="../reference/dplyr_single.html">rename()</a></code>.</p>
-<div class="sourceCode" id="cb6"><html><body><pre class="r"><span class="no">strat_design_srvyr</span> <span class="kw">&lt;-</span> <span class="no">strat_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="no">api00</span> - <span class="no">api99</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">rename</a></span>(<span class="kw">api_students</span> <span class="kw">=</span> <span class="no">api.stu</span>)
+<p>Once you’ve set up your survey data, you can use <code>dplyr</code> verbs such as <code><a href="../reference/group_trim.html">mutate()</a></code>, <code><a href="../reference/group_trim.html">select()</a></code>, <code><a href="../reference/group_trim.html">filter()</a></code> and <code><a href="../reference/group_trim.html">rename()</a></code>.</p>
+<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">strat_design_srvyr</span> <span class="op">&lt;-</span> <span class="va">strat_design_srvyr</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="va">api00</span> <span class="op">-</span> <span class="va">api99</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">rename</a></span><span class="op">(</span>api_students <span class="op">=</span> <span class="va">api.stu</span><span class="op">)</span>
 
-<span class="no">strat_design_survey</span>$<span class="no">variables</span>$<span class="no">api_diff</span> <span class="kw">&lt;-</span> <span class="no">strat_design_survey</span>$<span class="no">variables</span>$<span class="no">api00</span> -
-  <span class="no">strat_design_survey</span>$<span class="no">variables</span>$<span class="no">api99</span>
-<span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span>(<span class="no">strat_design_survey</span>$<span class="no">variables</span>)[<span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span>(<span class="no">strat_design_survey</span>$<span class="no">variables</span>) <span class="kw">==</span> <span class="st">"api.stu"</span>] <span class="kw">&lt;-</span> <span class="st">"api_students"</span></pre></body></html></div>
+<span class="va">strat_design_survey</span><span class="op">$</span><span class="va">variables</span><span class="op">$</span><span class="va">api_diff</span> <span class="op">&lt;-</span> <span class="va">strat_design_survey</span><span class="op">$</span><span class="va">variables</span><span class="op">$</span><span class="va">api00</span> <span class="op">-</span>
+  <span class="va">strat_design_survey</span><span class="op">$</span><span class="va">variables</span><span class="op">$</span><span class="va">api99</span>
+<span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span><span class="op">(</span><span class="va">strat_design_survey</span><span class="op">$</span><span class="va">variables</span><span class="op">)</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/names.html">names</a></span><span class="op">(</span><span class="va">strat_design_survey</span><span class="op">$</span><span class="va">variables</span><span class="op">)</span> <span class="op">==</span> <span class="st">"api.stu"</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="st">"api_students"</span></code></pre></div>
 <p>Note that <code><a href="https://dplyr.tidyverse.org/reference/arrange.html">arrange()</a></code> is not available, because the <code>srvyr</code> object expects to stay in the same order. Nor are two-table verbs such as <code><a href="https://dplyr.tidyverse.org/reference/mutate-joins.html">full_join()</a></code>, <code><a href="https://dplyr.tidyverse.org/reference/bind.html">bind_rows()</a></code>, etc. available to <code>srvyr</code> objects either because they may have implications on the survey design. If you need to use these functions, you should use them earlier in your analysis pipeline, when the objects are still stored as <code>data.frame</code>s.</p>
 </div>
 <div id="summary-statistics" class="section level1">
@@ -174,20 +179,25 @@ <h1 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#of-the-entire-population" class="anchor"></a>Of the entire population</h2>
 <p><code>srvyr</code> also provides <code><a href="../reference/summarise.html">summarize()</a></code> and several survey-specific functions that calculate summary statistics on numeric variables: <code><a href="../reference/survey_mean.html">survey_mean()</a></code>, <code><a href="../reference/survey_total.html">survey_total()</a></code>, <code><a href="../reference/survey_quantile.html">survey_quantile()</a></code> and <code><a href="../reference/survey_ratio.html">survey_ratio()</a></code>. These functions differ from their counterparts in <code>survey</code> because they always return a data.frame in a consistent format. As such, they do not return the variance-covariance matrix, and so are not as flexible.</p>
-<div class="sourceCode" id="cb7"><html><body><pre class="r"><span class="co"># Using srvyr</span>
-<span class="no">out</span> <span class="kw">&lt;-</span> <span class="no">strat_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">api_diff</span>, <span class="kw">vartype</span> <span class="kw">=</span> <span class="st">"ci"</span>))
+<div class="sourceCode" id="cb7"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using srvyr</span>
+<span class="va">out</span> <span class="op">&lt;-</span> <span class="va">strat_design_srvyr</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api_diff</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span><span class="op">)</span>
 
-<span class="no">out</span></pre></body></html></div>
-<pre><code>##   api_diff api_diff_low api_diff_upp
-## 1 32.89252     28.84756     36.93747</code></pre>
-<div class="sourceCode" id="cb9"><html><body><pre class="r"><span class="co"># Using survey</span>
-<span class="no">out</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svymean</a></span>(~<span class="no">api_diff</span>, <span class="no">strat_design_survey</span>)
+<span class="va">out</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 3
+##   api_diff api_diff_low api_diff_upp
+##      &lt;dbl&gt;        &lt;dbl&gt;        &lt;dbl&gt;
+## 1     32.9         28.8         36.9</code></pre>
+<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using survey</span>
+<span class="va">out</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svymean</a></span><span class="op">(</span><span class="op">~</span><span class="va">api_diff</span>, <span class="va">strat_design_survey</span><span class="op">)</span>
 
-<span class="no">out</span></pre></body></html></div>
+<span class="va">out</span></code></pre></div>
 <pre><code>##            mean     SE
 ## api_diff 32.893 2.0511</code></pre>
-<div class="sourceCode" id="cb11"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/stats/confint.html">confint</a></span>(<span class="no">out</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb11"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/r/stats/confint.html">confint</a></span><span class="op">(</span><span class="va">out</span><span class="op">)</span></code></pre></div>
 <pre><code>##             2.5 %   97.5 %
 ## api_diff 28.87241 36.91262</code></pre>
 </div>
@@ -195,19 +205,21 @@ <h2 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#by-group" class="anchor"></a>By group</h2>
 <p><code>srvyr</code> also allows you to calculate statistics on numeric variables by group, using <code><a href="../reference/group_by.html">group_by()</a></code>.</p>
-<div class="sourceCode" id="cb13"><html><body><pre class="r"><span class="co"># Using srvyr</span>
-<span class="no">strat_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">stype</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">api_increase</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>(<span class="no">api_diff</span> <span class="kw">&gt;=</span> <span class="fl">0</span>),
-            <span class="kw">api_decrease</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>(<span class="no">api_diff</span> <span class="kw">&lt;</span> <span class="fl">0</span>))</pre></body></html></div>
-<pre><code>## # A tibble: 3 x 5
+<div class="sourceCode" id="cb13"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using srvyr</span>
+<span class="va">strat_design_srvyr</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api_increase <span class="op">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span><span class="op">(</span><span class="va">api_diff</span> <span class="op">&gt;=</span> <span class="fl">0</span><span class="op">)</span>,
+            api_decrease <span class="op">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span><span class="op">(</span><span class="va">api_diff</span> <span class="op">&lt;</span> <span class="fl">0</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 3 × 5
 ##   stype api_increase api_increase_se api_decrease api_decrease_se
 ##   &lt;fct&gt;        &lt;dbl&gt;           &lt;dbl&gt;        &lt;dbl&gt;           &lt;dbl&gt;
 ## 1 E            4067.           119.         354.            119. 
 ## 2 H             498.            49.4        257.             49.4
 ## 3 M             998.            19.9         20.4            19.9</code></pre>
-<div class="sourceCode" id="cb15"><html><body><pre class="r"><span class="co"># Using survey</span>
-<span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span>(~<span class="no">api_diff</span> <span class="kw">&gt;=</span> <span class="fl">0</span>, ~<span class="no">stype</span>, <span class="no">strat_design_survey</span>, <span class="no">svytotal</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using survey</span>
+<span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span><span class="op">(</span><span class="op">~</span><span class="va">api_diff</span> <span class="op">&gt;=</span> <span class="fl">0</span>, <span class="op">~</span><span class="va">stype</span>, <span class="va">strat_design_survey</span>, <span class="va">svytotal</span><span class="op">)</span></code></pre></div>
 <pre><code>##   stype api_diff &gt;= 0FALSE api_diff &gt;= 0TRUE se.api_diff &gt;= 0FALSE
 ## E     E             353.68           4067.32             119.17185
 ## H     H             256.70            498.30              49.37208
@@ -221,22 +233,25 @@ <h2 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#proportions-by-group" class="anchor"></a>Proportions by group</h2>
 <p>You can also calculate the proportion or count in each group of a factor or character variable by leaving x empty in <code><a href="../reference/survey_mean.html">survey_mean()</a></code> or <code><a href="../reference/survey_total.html">survey_total()</a></code>.</p>
-<div class="sourceCode" id="cb17"><html><body><pre class="r"><span class="co"># Using srvyr</span>
-<span class="no">srs_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">awards</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">proportion</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(),
-            <span class="kw">total</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>())</pre></body></html></div>
-<pre><code>## # A tibble: 2 x 5
+<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using srvyr</span>
+<span class="va">srs_design_srvyr</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">awards</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>proportion <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="op">)</span>,
+            total <span class="op">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 2 × 5
 ##   awards proportion proportion_se total total_se
 ##   &lt;fct&gt;       &lt;dbl&gt;         &lt;dbl&gt; &lt;dbl&gt;    &lt;dbl&gt;
 ## 1 No           0.38        0.0338 2354.     210.
 ## 2 Yes          0.62        0.0338 3840.     210.</code></pre>
-<div class="sourceCode" id="cb19"><html><body><pre class="r"><span class="co"># Using survey</span>
-<span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svymean</a></span>(~<span class="no">awards</span>, <span class="no">srs_design_survey</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using survey</span>
+<span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svymean</a></span><span class="op">(</span><span class="op">~</span><span class="va">awards</span>, <span class="va">srs_design_survey</span><span class="op">)</span></code></pre></div>
 <pre><code>##           mean     SE
 ## awardsNo  0.38 0.0338
 ## awardsYes 0.62 0.0338</code></pre>
-<div class="sourceCode" id="cb21"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svytotal</a></span>(~<span class="no">awards</span>, <span class="no">srs_design_survey</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svytotal</a></span><span class="op">(</span><span class="op">~</span><span class="va">awards</span>, <span class="va">srs_design_survey</span><span class="op">)</span></code></pre></div>
 <pre><code>##            total     SE
 ## awardsNo  2353.7 209.65
 ## awardsYes 3840.3 209.65</code></pre>
@@ -245,18 +260,20 @@ <h2 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#unweighted-calculations" class="anchor"></a>Unweighted calculations</h2>
 <p>Finally, the <code><a href="../reference/unweighted.html">unweighted()</a></code> function can act as an escape hatch to calculate unweighted calculations on the dataset.</p>
-<div class="sourceCode" id="cb23"><html><body><pre class="r"><span class="co"># Using srvyr</span>
-<span class="no">strat_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">stype</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">n</span> <span class="kw">=</span> <span class="fu"><a href="../reference/unweighted.html">unweighted</a></span>(<span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span>()))</pre></body></html></div>
-<pre><code>## # A tibble: 3 x 2
+<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using srvyr</span>
+<span class="va">strat_design_srvyr</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>n <span class="op">=</span> <span class="fu"><a href="../reference/unweighted.html">unweighted</a></span><span class="op">(</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 3 × 2
 ##   stype     n
 ##   &lt;fct&gt; &lt;int&gt;
 ## 1 E       100
 ## 2 H        50
 ## 3 M        50</code></pre>
-<div class="sourceCode" id="cb25"><html><body><pre class="r"><span class="co"># Using survey</span>
-<span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span>(~<span class="no">api99</span>, ~<span class="no">stype</span>, <span class="no">strat_design_survey</span>, <span class="no">unwtd.count</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb25"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Using survey</span>
+<span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyby.html">svyby</a></span><span class="op">(</span><span class="op">~</span><span class="va">api99</span>, <span class="op">~</span><span class="va">stype</span>, <span class="va">strat_design_survey</span>, <span class="va">unwtd.count</span><span class="op">)</span></code></pre></div>
 <pre><code>##   stype counts se
 ## E     E    100  0
 ## H     H     50  0
@@ -267,24 +284,66 @@ <h2 class="hasAnchor">
 <h1 class="hasAnchor">
 <a href="#back-to-the-example" class="anchor"></a>Back to the example</h1>
 <p>So now, we have all the tools needed to create the first graph and add error bounds. Notice that the data manipulation code is nearly identical to the <code>dplyr</code> code, with a little extra set up, and replacing <code><a href="https://rdrr.io/r/stats/weighted.mean.html">weighted.mean()</a></code> with <code>survey_mean</code>.</p>
-<div class="sourceCode" id="cb27"><html><body><pre class="r"><span class="no">strat_design</span> <span class="kw">&lt;-</span> <span class="no">apistrat</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span>(<span class="kw">strata</span> <span class="kw">=</span> <span class="no">stype</span>, <span class="kw">fpc</span> <span class="kw">=</span> <span class="no">fpc</span>, <span class="kw">weight</span>  <span class="kw">=</span> <span class="no">pw</span>)
+<div class="sourceCode" id="cb27"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">strat_design</span> <span class="op">&lt;-</span> <span class="va">apistrat</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span>strata <span class="op">=</span> <span class="va">stype</span>, fpc <span class="op">=</span> <span class="va">fpc</span>, weight  <span class="op">=</span> <span class="va">pw</span><span class="op">)</span>
 
-<span class="no">out</span> <span class="kw">&lt;-</span> <span class="no">strat_design</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/dplyr_single.html">mutate</a></span>(<span class="kw">hs_grad_pct</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span>(<span class="no">hsg</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">0</span>, <span class="fl">20</span>, <span class="fl">100</span>), <span class="kw">include.lowest</span> <span class="kw">=</span> <span class="fl">TRUE</span>,
-                           <span class="kw">labels</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"&lt;20%"</span>, <span class="st">"20+%"</span>))) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">stype</span>, <span class="no">hs_grad_pct</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">api00</span> - <span class="no">api99</span>, <span class="kw">vartype</span> <span class="kw">=</span> <span class="st">"ci"</span>),
-            <span class="kw">n</span> <span class="kw">=</span> <span class="fu"><a href="../reference/unweighted.html">unweighted</a></span>(<span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span>()))
+<span class="va">out</span> <span class="op">&lt;-</span> <span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_trim.html">mutate</a></span><span class="op">(</span>hs_grad_pct <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/cut.html">cut</a></span><span class="op">(</span><span class="va">hsg</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">0</span>, <span class="fl">20</span>, <span class="fl">100</span><span class="op">)</span>, include.lowest <span class="op">=</span> <span class="cn">TRUE</span>,
+                           labels <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="st">"&lt;20%"</span>, <span class="st">"20+%"</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span>, <span class="va">hs_grad_pct</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api00</span> <span class="op">-</span> <span class="va">api99</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span>,
+            n <span class="op">=</span> <span class="fu"><a href="../reference/unweighted.html">unweighted</a></span><span class="op">(</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/context.html">n</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>
 
-<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html">ggplot</a></span>(<span class="kw">data</span> <span class="kw">=</span> <span class="no">out</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span>(<span class="kw">x</span> <span class="kw">=</span> <span class="no">stype</span>, <span class="kw">y</span> <span class="kw">=</span> <span class="no">api_diff</span>, <span class="kw">group</span> <span class="kw">=</span> <span class="no">hs_grad_pct</span>, <span class="kw">fill</span> <span class="kw">=</span> <span class="no">hs_grad_pct</span>,
-                       <span class="kw">ymax</span> <span class="kw">=</span> <span class="no">api_diff_upp</span>, <span class="kw">ymin</span> <span class="kw">=</span> <span class="no">api_diff_low</span>)) +
-  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html">geom_col</a></span>(<span class="kw">stat</span> <span class="kw">=</span> <span class="st">"identity"</span>, <span class="kw">position</span> <span class="kw">=</span> <span class="st">"dodge"</span>) +
-  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_linerange.html">geom_errorbar</a></span>(<span class="kw">position</span> <span class="kw">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span>(<span class="kw">width</span> <span class="kw">=</span> <span class="fl">0.9</span>), <span class="kw">width</span> <span class="kw">=</span> <span class="fl">0.1</span>) +
-  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html">geom_text</a></span>(<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span>(<span class="kw">y</span> <span class="kw">=</span> <span class="fl">0</span>, <span class="kw">label</span> <span class="kw">=</span> <span class="no">n</span>), <span class="kw">position</span> <span class="kw">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span>(<span class="kw">width</span> <span class="kw">=</span> <span class="fl">0.9</span>), <span class="kw">vjust</span> <span class="kw">=</span> -<span class="fl">1</span>)</pre></body></html></div>
+<span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">out</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span><span class="op">(</span>x <span class="op">=</span> <span class="va">stype</span>, y <span class="op">=</span> <span class="va">api_diff</span>, group <span class="op">=</span> <span class="va">hs_grad_pct</span>, fill <span class="op">=</span> <span class="va">hs_grad_pct</span>,
+                       ymax <span class="op">=</span> <span class="va">api_diff_upp</span>, ymin <span class="op">=</span> <span class="va">api_diff_low</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span>
+  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html">geom_col</a></span><span class="op">(</span>stat <span class="op">=</span> <span class="st">"identity"</span>, position <span class="op">=</span> <span class="st">"dodge"</span><span class="op">)</span> <span class="op">+</span>
+  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_linerange.html">geom_errorbar</a></span><span class="op">(</span>position <span class="op">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span><span class="op">(</span>width <span class="op">=</span> <span class="fl">0.9</span><span class="op">)</span>, width <span class="op">=</span> <span class="fl">0.1</span><span class="op">)</span> <span class="op">+</span>
+  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html">geom_text</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html">aes</a></span><span class="op">(</span>y <span class="op">=</span> <span class="fl">0</span>, label <span class="op">=</span> <span class="va">n</span><span class="op">)</span>, position <span class="op">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html">position_dodge</a></span><span class="op">(</span>width <span class="op">=</span> <span class="fl">0.9</span><span class="op">)</span>, vjust <span class="op">=</span> <span class="op">-</span><span class="fl">1</span><span class="op">)</span></code></pre></div>
 <pre><code>## Warning: Ignoring unknown parameters: stat</code></pre>
 <p><img src="srvyr-vs-survey_files/figure-html/unnamed-chunk-10-1.png" width="576"></p>
 </div>
+<div id="comparison-to-the-survey-package-degrees-of-freedom" class="section level1">
+<h1 class="hasAnchor">
+<a href="#comparison-to-the-survey-package-degrees-of-freedom" class="anchor"></a>Comparison to the survey package (Degrees of freedom)</h1>
+<p>For the most part, <code>srvyr</code> tries to be a drop-in replacement for the survey package, only changing the syntax that you wrote. However, the way that calculations of degrees of freedom when calculating confidence intervals is different.</p>
+<p><code>srvyr</code> assumes that you want to use the true degrees of freedom by default, but the <code>survey</code> package uses <code>Inf</code> as the default. You can use the argument <code>df</code> to get the same result as the survey package.</p>
+<div class="sourceCode" id="cb29"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Set pillar print methods so tibble has more decimal places</span>
+<span class="va">old_sigfig</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/options.html">options</a></span><span class="op">(</span><span class="st">"pillar.sigfig"</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/base/options.html">options</a></span><span class="op">(</span><span class="st">"pillar.sigfig"</span> <span class="op">=</span> <span class="fl">5</span><span class="op">)</span>
+
+<span class="co"># survey default</span>
+<span class="va">estimate</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/surveysummary.html">svymean</a></span><span class="op">(</span><span class="op">~</span><span class="va">api99</span>, <span class="va">strat_design</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/stats/confint.html">confint</a></span><span class="op">(</span><span class="va">estimate</span><span class="op">)</span></code></pre></div>
+<pre><code>##          2.5 %   97.5 %
+## api99 609.8659 648.9238</code></pre>
+<div class="sourceCode" id="cb31"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># srvyr default</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>x <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api99</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 3
+##        x  x_low  x_upp
+##    &lt;dbl&gt;  &lt;dbl&gt;  &lt;dbl&gt;
+## 1 629.39 609.75 649.04</code></pre>
+<div class="sourceCode" id="cb33"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># setting the degrees of freedom so srvyr matches survey default</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>x <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api99</span>, vartype <span class="op">=</span> <span class="st">"ci"</span>, df <span class="op">=</span> <span class="cn">Inf</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="https://rdrr.io/r/base/print.html">print</a></span><span class="op">(</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 3
+##        x  x_low  x_upp
+##    &lt;dbl&gt;  &lt;dbl&gt;  &lt;dbl&gt;
+## 1 629.39 609.87 648.92</code></pre>
+<div class="sourceCode" id="cb35"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># setting the degrees of freedom so survey matches survey default</span>
+<span class="fu"><a href="https://rdrr.io/r/stats/confint.html">confint</a></span><span class="op">(</span><span class="va">estimate</span>, df <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svychisq.html">degf</a></span><span class="op">(</span><span class="va">strat_design</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>##          2.5 %   97.5 %
+## api99 609.7452 649.0445</code></pre>
+<div class="sourceCode" id="cb37"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># reset significant figures</span>
+<span class="fu"><a href="https://rdrr.io/r/base/options.html">options</a></span><span class="op">(</span><span class="st">"pillar.sigfig"</span> <span class="op">=</span> <span class="va">old_sigfig</span><span class="op">)</span></code></pre></div>
+</div>
 <div id="grab-bag" class="section level1">
 <h1 class="hasAnchor">
 <a href="#grab-bag" class="anchor"></a>Grab Bag</h1>
@@ -292,8 +351,9 @@ <h1 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#using-survey-functions-on-srvyr-objects" class="anchor"></a>Using <code>survey</code> functions on <code>srvyr</code> objects</h2>
 <p>Because <code>srvyr</code> objects are just <code>survey</code> objects with some extra structure, all of the functions from <code>survey</code> will still work with them. If you need to calculate something beyond simple summary statistics, you can use <code>survey</code> functions.</p>
-<div class="sourceCode" id="cb29"><html><body><pre class="r"><span class="no">glm</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span>(<span class="no">api00</span> ~ <span class="no">ell</span> + <span class="no">meals</span> + <span class="no">mobility</span>, <span class="kw">design</span> <span class="kw">=</span> <span class="no">strat_design</span>)
-<span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span>(<span class="no">glm</span>)</pre></body></html></div>
+<div class="sourceCode" id="cb38"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">glm</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span><span class="op">(</span><span class="va">api00</span> <span class="op">~</span> <span class="va">ell</span> <span class="op">+</span> <span class="va">meals</span> <span class="op">+</span> <span class="va">mobility</span>, design <span class="op">=</span> <span class="va">strat_design</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span><span class="op">(</span><span class="va">glm</span><span class="op">)</span></code></pre></div>
 <pre><code>## 
 ## Call:
 ## svyglm(formula = api00 ~ ell + meals + mobility, design = strat_design)
@@ -314,42 +374,190 @@ <h2 class="hasAnchor">
 ## 
 ## Number of Fisher Scoring iterations: 2</code></pre>
 </div>
-<div id="standard-evaluation" class="section level2">
+<div id="using-expressions-to-create-variables-on-the-fly" class="section level2">
 <h2 class="hasAnchor">
-<a href="#standard-evaluation" class="anchor"></a>Standard evaluation</h2>
-<p>Srvyr now supports the standard evaluation conventions introduced in dplyr version 0.7 and rlang. If you’d like to use a function programmatically, you can use the functions from rlang like <code><a href="https://rlang.r-lib.org/reference/nse-defuse.html">rlang::quo()</a></code> or <code><a href="https://rlang.r-lib.org/reference/sym.html">rlang::sym()</a></code> to capture the expression and <code>rlang::!!</code> to unquote it. All of these functions are re-exported by srvyr, so you don’t need to load the rlang library to use them.</p>
+<a href="#using-expressions-to-create-variables-on-the-fly" class="anchor"></a>Using expressions to create variables on the fly</h2>
+<p>Like <code>dplyr</code>, <code>srvyr</code> allows you to use expressions in the arguments, allowing you to create variables in a single step. For example, you can use expressions:</p>
+<ol style="list-style-type: decimal">
+<li>as the arguments inside the survey statistic functions like <code>survey_mean</code>
+</li>
+</ol>
+<div class="sourceCode" id="cb40"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>prop_api99_over_700 <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api99</span> <span class="op">&gt;</span> <span class="fl">700</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 2
+##   prop_api99_over_700 prop_api99_over_700_se
+##                 &lt;dbl&gt;                  &lt;dbl&gt;
+## 1               0.306                 0.0356</code></pre>
+<ol start="2" style="list-style-type: decimal">
+<li>as an argument to <code>summarize</code>
+</li>
+</ol>
+<div class="sourceCode" id="cb42"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">awards</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>percentage <span class="op">=</span> <span class="fl">100</span> <span class="op">*</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 2 × 3
+##   awards percentage percentage_se
+##   &lt;fct&gt;       &lt;dbl&gt;         &lt;dbl&gt;
+## 1 No           36.1          3.44
+## 2 Yes          63.9          3.44</code></pre>
+<ol start="3" style="list-style-type: decimal">
+<li>and you can even create varables inside of <code>group_by</code>
+</li>
+</ol>
+<div class="sourceCode" id="cb44"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span>api99_above_700 <span class="op">=</span> <span class="va">api99</span> <span class="op">&gt;</span> <span class="fl">700</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api00_mn <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api00</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 2 × 3
+##   api99_above_700 api00_mn api00_mn_se
+##   &lt;lgl&gt;              &lt;dbl&gt;       &lt;dbl&gt;
+## 1 FALSE               599.        7.88
+## 2 TRUE                805.        7.15</code></pre>
+<p>Though on-the-fly expressions are syntactically valid, it is possible to make statistically invalid numbers from them. For example, though the standard error and confidence intervals can be multiplied by a scalar (like 100), the variance does not scale the same way, so the following is invalid:</p>
+<div class="sourceCode" id="cb46"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># BAD DON'T DO THIS!</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">awards</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>percentage <span class="op">=</span> <span class="fl">100</span> <span class="op">*</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span>vartype <span class="op">=</span> <span class="st">"var"</span><span class="op">)</span><span class="op">)</span>
+<span class="co"># VARIANCE IS WRONG</span></code></pre></div>
+</div>
+<div id="non-standard-evaluation" class="section level2">
+<h2 class="hasAnchor">
+<a href="#non-standard-evaluation" class="anchor"></a>Non-Standard evaluation</h2>
+<p>Srvyr supports the non-standard evaluation conventions that dplyr uses. If you’d like to use a function programmatically, you can use the functions from rlang like the <code>{{</code> operator (aka “curly curly”) from <code>rlang</code>.</p>
 <p>Here’s a quick example, but please see the dplyr vignette <a href="https://dplyr.tidyverse.org/articles/programming.html"><code>vignette("programming", package = "dplyr")</code></a> for more details.</p>
-<div class="sourceCode" id="cb31"><html><body><pre class="r"><span class="no">fpc_var</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/rlang-tidyeval.html">sym</a></span>(<span class="st">"fpc"</span>)
-<span class="no">srs_design_srvyr</span> <span class="kw">&lt;-</span> <span class="no">apisrs</span> <span class="kw">%&gt;%</span> <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span>(<span class="kw">fpc</span> <span class="kw">=</span> !!<span class="no">fpc_var</span>)
+<div class="sourceCode" id="cb47"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">mean_with_ci</span> <span class="op">&lt;-</span> <span class="kw">function</span><span class="op">(</span><span class="va">.data</span>, <span class="va">var</span><span class="op">)</span> <span class="op">{</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span><span class="va">.data</span>, mean <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="op">{</span><span class="op">{</span><span class="va">var</span><span class="op">}</span><span class="op">}</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span><span class="op">)</span>
+<span class="op">}</span>
 
-<span class="no">grouping_var</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/rlang-tidyeval.html">sym</a></span>(<span class="st">"stype"</span>)
-<span class="no">api_diff</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/rlang-tidyeval.html">quo</a></span>(<span class="no">api00</span> - <span class="no">api99</span>)
+<span class="va">srs_design_srvyr</span> <span class="op">&lt;-</span> <span class="va">apisrs</span> <span class="op">%&gt;%</span> <span class="fu"><a href="../reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span>fpc <span class="op">=</span> <span class="va">fpc</span><span class="op">)</span>
 
-<span class="no">srs_design_srvyr</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(!!<span class="no">grouping_var</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(
-    <span class="kw">api_increase</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>((!!<span class="no">api_diff</span>) <span class="kw">&gt;=</span> <span class="fl">0</span>),
-    <span class="kw">api_decrease</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_total.html">survey_total</a></span>((!!<span class="no">api_diff</span>) <span class="kw">&lt;</span> <span class="fl">0</span>)
-  )</pre></body></html></div>
-<pre><code>## # A tibble: 3 x 5
-##   stype api_increase api_increase_se api_decrease api_decrease_se
-##   &lt;fct&gt;        &lt;dbl&gt;           &lt;dbl&gt;        &lt;dbl&gt;           &lt;dbl&gt;
-## 1 E            4057.            205.         341.            98.5
-## 2 H             557.            124.         217.            79.4
-## 3 M             898.            152.         124.            60.5</code></pre>
-<p>Srvyr will also follow dplyr’s lead on deprecating the old method of NSE, the so-called “underscore functions” (like <code>summarize_</code>). Currently, they have been soft-deprecated, but I expect them to be removed altogether in some future version of srvyr.</p>
+<span class="fu">mean_with_ci</span><span class="op">(</span><span class="va">srs_design_srvyr</span>, <span class="va">api99</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 3
+##    mean mean_low mean_upp
+##   &lt;dbl&gt;    &lt;dbl&gt;    &lt;dbl&gt;
+## 1  625.     606.     643.</code></pre>
+<p>Srvyr will also follow dplyr’s lead on deprecating the old methods of NSE, such as <code><a href="https://rlang.r-lib.org/reference/nse-defuse.html">rlang::quo</a></code>, and <code>!!</code>, in addition to the so-called “underscore functions” (like <code>summarize_</code>). Currently, they have been soft-deprecated, they may be removed altogether in some future version of srvyr.</p>
+</div>
+<div id="working-column-wise" class="section level2">
+<h2 class="hasAnchor">
+<a href="#working-column-wise" class="anchor"></a>Working column-wise</h2>
+<p>As of version 1.0 of srvyr, it supports dplyr’s across function, so when you want to calculate a statistic on more than one variable, it is easy to do so. See <a href="https://dplyr.tidyverse.org/articles/colwise.html"><code>vignette("colwise", package = "dplyr")</code></a> for more details, but here is another quick example:</p>
+<div class="sourceCode" id="cb49"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Calculate survey mean for all variables that have names starting with "api"</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</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 class="fu"><a href="https://tidyselect.r-lib.org/reference/starts_with.html">starts_with</a></span><span class="op">(</span><span class="st">"api"</span><span class="op">)</span>, <span class="va">survey_mean</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 1 × 6
+##   api00 api00_se api99 api99_se api.stu api.stu_se
+##   &lt;dbl&gt;    &lt;dbl&gt; &lt;dbl&gt;    &lt;dbl&gt;   &lt;dbl&gt;      &lt;dbl&gt;
+## 1  662.     9.41  629.     9.96    498.       16.1</code></pre>
+<p>Srvyr also supports older methods of working column-wise, the “scoped variants”, such as <code>summarize_at</code>, <code>summarize_if</code>, <code>summarize_all</code> and <code>summarize_each</code>. Again, these are maintained for backwards compatibility, matching what the tidyverse team has done, but may be removed from a future version.</p>
 </div>
-<div id="scoped-functions" class="section level2">
+<div id="calculating-proportions-in-groups" class="section level2">
 <h2 class="hasAnchor">
-<a href="#scoped-functions" class="anchor"></a>Scoped functions</h2>
-<p>Srvyr has also been able to take advantage of the new-ish dplyr “scoped” variants of the main manipulation functions like <code><a href="../reference/summarise_all.html">summarize_at()</a></code>. These functions allow you to quickly calculate summary statistics for multiple variables. For example:</p>
-<div class="sourceCode" id="cb33"><html><body><pre class="r"><span class="co"># Calculate survey mean for all variables that have names starting with "api"</span>
-<span class="no">strat_design</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="../reference/summarise_all.html">summarize_at</a></span>(<span class="fu"><a href="../reference/summarise_all.html">vars</a></span>(<span class="fu"><a href="https://dplyr.tidyverse.org/reference/reexports.html">starts_with</a></span>(<span class="st">"api"</span>)), <span class="no">survey_mean</span>)</pre></body></html></div>
-<pre><code>##      api00 api00_se    api99 api99_se  api.stu api.stu_se
-## 1 662.2874 9.408941 629.3948 9.963947 498.2255   16.06028</code></pre>
-<p>The dplyr documentation <code><a href="https://dplyr.tidyverse.org/reference/scoped.html">dplyr::scoped</a></code> provides more details.</p>
+<a href="#calculating-proportions-in-groups" class="anchor"></a>Calculating proportions in groups</h2>
+<p>You can calculate the weighted proportion that falls into a group using the <code><a href="../reference/survey_mean.html">survey_prop()</a></code> function (or the <code><a href="../reference/survey_mean.html">survey_mean()</a></code> function with no <code>x</code> argument). The proportion is calculated by “unpeeling” the last variable used in <code><a href="../reference/group_by.html">group_by()</a></code> and then calculating the proportion within the other groups that fall into the last group (so that the proportion within each group that was unpeeled sums to 100%).</p>
+<div class="sourceCode" id="cb51"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Calculate the proportion that falls into each category of `awards` per `stype`</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span>, <span class="va">awards</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>prop <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_prop</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 6 × 4
+## # Groups:   stype [3]
+##   stype awards  prop prop_se
+##   &lt;fct&gt; &lt;fct&gt;  &lt;dbl&gt;   &lt;dbl&gt;
+## 1 E     No      0.27  0.0441
+## 2 E     Yes     0.73  0.0441
+## 3 H     No      0.68  0.0644
+## 4 H     Yes     0.32  0.0644
+## 5 M     No      0.52  0.0696
+## 6 M     Yes     0.48  0.0696</code></pre>
+<p>If you want to calculate the proportion for groups from multiple variables at the same time that add up to 100%, the <code>interact</code> function can help. The <code>interact</code> function creates a variable that is automatically split apart so that more than one variable can be unpeeled.</p>
+<div class="sourceCode" id="cb53"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="co"># Calculate the proportion that falls into each category of both `awards` and `stype`</span>
+<span class="va">strat_design</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/group_by.html">group_by</a></span><span class="op">(</span><span class="fu"><a href="../reference/interact.html">interact</a></span><span class="op">(</span><span class="va">stype</span>, <span class="va">awards</span><span class="op">)</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>prop <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_prop</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></code></pre></div>
+<pre><code>## # A tibble: 6 × 4
+##   stype awards   prop prop_se
+##   &lt;fct&gt; &lt;fct&gt;   &lt;dbl&gt;   &lt;dbl&gt;
+## 1 E     No     0.193  0.0315 
+## 2 E     Yes    0.521  0.0315 
+## 3 H     No     0.0829 0.00785
+## 4 H     Yes    0.0390 0.00785
+## 5 M     No     0.0855 0.0114 
+## 6 M     Yes    0.0789 0.0114</code></pre>
 </div>
+</div>
+<div id="learning-more" class="section level1">
+<h1 class="hasAnchor">
+<a href="#learning-more" class="anchor"></a>Learning More</h1>
+<p>Here are some free resources put together by the community about srvyr:</p>
+<ul>
+<li>
+<strong>“How-to”s &amp; examples of using srvyr</strong>
+<ul>
+<li>Stephanie Zimmer &amp; Rebecca Powell’s <a href="https://github.com/szimmer/tidy-survey-aapor-2021">2021 AAPOR Workshop “Tidy Survey Analysis in R using the srvyr Package”</a>
+</li>
+<li>“The Epidemiologist R Handbook”, by Neale Batra et al. has a <a href="https://epirhandbook.com/survey-analysis.html">chapter on survey analysis</a> with srvyr and survey package examples</li>
+<li>Kieran Healy’s book <a href="https://socviz.co/modeling.html#plots-from-complex-surveys">“Data Visualization: A Practical Introduction”</a> has a section on using srvyr to visualize the ESS.</li>
+<li>The IPUMS PMA team’s blog had a series showing examples of using the <a href="https://ipums.github.io/pma-data-hub/index.html#category:COVID-19">PMA COVID survey panel with weights</a>
+</li>
+<li>
+<a href="https://www.opencasestudies.org/ocs-bp-vaping-case-study/">“Open Case Studies: Vaping Behaviors in American Youth”</a> by Carrie Wright, Michael Ontiveros, Leah Jager, Margaret Taub, and Stephanie Hicks is a detailed case study that includes using srvyr to analyze the National Youth Tobacco Survey.</li>
+<li>
+<a href="https://towardsdatascience.com/how-to-plot-likert-scales-with-a-weighted-survey-in-a-dplyr-friendly-way-68df600881a">“How to plot Likert scales with a weighted survey in a dplyr friendly way”</a> by Francisco Suárez Salas</li>
+<li>The tidycensus package vignette <a href="https://walker-data.com/tidycensus/articles/pums-data.html">“Working with Census microdata”</a> includes information about using the weights from the ACS retrieved from the census API.</li>
+<li>
+<a href="https://ldaly.github.io/giveinandblogit/">“The Joy of Calculating the Direct Standard Error for PUMS Estimates”</a> by GitHub user <span class="citation">@ldaly</span>
+</li>
+</ul>
+</li>
+<li>
+<strong>About survey statistics</strong>
+<ul>
+<li>Thomas Lumley’s book <a href="http://r-survey.r-forge.r-project.org/svybook/">“Complex Surveys: a guide to analysis using R”</a>
+</li>
+<li><a href="https://projecteuclid.org/accountAjax/Download?downloadType=journal%20article&amp;urlId=10.1214%2F17-STS614&amp;isResultClick=True">Chris Skinner. Jon Wakefield. “Introduction to the Design and Analysis of Complex Survey Data.” Statist. Sci. 32 (2) 165 - 175, May 2017. 10.1214/17-STS614</a></li>
+<li>Sharon Lohr’s textbook “Sampling: Design and Analysis”. <a href="https://www.sharonlohr.com/sampling-design-and-analysis-2e">Second</a> or <a href="https://www.sharonlohr.com/sampling-design-and-analysis-3e">Third</a> Editions</li>
+<li>“Survey weighting is a mess” is the opening to Andrew Gelman’s <a href="http://www.stat.columbia.edu/~gelman/research/published/STS226.pdf">“Struggles with Survey Weighting and Regression Modeling”</a>
+</li>
+<li>Anthony Damico’s website <a href="http://asdfree.com">“Analyze Survey Data for Free”</a> has the weight specifications for a wide variety of public use survey datasets.</li>
+</ul>
+</li>
+<li>
+<strong>Working programmatically and/or on multiple columns at once (eg <code><a href="https://dplyr.tidyverse.org/reference/across.html">dplyr::across</a></code> and <code>rlang</code>’s “curly curly” <code>{{}}</code>)</strong>
+<ul>
+<li>dplyr’s included package vignettes <a href="https://dplyr.tidyverse.org/articles/colwise.html">“Column-wise operations”</a> &amp; <a href="https://dplyr.tidyverse.org/articles/programming.html">“Programming with dplyr”</a>
+</li>
+</ul>
+</li>
+<li>
+<strong>Non-English resources</strong>
+<ul>
+<li>
+<em>Em português:</em> <a href="https://djalmapessoa.github.io/adac/">“Análise de Dados Amostrais Complexos”</a> by Djalma Pessoa and Pedro Nascimento Silva</li>
+<li>
+<em>En español:</em> <a href="https://medium.com/tacosdedatos/usando-r-para-sacar-informaci%C3%B3n-de-los-microdatos-del-inegi-b21b6946cf4f">“Usando R para jugar con los microdatos del INEGI”</a> by Claudio Daniel Pacheco Castro</li>
+</ul>
+</li>
+<li>
+<strong>Other cool stuff that uses srvyr</strong>
+<ul>
+<li>A (free) graphical interface allowing exploratory data analysis of survey data without writing code: <a href="https://inzight.nz/">iNZight</a> (and <a href="https://inzight.nz/docs/survey-specification.html">survey data instructions</a>)</li>
+<li>
+<a href="https://avallecam.github.io/serosurvey/">“serosurvey: Serological Survey Analysis For Prevalence Estimation Under Misclassification”</a> by Andree Valle Campos</li>
+<li>Several packages on CRAN depend on srvyr, you can see them by looking at the <a href="https://cran.r-project.org/package=srvyr">reverse Imports/Suggestions on CRAN</a>.</li>
+</ul>
+</li>
+</ul>
+<p><strong>Still need help?</strong></p>
+<p>I think the best way to get help is to form a specific question and ask it in some place like <a href="https://community.rstudio.com">rstudio’s community webiste</a> (known for it’s friendly community) or <a href="https://stackoverflow.com">stackoverflow.com</a> (maybe not known for being quite as friendly, but probably has more people). If you think you’ve found a bug in srvyr’s code, please file an <a href="https://github.com/gergness/srvyr/issues/new">issue on GitHub</a>, but note that I’m not a great resource for helping specific issue, both because I have limited capacity but also because I do not consider myself an expert in the statistical methods behind survey analysis.</p>
+<p><strong>Have something to add?</strong></p>
+<p>These resources were mostly found via vanity searches on twitter &amp; github. If you know of anything I missed, or have written something yourself, <a href="https://github.com/gergness/srvyr/issues/127">please let me know in this GitHub issue</a>!</p>
 </div>
   </div>
 
@@ -368,7 +576,7 @@ <h2 class="hasAnchor">
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
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diff --git a/docs/articles/srvyr-vs-survey_files/header-attrs-2.11/header-attrs.js b/docs/articles/srvyr-vs-survey_files/header-attrs-2.11/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/srvyr-vs-survey_files/header-attrs-2.11/header-attrs.js
@@ -0,0 +1,12 @@
+// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
+  var i, h, a;
+  for (i = 0; i < hs.length; i++) {
+    h = hs[i];
+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
+  }
+});
diff --git a/docs/authors.html b/docs/authors.html
index 1d52e76..0370ecf 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -170,7 +170,7 @@ <h1>Authors</h1>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/favicon.ico b/docs/favicon.ico
index 486d8d6820c64dd705470b4e5ded6db52c6eb826..3cb2dca26ec0ad909b7c14c338cac004fe0efb19 100644
GIT binary patch
delta 71
zcmZ4Xi*ea6#tCt3F)R!WF)Wi6S=2XnTeHBqtnQnIS)&CI{PfMYMXgm~{EcGGo9A1%
GI|2Z=N)s*s

delta 67
zcmZ4Xi*ea6#tCt(!rTlD!jm`JXl(4ZW`XlOHVd;x3&6P<n{SI+tHQZ0o9A1%I|2Zl
CJriyK

diff --git a/docs/index.html b/docs/index.html
index 8bf091e..cb8a368 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -34,7 +34,7 @@
       <span class="navbar-brand">
 <img src="tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -42,7 +42,7 @@
       <ul class="nav navbar-nav">
 <li>
   <a href="index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -102,51 +102,59 @@
 <p>srvyr brings parts of <a href="https://github.com/tidyverse/dplyr/">dplyr’s</a> syntax to survey analysis, using the <a href="https://CRAN.R-project.org/package=survey">survey</a> package.</p>
 <p>srvyr focuses on calculating summary statistics from survey data, such as the mean, total or quantile. It allows for the use of many dplyr verbs, such as <code>summarize</code>, <code>group_by</code>, and <code>mutate</code>, the convenience of pipe-able functions, rlang’s style of non-standard evaluation and more consistent return types than the survey package.</p>
 <p>You can try it out:</p>
-<div class="sourceCode" id="cb1"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span>(<span class="st">"srvyr"</span>)
+<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="fu"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span><span class="op">(</span><span class="st">"srvyr"</span><span class="op">)</span>
 <span class="co"># or for development version</span>
-<span class="co"># devtools::install_github("gergness/srvyr")</span></pre></div>
+<span class="co"># remotes::install_github("gergness/srvyr")</span></code></pre></div>
 <div id="example-usage" class="section level2">
 <h2 class="hasAnchor">
 <a href="#example-usage" class="anchor"></a>Example usage</h2>
 <p>First, describe the variables that define the survey’s structure with the function <code><a href="reference/as_survey.html">as_survey()</a></code>with the bare column names of the names that you would use in functions from the survey package like <code><a href="https://rdrr.io/pkg/survey/man/svydesign.html">survey::svydesign()</a></code>, <code><a href="https://rdrr.io/pkg/survey/man/svrepdesign.html">survey::svrepdesign()</a></code> or <code><a href="https://rdrr.io/pkg/survey/man/twophase.html">survey::twophase()</a></code>.</p>
-<div class="sourceCode" id="cb2"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">srvyr</span>, <span class="kw">warn.conflicts</span> <span class="kw">=</span> <span class="fl">FALSE</span>)
-<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">api</span>, <span class="kw">package</span> <span class="kw">=</span> <span class="st">"survey"</span>)
+<div class="sourceCode" id="cb2"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><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>, warn.conflicts <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span><span class="op">(</span><span class="va">api</span>, package <span class="op">=</span> <span class="st">"survey"</span><span class="op">)</span>
 
-<span class="no">dstrata</span> <span class="kw">&lt;-</span> <span class="no">apistrat</span> <span class="kw">%&gt;%</span>
-   <span class="fu"><a href="reference/as_survey_design.html">as_survey_design</a></span>(<span class="kw">strata</span> <span class="kw">=</span> <span class="no">stype</span>, <span class="kw">weights</span> <span class="kw">=</span> <span class="no">pw</span>)</pre></div>
+<span class="va">dstrata</span> <span class="op">&lt;-</span> <span class="va">apistrat</span> <span class="op">%&gt;%</span>
+   <span class="fu"><a href="reference/as_survey_design.html">as_survey_design</a></span><span class="op">(</span>strata <span class="op">=</span> <span class="va">stype</span>, weights <span class="op">=</span> <span class="va">pw</span><span class="op">)</span></code></pre></div>
 <p>Now many of the dplyr verbs are available.</p>
 <ul>
 <li>
-<code><a href="reference/dplyr_single.html">mutate()</a></code> adds or modifies a variable.</li>
+<code><a href="reference/group_trim.html">mutate()</a></code> adds or modifies a variable.</li>
 </ul>
-<!-- end list --><div class="sourceCode" id="cb3"><pre class="r"><span class="no">dstrata</span> <span class="kw">&lt;-</span> <span class="no">dstrata</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="reference/dplyr_single.html">mutate</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="no">api00</span> - <span class="no">api99</span>)</pre></div>
+<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">dstrata</span> <span class="op">&lt;-</span> <span class="va">dstrata</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="reference/group_trim.html">mutate</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="va">api00</span> <span class="op">-</span> <span class="va">api99</span><span class="op">)</span></code></pre></div>
 <ul>
 <li>
 <code><a href="reference/summarise.html">summarise()</a></code> calculates summary statistics such as mean, total, quantile or ratio.</li>
 </ul>
-<!-- end list --><div class="sourceCode" id="cb4"><pre class="r"><span class="no">dstrata</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="reference/summarise.html">summarise</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="reference/survey_mean.html">survey_mean</a></span>(<span class="no">api_diff</span>, <span class="kw">vartype</span> <span class="kw">=</span> <span class="st">"ci"</span>))
+<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">dstrata</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="reference/summarise.html">summarise</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="fu"><a href="reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api_diff</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span><span class="op">)</span>
+<span class="co">#&gt; # A tibble: 1 × 3</span>
 <span class="co">#&gt;   api_diff api_diff_low api_diff_upp</span>
-<span class="co">#&gt; 1 32.89252     28.79413     36.99091</span></pre></div>
+<span class="co">#&gt;      &lt;dbl&gt;        &lt;dbl&gt;        &lt;dbl&gt;</span>
+<span class="co">#&gt; 1     32.9         28.8         37.0</span></code></pre></div>
 <ul>
 <li>
 <code><a href="reference/group_by.html">group_by()</a></code> and then <code><a href="reference/summarise.html">summarise()</a></code> creates summaries by groups.</li>
 </ul>
-<!-- end list --><div class="sourceCode" id="cb5"><pre class="r"><span class="no">dstrata</span> <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="reference/group_by.html">group_by</a></span>(<span class="no">stype</span>) <span class="kw">%&gt;%</span>
-  <span class="fu"><a href="reference/summarise.html">summarise</a></span>(<span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="reference/survey_mean.html">survey_mean</a></span>(<span class="no">api_diff</span>, <span class="kw">vartype</span> <span class="kw">=</span> <span class="st">"ci"</span>))
-<span class="co">#&gt; # A tibble: 3 x 4</span>
+<div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">dstrata</span> <span class="op">%&gt;%</span> 
+  <span class="fu"><a href="reference/group_by.html">group_by</a></span><span class="op">(</span><span class="va">stype</span><span class="op">)</span> <span class="op">%&gt;%</span>
+  <span class="fu"><a href="reference/summarise.html">summarise</a></span><span class="op">(</span>api_diff <span class="op">=</span> <span class="fu"><a href="reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api_diff</span>, vartype <span class="op">=</span> <span class="st">"ci"</span><span class="op">)</span><span class="op">)</span>
+<span class="co">#&gt; # A tibble: 3 × 4</span>
 <span class="co">#&gt;   stype api_diff api_diff_low api_diff_upp</span>
 <span class="co">#&gt;   &lt;fct&gt;    &lt;dbl&gt;        &lt;dbl&gt;        &lt;dbl&gt;</span>
 <span class="co">#&gt; 1 E        38.6         33.1          44.0</span>
 <span class="co">#&gt; 2 H         8.46         1.74         15.2</span>
-<span class="co">#&gt; 3 M        26.4         20.4          32.4</span></pre></div>
+<span class="co">#&gt; 3 M        26.4         20.4          32.4</span></code></pre></div>
 <ul>
 <li>Functions from the survey package are still available:</li>
 </ul>
-<!-- end list --><div class="sourceCode" id="cb6"><pre class="r"><span class="no">my_model</span> <span class="kw">&lt;-</span> <span class="kw pkg">survey</span><span class="kw ns">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span>(<span class="no">api99</span> ~ <span class="no">stype</span>, <span class="no">dstrata</span>)
-<span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span>(<span class="no">my_model</span>)
+<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span class="va">my_model</span> <span class="op">&lt;-</span> <span class="fu">survey</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/survey/man/svyglm.html">svyglm</a></span><span class="op">(</span><span class="va">api99</span> <span class="op">~</span> <span class="va">stype</span>, <span class="va">dstrata</span><span class="op">)</span>
+<span class="fu"><a href="https://rdrr.io/r/base/summary.html">summary</a></span><span class="op">(</span><span class="va">my_model</span><span class="op">)</span>
 <span class="co">#&gt; </span>
 <span class="co">#&gt; Call:</span>
 <span class="co">#&gt; svyglm(formula = api99 ~ stype, design = dstrata)</span>
@@ -164,14 +172,86 @@ <h2 class="hasAnchor">
 <span class="co">#&gt; </span>
 <span class="co">#&gt; (Dispersion parameter for gaussian family taken to be 16409.56)</span>
 <span class="co">#&gt; </span>
-<span class="co">#&gt; Number of Fisher Scoring iterations: 2</span></pre></div>
+<span class="co">#&gt; Number of Fisher Scoring iterations: 2</span></code></pre></div>
+</div>
+<div id="learning-more" class="section level2">
+<h2 class="hasAnchor">
+<a href="#learning-more" class="anchor"></a>Learning more</h2>
+<p>Here are some free resources put together by the community about srvyr:</p>
+<ul>
+<li>
+<strong>“How-to”s &amp; examples of using srvyr</strong>
+<ul>
+<li>srvyr’s included vignette <a href="http://gdfe.co/srvyr/articles/srvyr-vs-survey.html">“srvyr vs survey”</a> and the rest of the <a href="http://gdfe.co/srvyr/">pkgdown website</a>
+</li>
+<li>Stephanie Zimmer &amp; Rebecca Powell’s <a href="https://github.com/szimmer/tidy-survey-aapor-2021">2021 AAPOR Workshop “Tidy Survey Analysis in R using the srvyr Package”</a>
+</li>
+<li>“The Epidemiologist R Handbook”, by Neale Batra et al. has a <a href="https://epirhandbook.com/survey-analysis.html">chapter on survey analysis</a> with srvyr and survey package examples</li>
+<li>Kieran Healy’s book <a href="https://socviz.co/modeling.html#plots-from-complex-surveys">“Data Visualization: A Practical Introduction”</a> has a section on using srvyr to visualize the ESS.</li>
+<li>The IPUMS PMA team’s blog had a series showing examples of using the <a href="https://ipums.github.io/pma-data-hub/index.html#category:COVID-19">PMA COVID survey panel with weights</a>
+</li>
+<li>
+<a href="https://www.opencasestudies.org/ocs-bp-vaping-case-study/">“Open Case Studies: Vaping Behaviors in American Youth”</a> by Carrie Wright, Michael Ontiveros, Leah Jager, Margaret Taub, and Stephanie Hicks is a detailed case study that includes using srvyr to analyze the National Youth Tobacco Survey.</li>
+<li>
+<a href="https://towardsdatascience.com/how-to-plot-likert-scales-with-a-weighted-survey-in-a-dplyr-friendly-way-68df600881a">“How to plot Likert scales with a weighted survey in a dplyr friendly way”</a> by Francisco Suárez Salas</li>
+<li>The tidycensus package vignette <a href="https://walker-data.com/tidycensus/articles/pums-data.html">“Working with Census microdata”</a> includes information about using the weights from the ACS retrieved from the census API.</li>
+<li>
+<a href="https://ldaly.github.io/giveinandblogit/">“The Joy of Calculating the Direct Standard Error for PUMS Estimates”</a> by GitHub user @ldaly</li>
+</ul>
+</li>
+<li>
+<strong>About survey statistics</strong>
+<ul>
+<li>Thomas Lumley’s book <a href="http://r-survey.r-forge.r-project.org/svybook/">“Complex Surveys: a guide to analysis using R”</a>
+</li>
+<li><a href="https://projecteuclid.org/accountAjax/Download?downloadType=journal%20article&amp;urlId=10.1214%2F17-STS614&amp;isResultClick=True">Chris Skinner. Jon Wakefield. “Introduction to the Design and Analysis of Complex Survey Data.” Statist. Sci. 32 (2) 165 - 175, May 2017. 10.1214/17-STS614</a></li>
+<li>Sharon Lohr’s textbook “Sampling: Design and Analysis”. <a href="https://www.sharonlohr.com/sampling-design-and-analysis-2e">Second</a> or <a href="https://www.sharonlohr.com/sampling-design-and-analysis-3e">Third</a> Editions</li>
+<li>“Survey weighting is a mess” is the opening to Andrew Gelman’s <a href="http://www.stat.columbia.edu/~gelman/research/published/STS226.pdf">“Struggles with Survey Weighting and Regression Modeling”</a>
+</li>
+<li>Anthony Damico’s website <a href="http://asdfree.com">“Analyze Survey Data for Free”</a> has the weight specifications for a wide variety of public use survey datasets.</li>
+</ul>
+</li>
+<li>
+<strong>Working programmatically and/or on multiple columns at once (eg <code><a href="https://dplyr.tidyverse.org/reference/across.html">dplyr::across</a></code> and <code>rlang</code>’s “curly curly” <code>{{}}</code>)</strong>
+<ul>
+<li>dplyr’s included package vignettes <a href="https://dplyr.tidyverse.org/articles/colwise.html">“Column-wise operations”</a> &amp; <a href="https://dplyr.tidyverse.org/articles/programming.html">“Programming with dplyr”</a>
+</li>
+</ul>
+</li>
+<li>
+<strong>Non-English resources</strong>
+<ul>
+<li>
+<em>Em português:</em> <a href="https://djalmapessoa.github.io/adac/">“Análise de Dados Amostrais Complexos”</a> by Djalma Pessoa and Pedro Nascimento Silva</li>
+<li>
+<em>En español:</em> <a href="https://medium.com/tacosdedatos/usando-r-para-sacar-informaci%C3%B3n-de-los-microdatos-del-inegi-b21b6946cf4f">“Usando R para jugar con los microdatos del INEGI”</a> by Claudio Daniel Pacheco Castro</li>
+</ul>
+</li>
+<li>
+<strong>Other cool stuff that uses srvyr</strong>
+<ul>
+<li>A (free) graphical interface allowing exploratory data analysis of survey data without writing code: <a href="https://inzight.nz/">iNZight</a> (and <a href="https://inzight.nz/docs/survey-specification.html">survey data instructions</a>)</li>
+<li>
+<a href="https://avallecam.github.io/serosurvey/">“serosurvey: Serological Survey Analysis For Prevalence Estimation Under Misclassification”</a> by Andree Valle Campos</li>
+<li>Several packages on CRAN depend on srvyr, you can see them by looking at the <a href="https://cran.r-project.org/package=srvyr">reverse Imports/Suggestions on CRAN</a>.</li>
+</ul>
+</li>
+</ul>
+<p><strong>Still need help?</strong></p>
+<p>I think the best way to get help is to form a specific question and ask it in some place like <a href="https://community.rstudio.com">rstudio’s community webiste</a> (known for it’s friendly community) or <a href="https://stackoverflow.com">stackoverflow.com</a> (maybe not known for being quite as friendly, but probably has more people). If you think you’ve found a bug in srvyr’s code, please file an <a href="https://github.com/gergness/srvyr/issues/new">issue on GitHub</a>, but note that I’m not a great resource for helping specific issue, both because I have limited capacity but also because I do not consider myself an expert in the statistical methods behind survey analysis.</p>
+<p><strong>Have something to add?</strong></p>
+<p>These resources were mostly found via vanity searches on twitter &amp; github. If you know of anything I missed, or have written something yourself, <a href="https://github.com/gergness/srvyr/issues/127">please let me know in this GitHub issue</a>!</p>
 </div>
 <div id="what-people-are-saying-about-srvyr" class="section level2">
 <h2 class="hasAnchor">
 <a href="#what-people-are-saying-about-srvyr" class="anchor"></a>What people are saying about srvyr</h2>
 <blockquote>
-<p><span class="math display"><em>s</em><em>r</em><em>v</em><em>y</em><em>r</em></span> lets us use the survey library’s functions within a data analysis pipeline in a familiar way.</p>
-<p>– <cite>Kieran Healy, in <a href="https://socviz.co/modeling.html#plots-from-complex-surveys">Data Visualization: A practical introduction</a> </cite></p>
+<p>minimal changes to my #r #dplyr script to incorporate survey weights, thanks to the amazing #srvyr and #survey packages. Thanks to @gregfreedman &amp; @tslumley. Integrates soooo nicely into tidyverse</p>
+<p>–<cite>Brian Guay (<a href="https://twitter.com/brianmguay/status/1405224564196622338">@BrianMGuay on Jun 16, 2021</a>)</cite></p>
+</blockquote>
+<blockquote>
+<p>Spending my afternoon using <code>srvyr</code> for tidy analysis of weighted survey data in #rstats and it’s so elegant. Vignette here: <a href="https://CRAN.R-project.org/package=srvyr/vignettes/srvyr-vs-survey.html" class="uri">https://CRAN.R-project.org/package=srvyr/vignettes/srvyr-vs-survey.html</a></p>
+<p>–<cite>Chris Skovron (<a href="https://twitter.com/cskovron/status/1065015904784842752">@cskovron on Nov 20, 2018</a>)</cite></p>
 </blockquote>
 <blockquote>
 <ol>
@@ -183,7 +263,7 @@ <h2 class="hasAnchor">
 <div id="contributing" class="section level2">
 <h2 class="hasAnchor">
 <a href="#contributing" class="anchor"></a>Contributing</h2>
-<p>I do appreciate bug reports, suggestions and pull requests! I started this as a way to learn about R package development, and am still learning, so you’ll have to bear with me. Please review the <a href="https://github.com/gergness/srvyr/blob/master/CODE_OF_CONDUCT.md">Contributor Code of Conduct</a>, as all participants are required to abide by its terms.</p>
+<p>I do appreciate bug reports, suggestions and pull requests! I started this as a way to learn about R package development, and am still learning, so you’ll have to bear with me. Please review the <a href="https://github.com/gergness/srvyr/blob/main/CODE_OF_CONDUCT.md">Contributor Code of Conduct</a>, as all participants are required to abide by its terms.</p>
 <p>If you’re unfamiliar with contributing to an R package, I recommend the guides provided by Rstudio’s tidyverse team, such as Jim Hester’s <a href="https://www.tidyverse.org/blog/2017/08/contributing/">blog post</a> or Hadley Wickham’s <a href="https://r-pkgs.org/">R packages book</a>.</p>
 </div>
 </div>
@@ -229,9 +309,7 @@ <h2>Dev status</h2>
 <ul class="list-unstyled">
 <li><a href="https://CRAN.R-project.org/package=srvyr"><img src="http://www.r-pkg.org/badges/version/srvyr" alt="CRAN_Status_Badge"></a></li>
 <li><a href="https://github.com/gergness/srvyr/actions"><img src="https://github.com/gergness/srvyr/workflows/R-CMD-check/badge.svg" alt="R build status"></a></li>
-<li><a href="https://travis-ci.org/gergness/srvyr"><img src="https://travis-ci.org/gergness/srvyr.svg?branch=master" alt="Travis-CI Build Status"></a></li>
-<li><a href="https://ci.appveyor.com/project/gergness/srvyr"><img src="https://ci.appveyor.com/api/projects/status/github/gergness/srvyr?branch=master&amp;svg=true" alt="AppVeyor Build Status"></a></li>
-<li><a href="https://codecov.io/github/gergness/srvyr?branch=master"><img src="https://codecov.io/gh/gergness/srvyr/master.svg" alt="Coverage Status"></a></li>
+<li><a href="https://codecov.io/gh/gergness/srvyr"><img src="https://codecov.io/gh/gergness/srvyr/branch/master/graph/badge.svg?token=q4DvfEj5Jj" alt="codecov"></a></li>
 <li><a href="http://gdfe.co/srvyr/"><img src="tools/pkgdownshield.svg" alt="Documentation via pkgdown"></a></li>
 </ul>
 </div>
@@ -244,7 +322,7 @@ <h2>Dev status</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/news/index.html b/docs/news/index.html
index ce8cccb..df2041f 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -136,6 +136,28 @@ <h1 data-toc-skip>Changelog <small></small></h1>
       <small>Source: <a href='https://github.com/gergness/srvyr/blob/master/NEWS.md'><code>NEWS.md</code></a></small>
     </div>
 
+    <div id="srvyr-110" class="section level1">
+<h1 class="page-header" data-toc-text="1.1.0">
+<a href="#srvyr-110" class="anchor"></a>srvyr 1.1.0<small> Unreleased </small>
+</h1>
+<ul>
+<li>Uses the new quantile functions provided in version 4.1 of the survey package. The old survey quantile functions can be accessed with <code><a href="../reference/survey_old_quantile.html">survey_old_quantile()</a></code> and <code><a href="../reference/survey_old_quantile.html">survey_old_median()</a></code>
+</li>
+<li>Adds a new function <code>interact</code> that makes it easier to calculate proportions among interacted groups</li>
+<li>“Filering joins” (<code>anti_join</code> and <code>semi_join</code>) are now available for srvyr objects. You must put the <code>tbl_svy</code> object first. (<a href='https://github.com/gergness/srvyr/issues/65'>#65</a>, <a href='https://github.com/gergness/srvyr/issues/120'>#120</a>, <a href='https://github.com/bschneidr'>@bschneidr</a>)</li>
+<li>Auto-unpacking of data.frames works even inside of a named data.frame column (like one created by <code><a href="https://dplyr.tidyverse.org/reference/across.html">dplyr::across</a></code>). (<a href='https://github.com/gergness/srvyr/issues/129'>#129</a>)</li>
+<li>Miscellaneous documentation improvements (<a href='https://github.com/gergness/srvyr/issues/119'>#119</a>, <a href='https://github.com/gergness/srvyr/issues/126'>#126</a>, <a href='https://github.com/gergness/srvyr/issues/127'>#127</a>)</li>
+</ul>
+</div>
+    <div id="srvyr-101" class="section level1">
+<h1 class="page-header" data-toc-text="1.0.1">
+<a href="#srvyr-101" class="anchor"></a>srvyr 1.0.1<small> 2021-03-28 </small>
+</h1>
+<ul>
+<li>
+<code><a href="../reference/survey_mean.html">survey_mean()</a></code> with no <code>x</code> no longer errors when there are no grouping variables (<a href='https://github.com/gergness/srvyr/issues/117'>#117</a>)</li>
+</ul>
+</div>
     <div id="srvyr-100" class="section level1">
 <h1 class="page-header" data-toc-text="1.0.0">
 <a href="#srvyr-100" class="anchor"></a>srvyr 1.0.0<small> 2020-12-01 </small>
@@ -155,7 +177,9 @@ <h1 class="page-header" data-toc-text="1.0.0">
 <ul>
 <li>
 <p>objects in the <code>summarize</code> will refer to the output of <code>summarize</code> before the input. Meaning code that looks like this:</p>
-<div class="sourceCode" id="cb1"><pre class="r"><span class="no">dstrata</span> <span class="kw">%&gt;%</span> <span class="fu"><a href="../reference/summarise.html">summarize</a></span>(<span class="kw">api99</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">api99</span>), <span class="kw">api_diff</span> <span class="kw">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span>(<span class="no">api00</span> - <span class="no">api99</span>))</pre></div>
+<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
+<code class="sourceCode R">
+<span class="va">dstrata</span> <span class="op">%&gt;%</span> <span class="fu"><a href="../reference/summarise.html">summarize</a></span><span class="op">(</span>api99 <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api99</span><span class="op">)</span>, api_diff <span class="op">=</span> <span class="fu"><a href="../reference/survey_mean.html">survey_mean</a></span><span class="op">(</span><span class="va">api00</span> <span class="op">-</span> <span class="va">api99</span><span class="op">)</span><span class="op">)</span> </code></pre></div>
 <p>will now error because it calculates the mean of <code>api99</code> before using it inside of the calculation for <code>api_diff</code>. This behavior better matches <code>dplyr</code>’s so will likely be kept.</p>
 </li>
 </ul>
@@ -165,7 +189,7 @@ <h1 class="page-header" data-toc-text="1.0.0">
 <li><p>Support for <code><a href="https://dplyr.tidyverse.org/reference/group_map.html">group_map()</a></code>/<code><a href="https://dplyr.tidyverse.org/reference/group_map.html">group_walk()</a></code>/<code><a href="../reference/group_map_dfr.html">group_map_dfr()</a></code>, <code><a href="https://dplyr.tidyverse.org/reference/group_split.html">group_split()</a></code>, <code><a href="https://dplyr.tidyverse.org/reference/group_nest.html">group_nest()</a></code> and <code><a href="https://dplyr.tidyverse.org/reference/nest_by.html">nest_by()</a></code> were added for <code>tbl_svy</code> objects.</p></li>
 <li><p>Support <code>drop_na</code> from tidyr (<a href='https://github.com/gergness/srvyr/issues/107'>#107</a>).</p></li>
 <li><p><code><a href="../reference/as_survey.html">as_survey()</a></code> and <code><a href="../reference/srvyr-se-deprecated.html">as_survey_()</a></code> are now idempotent: given a <code>srvyr</code> survey object (a <code>tbl_srv</code>), they return it unchanged. If extra arguments are provided, they are ignored with a warning (<a href='https://github.com/gergness/srvyr/issues/97'>#97</a>, thanks <a href='https://github.com/krivit'>@krivit</a>).</p></li>
-<li><p><code><a href="../reference/dplyr_single.html">rename_with()</a></code> now works with surveys (<a href='https://github.com/gergness/srvyr/issues/96'>#96</a>, thanks <a href='https://github.com/krivit'>@krivit</a>).</p></li>
+<li><p><code><a href="../reference/group_trim.html">rename_with()</a></code> now works with surveys (<a href='https://github.com/gergness/srvyr/issues/96'>#96</a>, thanks <a href='https://github.com/krivit'>@krivit</a>).</p></li>
 </ul>
 </div>
     <div id="srvyr-040" class="section level1">
@@ -175,7 +199,7 @@ <h1 class="page-header" data-toc-text="0.4.0">
 <ul>
 <li><p>Fix to ensure that ordered factors can be used as grouping variables or as inputs to <code>survey_count</code> and <code>survey_tally</code> (<a href='https://github.com/gergness/srvyr/issues/92'>#92</a>, thanks for reporting <a href='https://github.com/szimmer'>@szimmer</a> &amp; <a href='https://github.com/walkerke'>@walkerke</a> &amp; for fixing <a href='https://github.com/bschneidr'>@bschneidr</a>).</p></li>
 <li><p>Fix to ensure that numeric values can be used in grouping variables (<a href='https://github.com/gergness/srvyr/issues/78'>#78</a> &amp; <a href='https://github.com/gergness/srvyr/issues/74'>#74</a>, thanks for reporting <a href='https://github.com/tzoltak'>@tzoltak</a> &amp; fix <a href='https://github.com/bschneidr'>@bschneidr</a>)</p></li>
-<li><p>Some improvements for dplyr 1.0 (<a href='https://github.com/gergness/srvyr/issues/79'>#79</a>) <code><a href="../reference/dplyr_single.html">transmute()</a></code> now works (thanks for reporting <a href='https://github.com/caayala'>@caayala</a>), <code><a href="../reference/summarise.html">summarise()</a></code>’s <code>.groups</code> argument is respected, and multi-row returns to <code><a href="../reference/summarise.html">summarise()</a></code> work. (Unfortunately the new <code><a href="https://dplyr.tidyverse.org/reference/across.html">across()</a></code> function isn’t quite supported in <code><a href="../reference/summarise.html">summarise()</a></code> yet, it will hopefully come soon)</p></li>
+<li><p>Some improvements for dplyr 1.0 (<a href='https://github.com/gergness/srvyr/issues/79'>#79</a>) <code><a href="../reference/group_trim.html">transmute()</a></code> now works (thanks for reporting <a href='https://github.com/caayala'>@caayala</a>), <code><a href="../reference/summarise.html">summarise()</a></code>’s <code>.groups</code> argument is respected, and multi-row returns to <code><a href="../reference/summarise.html">summarise()</a></code> work. (Unfortunately the new <code><a href="https://dplyr.tidyverse.org/reference/across.html">across()</a></code> function isn’t quite supported in <code><a href="../reference/summarise.html">summarise()</a></code> yet, it will hopefully come soon)</p></li>
 </ul>
 </div>
     <div id="srvyr-0310" class="section level1">
@@ -344,7 +368,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/pkgdown.css b/docs/pkgdown.css
index c01e592..1273238 100644
--- a/docs/pkgdown.css
+++ b/docs/pkgdown.css
@@ -244,14 +244,14 @@ nav[data-toggle='toc'] .nav .nav > .active:focus > a {
 
 .ref-index th {font-weight: normal;}
 
-.ref-index td {vertical-align: top;}
+.ref-index td {vertical-align: top; min-width: 100px}
 .ref-index .icon {width: 40px;}
 .ref-index .alias {width: 40%;}
 .ref-index-icons .alias {width: calc(40% - 40px);}
 .ref-index .title {width: 60%;}
 
 .ref-arguments th {text-align: right; padding-right: 10px;}
-.ref-arguments th, .ref-arguments td {vertical-align: top;}
+.ref-arguments th, .ref-arguments td {vertical-align: top; min-width: 100px}
 .ref-arguments .name {width: 20%;}
 .ref-arguments .desc {width: 80%;}
 
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 25e26a7..49eaebc 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -1,9 +1,9 @@
 pandoc: 2.11.2
-pkgdown: 1.5.1
+pkgdown: 1.6.1
 pkgdown_sha: ~
 articles:
   extending-srvyr: extending-srvyr.html
   srvyr-database: srvyr-database.html
   srvyr-vs-survey: srvyr-vs-survey.html
-last_built: 2021-01-23T20:50Z
+last_built: 2021-09-29T01:39Z
 
diff --git a/docs/reference/Rplot001.png b/docs/reference/Rplot001.png
new file mode 100644
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GIT binary patch
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U7`aXvEC5;V>FVdQ&MBb@00SN#Z2$lO

literal 0
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diff --git a/docs/reference/as_srvyr_result_df.html b/docs/reference/as_srvyr_result_df.html
new file mode 100644
index 0000000..57738dc
--- /dev/null
+++ b/docs/reference/as_srvyr_result_df.html
@@ -0,0 +1,193 @@
+<!-- Generated by pkgdown: do not edit by hand -->
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+  <meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Create a srvyr results data.frame which is automatically unpacked by srvyr — as_srvyr_result_df • srvyr</title>
+
+
+<!-- jquery -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
+<!-- Bootstrap -->
+<link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/flatly/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous" />
+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
+
+<!-- Font Awesome icons -->
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
+
+<!-- clipboard.js -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
+
+<!-- headroom.js -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+
+<!-- pkgdown -->
+<link href="../pkgdown.css" rel="stylesheet">
+<script src="../pkgdown.js"></script>
+
+
+
+
+<meta property="og:title" content="Create a srvyr results data.frame which is automatically unpacked by srvyr — as_srvyr_result_df" />
+<meta property="og:description" content="srvyr uses data.frame columns wrapped by this function to know when to
+automatically unpack the results for the user. When developing extensions
+(see vignette extending-srvyr), use this function to wrap the result
+in so that summarize knows to unpack them." />
+
+
+
+
+<!-- mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script>
+
+<!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]-->
+
+
+
+  </head>
+
+  <body data-spy="scroll" data-target="#toc">
+    <div class="container template-reference-topic">
+      <header>
+      <div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+        <a class="navbar-link" href="../index.html">srvyr</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav">
+        <li>
+  <a href="../index.html">
+    <span class="fa fa-home"></span>
+     
+  </a>
+</li>
+<li>
+  <a href="../articles/srvyr-vs-survey.html">Overview</a>
+</li>
+<li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+<li class="dropdown">
+  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false">
+    Articles
+     
+    <span class="caret"></span>
+  </a>
+  <ul class="dropdown-menu" role="menu">
+    <li>
+      <a href="../articles/srvyr-vs-survey.html">srvyr Compared to the survey Package (Overview)</a>
+    </li>
+    <li>
+      <a href="../articles/srvyr-database.html">Databases in srvyr</a>
+    </li>
+    <li>
+      <a href="../articles/extending-srvyr.html">Extending srvyr</a>
+    </li>
+  </ul>
+</li>
+<li>
+  <a href="../news/index.html">News</a>
+</li>
+      </ul>
+      <ul class="nav navbar-nav navbar-right">
+        <li>
+  <a href="https://github.com/gergness/srvyr/">
+    <span class="fab fa-github fa-lg"></span>
+     
+  </a>
+</li>
+      </ul>
+      
+    </div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+      
+
+      </header>
+
+<div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Create a srvyr results data.frame which is automatically unpacked by srvyr</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/survey_statistics_helpers.R'><code>R/survey_statistics_helpers.R</code></a></small>
+    <div class="hidden name"><code>as_srvyr_result_df.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>srvyr uses data.frame columns wrapped by this function to know when to
+automatically unpack the results for the user. When developing extensions
+(see vignette <code>extending-srvyr</code>), use this function to wrap the result
+in so that <code>summarize</code> knows to unpack them.</p>
+    </div>
+
+    <pre class="usage"><span class='fu'>as_srvyr_result_df</span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span></pre>
+
+    <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
+    <table class="ref-arguments">
+    <colgroup><col class="name" /><col class="desc" /></colgroup>
+    <tr>
+      <th>x</th>
+      <td><p>A data.frame</p></td>
+    </tr>
+    </table>
+
+    <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
+
+    <p>An object with the <code>srvyr_result_df</code> added</p>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
+
+
+  </body>
+</html>
+
+
diff --git a/docs/reference/as_survey.html b/docs/reference/as_survey.html
index 4329975..bc35dac 100644
--- a/docs/reference/as_survey.html
+++ b/docs/reference/as_survey.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -148,25 +148,25 @@ <h1>Create a tbl_svy from a data.frame</h1>
 survey package.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+    <pre class="usage"><span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_svy</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for data.frame</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_lazy</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for survey.design2</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for svyrep.design</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for twophase2</span>
-<span class='fu'>as_survey</span>(<span class='no'>.data</span>, <span class='no'>...</span>)</pre>
+<span class='fu'>as_survey</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -191,47 +191,51 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Examples from ?survey::svydesign</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)</div><div class='output co'>#&gt; <span class='message'>Loading required package: grid</span></div><div class='output co'>#&gt; <span class='message'>Loading required package: Matrix</span></div><div class='output co'>#&gt; <span class='message'>Loading required package: survival</span></div><div class='output co'>#&gt; <span class='message'></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>
+</div><div class='output co'>#&gt; <span class='message'>Loading required package: grid</span></div><div class='output co'>#&gt; <span class='message'>Loading required package: Matrix</span></div><div class='output co'>#&gt; <span class='message'>Loading required package: survival</span></div><div class='output co'>#&gt; <span class='message'></span>
 #&gt; <span class='message'>Attaching package: ‘survey’</span></div><div class='output co'>#&gt; <span class='message'>The following object is masked from ‘package:graphics’:</span>
 #&gt; <span class='message'></span>
-#&gt; <span class='message'>    dotchart</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>dplyr</span>)</div><div class='output co'>#&gt; <span class='message'></span>
+#&gt; <span class='message'>    dotchart</span></div><div class='input'><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://dplyr.tidyverse.org'>dplyr</a></span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span class='message'></span>
 #&gt; <span class='message'>Attaching package: ‘dplyr’</span></div><div class='output co'>#&gt; <span class='message'>The following objects are masked from ‘package:stats’:</span>
 #&gt; <span class='message'></span>
 #&gt; <span class='message'>    filter, lag</span></div><div class='output co'>#&gt; <span class='message'>The following objects are masked from ‘package:base’:</span>
 #&gt; <span class='message'></span>
-#&gt; <span class='message'>    intersect, setdiff, setequal, union</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
+#&gt; <span class='message'>    intersect, setdiff, setequal, union</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
 
 <span class='co'># stratified sample</span>
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey</span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey</span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
 <span class='co'># Examples from ?survey::svrepdesign</span>
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>scd</span>)
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>scd</span><span class='op'>)</span>
 <span class='co'># use BRR replicate weights from Levy and Lemeshow</span>
-<span class='no'>scd</span>$<span class='no'>rep1</span> <span class='kw'>&lt;-</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>)
-<span class='no'>scd</span>$<span class='no'>rep2</span> <span class='kw'>&lt;-</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>)
-<span class='no'>scd</span>$<span class='no'>rep3</span> <span class='kw'>&lt;-</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>)
-<span class='no'>scd</span>$<span class='no'>rep4</span> <span class='kw'>&lt;-</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>)
-
-<span class='no'>scdrep</span> <span class='kw'>&lt;-</span> <span class='no'>scd</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey</span>(<span class='kw'>type</span> <span class='kw'>=</span> <span class='st'>"BRR"</span>, <span class='kw'>repweights</span> <span class='kw'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/reexports.html'>starts_with</a></span>(<span class='st'>"rep"</span>),
-                    <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
+<span class='va'>scd</span><span class='op'>$</span><span class='va'>rep1</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span><span class='op'>)</span>
+<span class='va'>scd</span><span class='op'>$</span><span class='va'>rep2</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <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='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span><span class='op'>)</span>
+<span class='va'>scd</span><span class='op'>$</span><span class='va'>rep3</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span><span class='op'>)</span>
+<span class='va'>scd</span><span class='op'>$</span><span class='va'>rep4</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <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='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span><span class='op'>)</span>
+
+<span class='va'>scdrep</span> <span class='op'>&lt;-</span> <span class='va'>scd</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey</span><span class='op'>(</span>type <span class='op'>=</span> <span class='st'>"BRR"</span>, repweights <span class='op'>=</span> <span class='fu'><a href='https://tidyselect.r-lib.org/reference/starts_with.html'>starts_with</a></span><span class='op'>(</span><span class='st'>"rep"</span><span class='op'>)</span>,
+                    combined_weights <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
 <span class='co'># Examples from ?survey::twophase</span>
 <span class='co'># two-phase simple random sampling.</span>
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>pbc</span>, <span class='kw'>package</span><span class='kw'>=</span><span class='st'>"survival"</span>)
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>pbc</span>, package<span class='op'>=</span><span class='st'>"survival"</span><span class='op'>)</span>
 
-<span class='no'>pbc</span> <span class='kw'>&lt;-</span> <span class='no'>pbc</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='dplyr_single.html'>mutate</a></span>(<span class='kw'>randomized</span> <span class='kw'>=</span> !<span class='fu'><a href='https://rdrr.io/r/base/NA.html'>is.na</a></span>(<span class='no'>trt</span>) <span class='kw'>&amp;</span> <span class='no'>trt</span> <span class='kw'>&gt;</span> <span class='fl'>0</span>,
-         <span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span>())
-<span class='no'>d2pbc</span> <span class='kw'>&lt;-</span> <span class='no'>pbc</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey</span>(<span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>id</span>, <span class='no'>id</span>), <span class='kw'>subset</span> <span class='kw'>=</span> <span class='no'>randomized</span>)
+<span class='va'>pbc</span> <span class='op'>&lt;-</span> <span class='va'>pbc</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_trim.html'>mutate</a></span><span class='op'>(</span>randomized <span class='op'>=</span> <span class='op'>!</span><span class='fu'><a href='https://rdrr.io/r/base/NA.html'>is.na</a></span><span class='op'>(</span><span class='va'>trt</span><span class='op'>)</span> <span class='op'>&amp;</span> <span class='va'>trt</span> <span class='op'>&gt;</span> <span class='fl'>0</span>,
+         id <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+<span class='va'>d2pbc</span> <span class='op'>&lt;-</span> <span class='va'>pbc</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey</span><span class='op'>(</span>id <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='va'>id</span>, <span class='va'>id</span><span class='op'>)</span>, subset <span class='op'>=</span> <span class='va'>randomized</span><span class='op'>)</span>
 
 <span class='co'># dplyr 0.7 introduced new style of NSE called quosures</span>
 <span class='co'># See `vignette("programming", package = "dplyr")` for details</span>
-<span class='no'>st</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='no'>stype</span>)
-<span class='no'>wt</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='no'>pw</span>)
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey</span>(<span class='kw'>strata</span> <span class='kw'>=</span> !!<span class='no'>st</span>, <span class='kw'>weights</span> <span class='kw'>=</span> !!<span class='no'>wt</span>)</div></pre>
+<span class='va'>st</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span>
+<span class='va'>wt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><span class='op'>(</span><span class='va'>pw</span><span class='op'>)</span>
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey</span><span class='op'>(</span>strata <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>st</span>, weights <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>wt</span><span class='op'>)</span>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -247,7 +251,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/as_survey_design.html b/docs/reference/as_survey_design.html
index a52c383..a0c506f 100644
--- a/docs/reference/as_survey_design.html
+++ b/docs/reference/as_survey_design.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -142,42 +142,42 @@ <h1>Create a tbl_svy survey object using sampling design</h1>
     <p>Create a survey object with a survey design.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>as_survey_design</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+    <pre class="usage"><span class='fu'>as_survey_design</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for data.frame</span>
-<span class='fu'>as_survey_design</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>ids</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>probs</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>strata</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>nest</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>check_strata</span> <span class='kw'>=</span> !<span class='no'>nest</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>pps</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>variance</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"HT"</span>, <span class='st'>"YG"</span>),
-  <span class='no'>...</span>
-)
+<span class='fu'>as_survey_design</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  ids <span class='op'>=</span> <span class='cn'>NULL</span>,
+  probs <span class='op'>=</span> <span class='cn'>NULL</span>,
+  strata <span class='op'>=</span> <span class='cn'>NULL</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  nest <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  check_strata <span class='op'>=</span> <span class='op'>!</span><span class='va'>nest</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  pps <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  variance <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='st'>"HT"</span>, <span class='st'>"YG"</span><span class='op'>)</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
 
 <span class='co'># S3 method for survey.design2</span>
-<span class='fu'>as_survey_design</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey_design</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_lazy</span>
-<span class='fu'>as_survey_design</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>ids</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>probs</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>strata</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>nest</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>check_strata</span> <span class='kw'>=</span> !<span class='no'>nest</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>pps</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>variance</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"HT"</span>, <span class='st'>"YG"</span>),
-  <span class='no'>...</span>
-)</pre>
+<span class='fu'>as_survey_design</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  ids <span class='op'>=</span> <span class='cn'>NULL</span>,
+  probs <span class='op'>=</span> <span class='cn'>NULL</span>,
+  strata <span class='op'>=</span> <span class='cn'>NULL</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  nest <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  check_strata <span class='op'>=</span> <span class='op'>!</span><span class='va'>nest</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  pps <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  variance <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='st'>"HT"</span>, <span class='st'>"YG"</span><span class='op'>)</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -252,35 +252,36 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Examples from ?survey::svydesign</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
 
 <span class='co'># stratified sample</span>
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
 <span class='co'># one-stage cluster sample</span>
-<span class='no'>dclus1</span> <span class='kw'>&lt;-</span> <span class='no'>apiclus1</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='no'>dnum</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>, <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='no'>fpc</span>)
+<span class='va'>dclus1</span> <span class='op'>&lt;-</span> <span class='va'>apiclus1</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><span class='op'>(</span><span class='va'>dnum</span>, weights <span class='op'>=</span> <span class='va'>pw</span>, fpc <span class='op'>=</span> <span class='va'>fpc</span><span class='op'>)</span>
 
 <span class='co'># two-stage cluster sample: weights computed from population sizes.</span>
-<span class='no'>dclus2</span> <span class='kw'>&lt;-</span> <span class='no'>apiclus2</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>dnum</span>, <span class='no'>snum</span>), <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>fpc1</span>, <span class='no'>fpc2</span>))
+<span class='va'>dclus2</span> <span class='op'>&lt;-</span> <span class='va'>apiclus2</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><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'>dnum</span>, <span class='va'>snum</span><span class='op'>)</span>, fpc <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'>fpc1</span>, <span class='va'>fpc2</span><span class='op'>)</span><span class='op'>)</span>
 
 <span class='co'>## multistage sampling has no effect when fpc is not given, so</span>
 <span class='co'>## these are equivalent.</span>
-<span class='no'>dclus2wr</span> <span class='kw'>&lt;-</span> <span class='no'>apiclus2</span> <span class='kw'>%&gt;%</span>
-  <span class='kw pkg'>dplyr</span><span class='kw ns'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span>(<span class='kw'>weights</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/weights.html'>weights</a></span>(<span class='no'>dclus2</span>)) <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>dnum</span>, <span class='no'>snum</span>), <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>weights</span>)
+<span class='va'>dclus2wr</span> <span class='op'>&lt;-</span> <span class='va'>apiclus2</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>dplyr</span><span class='fu'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>weights <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/weights.html'>weights</a></span><span class='op'>(</span><span class='va'>dclus2</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><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'>dnum</span>, <span class='va'>snum</span><span class='op'>)</span>, weights <span class='op'>=</span> <span class='va'>weights</span><span class='op'>)</span>
 
-<span class='no'>dclus2wr2</span> <span class='kw'>&lt;-</span> <span class='no'>apiclus2</span> <span class='kw'>%&gt;%</span>
-  <span class='kw pkg'>dplyr</span><span class='kw ns'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span>(<span class='kw'>weights</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/weights.html'>weights</a></span>(<span class='no'>dclus2</span>)) <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>dnum</span>), <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>weights</span>)
+<span class='va'>dclus2wr2</span> <span class='op'>&lt;-</span> <span class='va'>apiclus2</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>dplyr</span><span class='fu'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>weights <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/weights.html'>weights</a></span><span class='op'>(</span><span class='va'>dclus2</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><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'>dnum</span><span class='op'>)</span>, weights <span class='op'>=</span> <span class='va'>weights</span><span class='op'>)</span>
 
 <span class='co'>## syntax for stratified cluster sample</span>
 <span class='co'>## (though the data weren't really sampled this way)</span>
-<span class='no'>apistrat</span> <span class='kw'>%&gt;%</span> <span class='fu'>as_survey_design</span>(<span class='no'>dnum</span>, <span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>,
-                           <span class='kw'>nest</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#&gt; Stratified 1 - level Cluster Sampling design (with replacement)
+<span class='va'>apistrat</span> <span class='op'>%&gt;%</span> <span class='fu'>as_survey_design</span><span class='op'>(</span><span class='va'>dnum</span>, strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span>,
+                           nest <span class='op'>=</span> <span class='cn'>TRUE</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; Stratified 1 - level Cluster Sampling design (with replacement)
 #&gt; With (162) clusters.
 #&gt; Called via srvyr
 #&gt; Sampling variables:
@@ -296,16 +297,18 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt;   (int), avg.ed (dbl), full (int), emer (int), enroll (int), api.stu (int), pw
 #&gt;   (dbl), fpc (dbl)</div><div class='input'>
 <span class='co'>## PPS sampling without replacement</span>
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>election</span>)
-<span class='no'>dpps</span> <span class='kw'>&lt;-</span> <span class='no'>election_pps</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='kw'>fpc</span> <span class='kw'>=</span> <span class='no'>p</span>, <span class='kw'>pps</span> <span class='kw'>=</span> <span class='st'>"brewer"</span>)
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>election</span><span class='op'>)</span>
+<span class='va'>dpps</span> <span class='op'>&lt;-</span> <span class='va'>election_pps</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><span class='op'>(</span>fpc <span class='op'>=</span> <span class='va'>p</span>, pps <span class='op'>=</span> <span class='st'>"brewer"</span><span class='op'>)</span>
 
 <span class='co'># dplyr 0.7 introduced new style of NSE called quosures</span>
 <span class='co'># See `vignette("programming", package = "dplyr")` for details</span>
-<span class='no'>st</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='no'>stype</span>)
-<span class='no'>wt</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='no'>pw</span>)
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_design</span>(<span class='kw'>strata</span> <span class='kw'>=</span> !!<span class='no'>st</span>, <span class='kw'>weights</span> <span class='kw'>=</span> !!<span class='no'>wt</span>)</div></pre>
+<span class='va'>st</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span>
+<span class='va'>wt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><span class='op'>(</span><span class='va'>pw</span><span class='op'>)</span>
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_design</span><span class='op'>(</span>strata <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>st</span>, weights <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>wt</span><span class='op'>)</span>
+
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -321,7 +324,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/as_survey_rep.html b/docs/reference/as_survey_rep.html
index bc2826d..ce2befb 100644
--- a/docs/reference/as_survey_rep.html
+++ b/docs/reference/as_survey_rep.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -142,72 +142,72 @@ <h1>Create a tbl_svy survey object using replicate weights</h1>
     <p>Create a survey object with replicate weights.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>as_survey_rep</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+    <pre class="usage"><span class='fu'>as_survey_rep</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for data.frame</span>
-<span class='fu'>as_survey_rep</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>repweights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span>),
-  <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
-  <span class='kw'>rho</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>bootstrap_average</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>scale</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>rscales</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpctype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"fraction"</span>, <span class='st'>"correction"</span>),
-  <span class='kw'>mse</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span>(<span class='st'>"survey.replicates.mse"</span>),
-  <span class='no'>...</span>
-)
+<span class='fu'>as_survey_rep</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  repweights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  type <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='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span><span class='op'>)</span>,
+  combined_weights <span class='op'>=</span> <span class='cn'>TRUE</span>,
+  rho <span class='op'>=</span> <span class='cn'>NULL</span>,
+  bootstrap_average <span class='op'>=</span> <span class='cn'>NULL</span>,
+  scale <span class='op'>=</span> <span class='cn'>NULL</span>,
+  rscales <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpctype <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='st'>"fraction"</span>, <span class='st'>"correction"</span><span class='op'>)</span>,
+  mse <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span><span class='op'>(</span><span class='st'>"survey.replicates.mse"</span><span class='op'>)</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_lazy</span>
-<span class='fu'>as_survey_rep</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>repweights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span>),
-  <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
-  <span class='kw'>rho</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>bootstrap_average</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>scale</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>rscales</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpctype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"fraction"</span>, <span class='st'>"correction"</span>),
-  <span class='kw'>mse</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span>(<span class='st'>"survey.replicates.mse"</span>),
-  <span class='no'>...</span>
-)
+<span class='fu'>as_survey_rep</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  repweights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  type <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='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span><span class='op'>)</span>,
+  combined_weights <span class='op'>=</span> <span class='cn'>TRUE</span>,
+  rho <span class='op'>=</span> <span class='cn'>NULL</span>,
+  bootstrap_average <span class='op'>=</span> <span class='cn'>NULL</span>,
+  scale <span class='op'>=</span> <span class='cn'>NULL</span>,
+  rscales <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpctype <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='st'>"fraction"</span>, <span class='st'>"correction"</span><span class='op'>)</span>,
+  mse <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span><span class='op'>(</span><span class='st'>"survey.replicates.mse"</span><span class='op'>)</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
 
 <span class='co'># S3 method for svyrep.design</span>
-<span class='fu'>as_survey_rep</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+<span class='fu'>as_survey_rep</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for survey.design2</span>
-<span class='fu'>as_survey_rep</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"auto"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"BRR"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"subbootstrap"</span>, <span class='st'>"mrbbootstrap"</span>,
-    <span class='st'>"Fay"</span>),
-  <span class='kw'>rho</span> <span class='kw'>=</span> <span class='fl'>0</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpctype</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>,
-  <span class='kw'>compress</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
-  <span class='kw'>mse</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span>(<span class='st'>"survey.replicates.mse"</span>)
-)
+<span class='fu'>as_survey_rep</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  type <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='st'>"auto"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"BRR"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"subbootstrap"</span>, <span class='st'>"mrbbootstrap"</span>,
+    <span class='st'>"Fay"</span><span class='op'>)</span>,
+  rho <span class='op'>=</span> <span class='fl'>0</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpctype <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>,
+  compress <span class='op'>=</span> <span class='cn'>TRUE</span>,
+  mse <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span><span class='op'>(</span><span class='st'>"survey.replicates.mse"</span><span class='op'>)</span>
+<span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_svy</span>
-<span class='fu'>as_survey_rep</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"auto"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"BRR"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"subbootstrap"</span>, <span class='st'>"mrbbootstrap"</span>,
-    <span class='st'>"Fay"</span>),
-  <span class='kw'>rho</span> <span class='kw'>=</span> <span class='fl'>0</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpctype</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>,
-  <span class='kw'>compress</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
-  <span class='kw'>mse</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span>(<span class='st'>"survey.replicates.mse"</span>)
-)</pre>
+<span class='fu'>as_survey_rep</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  type <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='st'>"auto"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"BRR"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"subbootstrap"</span>, <span class='st'>"mrbbootstrap"</span>,
+    <span class='st'>"Fay"</span><span class='op'>)</span>,
+  rho <span class='op'>=</span> <span class='fl'>0</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpctype <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>,
+  compress <span class='op'>=</span> <span class='cn'>TRUE</span>,
+  mse <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span><span class='op'>(</span><span class='st'>"survey.replicates.mse"</span><span class='op'>)</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -288,25 +288,27 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Examples from ?survey::svrepdesign()</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>dplyr</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>scd</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 class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://dplyr.tidyverse.org'>dplyr</a></span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>scd</span><span class='op'>)</span>
 <span class='co'># use BRR replicate weights from Levy and Lemeshow</span>
-<span class='no'>scd</span> <span class='kw'>&lt;-</span> <span class='no'>scd</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='dplyr_single.html'>mutate</a></span>(<span class='kw'>rep1</span> <span class='kw'>=</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>),
-         <span class='kw'>rep2</span> <span class='kw'>=</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>),
-         <span class='kw'>rep3</span> <span class='kw'>=</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>),
-         <span class='kw'>rep4</span> <span class='kw'>=</span> <span class='fl'>2</span> * <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>))
-
-<span class='no'>scdrep</span> <span class='kw'>&lt;-</span> <span class='no'>scd</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_rep</span>(<span class='kw'>type</span> <span class='kw'>=</span> <span class='st'>"BRR"</span>, <span class='kw'>repweights</span> <span class='kw'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/reexports.html'>starts_with</a></span>(<span class='st'>"rep"</span>),
-                <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
+<span class='va'>scd</span> <span class='op'>&lt;-</span> <span class='va'>scd</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_trim.html'>mutate</a></span><span class='op'>(</span>rep1 <span class='op'>=</span> <span class='fl'>2</span> <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='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span><span class='op'>)</span>,
+         rep2 <span class='op'>=</span> <span class='fl'>2</span> <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='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span><span class='op'>)</span>,
+         rep3 <span class='op'>=</span> <span class='fl'>2</span> <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='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>1</span><span class='op'>)</span>,
+         rep4 <span class='op'>=</span> <span class='fl'>2</span> <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='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>1</span>, <span class='fl'>0</span><span class='op'>)</span><span class='op'>)</span>
+
+<span class='va'>scdrep</span> <span class='op'>&lt;-</span> <span class='va'>scd</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_rep</span><span class='op'>(</span>type <span class='op'>=</span> <span class='st'>"BRR"</span>, repweights <span class='op'>=</span> <span class='fu'><a href='https://tidyselect.r-lib.org/reference/starts_with.html'>starts_with</a></span><span class='op'>(</span><span class='st'>"rep"</span><span class='op'>)</span>,
+                combined_weights <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
 <span class='co'># dplyr 0.7 introduced new style of NSE called quosures</span>
 <span class='co'># See `vignette("programming", package = "dplyr")` for details</span>
-<span class='no'>repwts</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='fu'><a href='https://dplyr.tidyverse.org/reference/reexports.html'>starts_with</a></span>(<span class='st'>"rep"</span>))
-<span class='no'>scdrep</span> <span class='kw'>&lt;-</span> <span class='no'>scd</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_rep</span>(<span class='kw'>type</span> <span class='kw'>=</span> <span class='st'>"BRR"</span>, <span class='kw'>repweights</span> <span class='kw'>=</span> !!<span class='no'>repwts</span>,
-                <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
+<span class='va'>repwts</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><span class='op'>(</span><span class='fu'><a href='https://tidyselect.r-lib.org/reference/starts_with.html'>starts_with</a></span><span class='op'>(</span><span class='st'>"rep"</span><span class='op'>)</span><span class='op'>)</span>
+<span class='va'>scdrep</span> <span class='op'>&lt;-</span> <span class='va'>scd</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_rep</span><span class='op'>(</span>type <span class='op'>=</span> <span class='st'>"BRR"</span>, repweights <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>repwts</span>,
+                combined_weights <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span class='warning'>Warning: No sampling weights provided: equal probability assumed</span></div><div class='input'>
 </div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
@@ -323,7 +325,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/as_survey_twophase.html b/docs/reference/as_survey_twophase.html
index 73d132b..61a9614 100644
--- a/docs/reference/as_survey_twophase.html
+++ b/docs/reference/as_survey_twophase.html
@@ -77,7 +77,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -85,7 +85,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -150,23 +150,23 @@ <h1>Create a tbl_svy survey object using two phase design</h1>
 <code><a href='https://dplyr.tidyverse.org/reference/select.html'>select</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>as_survey_twophase</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
+    <pre class="usage"><span class='fu'>as_survey_twophase</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
 
 <span class='co'># S3 method for data.frame</span>
-<span class='fu'>as_survey_twophase</span>(
-  <span class='no'>.data</span>,
-  <span class='no'>id</span>,
-  <span class='kw'>strata</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>probs</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>subset</span>,
-  <span class='kw'>method</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"full"</span>, <span class='st'>"approx"</span>, <span class='st'>"simple"</span>),
-  <span class='no'>...</span>
-)
+<span class='fu'>as_survey_twophase</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  <span class='va'>id</span>,
+  strata <span class='op'>=</span> <span class='cn'>NULL</span>,
+  probs <span class='op'>=</span> <span class='cn'>NULL</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>subset</span>,
+  method <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='st'>"full"</span>, <span class='st'>"approx"</span>, <span class='st'>"simple"</span><span class='op'>)</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
 
 <span class='co'># S3 method for twophase2</span>
-<span class='fu'>as_survey_twophase</span>(<span class='no'>.data</span>, <span class='no'>...</span>)</pre>
+<span class='fu'>as_survey_twophase</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -220,44 +220,55 @@ <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Examples from ?survey::twophase</span>
 <span class='co'># two-phase simple random sampling.</span>
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>pbc</span>, <span class='kw'>package</span><span class='kw'>=</span><span class='st'>"survival"</span>)
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>dplyr</span>)
-
-<span class='no'>pbc</span> <span class='kw'>&lt;-</span> <span class='no'>pbc</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='dplyr_single.html'>mutate</a></span>(<span class='kw'>randomized</span> <span class='kw'>=</span> !<span class='fu'><a href='https://rdrr.io/r/base/NA.html'>is.na</a></span>(<span class='no'>trt</span>) <span class='kw'>&amp;</span> <span class='no'>trt</span> <span class='kw'>&gt;</span> <span class='fl'>0</span>,
-         <span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span>())
-<span class='no'>d2pbc</span> <span class='kw'>&lt;-</span> <span class='no'>pbc</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_twophase</span>(<span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>id</span>, <span class='no'>id</span>), <span class='kw'>subset</span> <span class='kw'>=</span> <span class='no'>randomized</span>)
-
-<span class='no'>d2pbc</span> <span class='kw'>%&gt;%</span> <span class='fu'><a href='summarise.html'>summarize</a></span>(<span class='kw'>mean</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>bili</span>))</div><div class='output co'>#&gt;      mean   mean_se
-#&gt; 1 3.25609 0.2561716</div><div class='input'>
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>pbc</span>, package<span class='op'>=</span><span class='st'>"survival"</span><span class='op'>)</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://dplyr.tidyverse.org'>dplyr</a></span><span class='op'>)</span>
+
+<span class='va'>pbc</span> <span class='op'>&lt;-</span> <span class='va'>pbc</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_trim.html'>mutate</a></span><span class='op'>(</span>randomized <span class='op'>=</span> <span class='op'>!</span><span class='fu'><a href='https://rdrr.io/r/base/NA.html'>is.na</a></span><span class='op'>(</span><span class='va'>trt</span><span class='op'>)</span> <span class='op'>&amp;</span> <span class='va'>trt</span> <span class='op'>&gt;</span> <span class='fl'>0</span>,
+         id <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+<span class='va'>d2pbc</span> <span class='op'>&lt;-</span> <span class='va'>pbc</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_twophase</span><span class='op'>(</span>id <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='va'>id</span>, <span class='va'>id</span><span class='op'>)</span>, subset <span class='op'>=</span> <span class='va'>randomized</span><span class='op'>)</span>
+
+<span class='va'>d2pbc</span> <span class='op'>%&gt;%</span> <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>mean <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>bili</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 2</span>
+#&gt;    mean mean_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>  3.26   0.256</div><div class='input'>
 <span class='co'># two-stage sampling as two-phase</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>mu284</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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>mu284</span><span class='op'>)</span>
 
-<span class='no'>mu284_1</span> <span class='kw'>&lt;-</span> <span class='no'>mu284</span> <span class='kw'>%&gt;%</span>
-  <span class='kw pkg'>dplyr</span><span class='kw ns'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/slice.html'>slice</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>:<span class='fl'>15</span>, <span class='fu'><a href='https://rdrr.io/r/base/rep.html'>rep</a></span>(<span class='fl'>1</span>:<span class='fl'>5</span>, <span class='no'>n2</span>[<span class='fl'>1</span>:<span class='fl'>5</span>] - <span class='fl'>3</span>))) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='dplyr_single.html'>mutate</a></span>(<span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span>(),
-         <span class='kw'>sub</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/rep.html'>rep</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>TRUE</span>, <span class='fl'>FALSE</span>), <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>15</span>, <span class='fl'>34</span>-<span class='fl'>15</span>)))
+<span class='va'>mu284_1</span> <span class='op'>&lt;-</span> <span class='va'>mu284</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>dplyr</span><span class='fu'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/slice.html'>slice</a></span><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='fl'>1</span><span class='op'>:</span><span class='fl'>15</span>, <span class='fu'><a href='https://rdrr.io/r/base/rep.html'>rep</a></span><span class='op'>(</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>5</span>, <span class='va'>n2</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>5</span><span class='op'>]</span> <span class='op'>-</span> <span class='fl'>3</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_trim.html'>mutate</a></span><span class='op'>(</span>id <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/ranking.html'>row_number</a></span><span class='op'>(</span><span class='op'>)</span>,
+         sub <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/rep.html'>rep</a></span><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='cn'>TRUE</span>, <span class='cn'>FALSE</span><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='fl'>15</span>, <span class='fl'>34</span><span class='op'>-</span><span class='fl'>15</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
 
-<span class='no'>dmu284</span> <span class='kw'>&lt;-</span> <span class='no'>mu284</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>ids</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>id1</span>, <span class='no'>id2</span>), <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='no'>n1</span>, <span class='no'>n2</span>))
+<span class='va'>dmu284</span> <span class='op'>&lt;-</span> <span class='va'>mu284</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>ids <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'>id1</span>, <span class='va'>id2</span><span class='op'>)</span>, fpc <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'>n1</span>, <span class='va'>n2</span><span class='op'>)</span><span class='op'>)</span>
 <span class='co'># first phase cluster sample, second phase stratified within cluster</span>
-<span class='no'>d2mu284</span> <span class='kw'>&lt;-</span> <span class='no'>mu284_1</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_twophase</span>(<span class='kw'>id</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>id1</span>, <span class='no'>id</span>), <span class='kw'>strata</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='kw'>NULL</span>, <span class='no'>id1</span>),
-                  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>n1</span>, <span class='kw'>NULL</span>), <span class='kw'>subset</span> <span class='kw'>=</span> <span class='no'>sub</span>)
-<span class='no'>dmu284</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarize</a></span>(<span class='kw'>total</span> <span class='kw'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span>(<span class='no'>y1</span>),
-            <span class='kw'>mean</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>y1</span>))</div><div class='output co'>#&gt;   total total_se     mean  mean_se
-#&gt; 1 15080 2274.255 44.35294 2.273653</div><div class='input'><span class='no'>d2mu284</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarize</a></span>(<span class='kw'>total</span> <span class='kw'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span>(<span class='no'>y1</span>),
-            <span class='kw'>mean</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>y1</span>))</div><div class='output co'>#&gt;   total total_se     mean  mean_se
-#&gt; 1 15080 2274.255 44.35294 2.273653</div><div class='input'>
+<span class='va'>d2mu284</span> <span class='op'>&lt;-</span> <span class='va'>mu284_1</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_twophase</span><span class='op'>(</span>id <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='va'>id1</span>, <span class='va'>id</span><span class='op'>)</span>, strata <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='cn'>NULL</span>, <span class='va'>id1</span><span class='op'>)</span>,
+                  fpc <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='va'>n1</span>, <span class='cn'>NULL</span><span class='op'>)</span>, subset <span class='op'>=</span> <span class='va'>sub</span><span class='op'>)</span>
+<span class='va'>dmu284</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>total <span class='op'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span><span class='op'>(</span><span class='va'>y1</span><span class='op'>)</span>,
+            mean <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>y1</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 4</span>
+#&gt;   total total_se  mean mean_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> <span style='text-decoration: underline;'>15</span>080    <span style='text-decoration: underline;'>2</span>274.  44.4    2.27</div><div class='input'><span class='va'>d2mu284</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>total <span class='op'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span><span class='op'>(</span><span class='va'>y1</span><span class='op'>)</span>,
+            mean <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>y1</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 4</span>
+#&gt;   total total_se  mean mean_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> <span style='text-decoration: underline;'>15</span>080    <span style='text-decoration: underline;'>2</span>274.  44.4    2.27</div><div class='input'>
 <span class='co'># dplyr 0.7 introduced new style of NSE called quosures</span>
 <span class='co'># See `vignette("programming", package = "dplyr")` for details</span>
-<span class='no'>ids</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>id</span>, <span class='no'>id</span>))
-<span class='no'>d2pbc</span> <span class='kw'>&lt;-</span> <span class='no'>pbc</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>as_survey_twophase</span>(<span class='kw'>id</span> <span class='kw'>=</span> !!<span class='no'>ids</span>, <span class='kw'>subset</span> <span class='kw'>=</span> <span class='st'>"randomized"</span>)</div></pre>
+<span class='va'>ids</span> <span class='op'>&lt;-</span> <span class='fu'><a href='rlang-tidyeval.html'>quo</a></span><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='va'>id</span>, <span class='va'>id</span><span class='op'>)</span><span class='op'>)</span>
+<span class='va'>d2pbc</span> <span class='op'>&lt;-</span> <span class='va'>pbc</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>as_survey_twophase</span><span class='op'>(</span>id <span class='op'>=</span> <span class='op'>!</span><span class='op'>!</span><span class='va'>ids</span>, subset <span class='op'>=</span> <span class='st'>"randomized"</span><span class='op'>)</span>
+
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -273,7 +284,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/as_tibble.html b/docs/reference/as_tibble.html
index 4c655ae..3c113ea 100644
--- a/docs/reference/as_tibble.html
+++ b/docs/reference/as_tibble.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -168,7 +168,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/cascade.html b/docs/reference/cascade.html
index 9efc25e..5e5c94e 100644
--- a/docs/reference/cascade.html
+++ b/docs/reference/cascade.html
@@ -74,7 +74,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -82,7 +82,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -144,7 +144,7 @@ <h1>Summarise multiple values into cascading groups</h1>
 a summary statistics for the total of a group in addition to each group.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>cascade</span>(<span class='no'>.data</span>, <span class='no'>...</span>, <span class='no'>.dots</span>, <span class='kw'>.fill</span> <span class='kw'>=</span> <span class='fl'>NA</span>)</pre>
+    <pre class="usage"><span class='fu'>cascade</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span>, <span class='va'>.dots</span>, .fill <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -170,26 +170,27 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
 
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
 
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
-<span class='no'>dstrata_grp</span> <span class='kw'>&lt;-</span> <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>stype</span>)
+<span class='va'>dstrata_grp</span> <span class='op'>&lt;-</span> <span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span>
 
-<span class='no'>dstrata_grp</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>cascade</span>(<span class='kw'>api99_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api99</span>),
-            <span class='kw'>api00_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span>),
-            <span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span> - <span class='no'>api99</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 4 x 7</span><span>
+<span class='va'>dstrata_grp</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>cascade</span><span class='op'>(</span>api99_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+            api00_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span>,
+            api_diff <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 4 × 7</span>
 #&gt;   stype api99_mn api99_mn_se api00_mn api00_mn_se api_diff api_diff_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> E         636.        13.3     674.       12.5     38.6         2.76
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> H         617.        15.8     626.       15.5      8.46        3.41
-#&gt; </span><span style='color: #BCBCBC;'>3</span><span> M         610.        16.8     637.       16.6     26.4         3.05
-#&gt; </span><span style='color: #BCBCBC;'>4</span><span> </span><span style='color: #BB0000;'>NA</span><span>        629.        10.1     662.        9.54    32.9         2.08</div><div class='input'>
-</div></span></pre>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E         636.        13.3     674.       12.5     38.6         2.76
+#&gt; <span style='color: #BCBCBC;'>2</span> H         617.        15.8     626.       15.5      8.46        3.41
+#&gt; <span style='color: #BCBCBC;'>3</span> M         610.        16.8     637.       16.6     26.4         3.05
+#&gt; <span style='color: #BCBCBC;'>4</span> <span style='color: #BB0000;'>NA</span>        629.        10.1     662.        9.54    32.9         2.08</div><div class='input'>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -205,7 +206,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/collect.html b/docs/reference/collect.html
index 6619a1a..ab36417 100644
--- a/docs/reference/collect.html
+++ b/docs/reference/collect.html
@@ -77,7 +77,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -85,7 +85,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -168,7 +168,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/cur_svy.html b/docs/reference/cur_svy.html
index e737138..aacb567 100644
--- a/docs/reference/cur_svy.html
+++ b/docs/reference/cur_svy.html
@@ -44,7 +44,7 @@
 functions inside of a summarize call what survey to use (for the current
 group with cur_svy() or the complete survey for cur_svy_full().
 In general, users will not have to worry about getting (or setting) the current
-conext's survey, unless they are trying to extend srvyr.
+context's survey, unless they are trying to extend srvyr.
 See vignette(&quot;extending-srvyr&quot;) for more details. current_svy()
 is deprecated, but returns the same value as cur_svy()." />
 
@@ -79,7 +79,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -87,7 +87,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -149,16 +149,16 @@ <h1>Get the survey data for the current context</h1>
 functions inside of a summarize call what survey to use (for the current
 group with <code>cur_svy()</code> or the complete survey for <code>cur_svy_full()</code>.
 In general, users will not have to worry about getting (or setting) the current
-conext's survey, unless they are trying to extend srvyr.
+context's survey, unless they are trying to extend srvyr.
 See <code><a href='../articles/extending-srvyr.html'>vignette("extending-srvyr")</a></code> for more details. <code>current_svy()</code>
 is deprecated, but returns the same value as <code>cur_svy()</code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>cur_svy</span>()
+    <pre class="usage"><span class='fu'>cur_svy</span><span class='op'>(</span><span class='op'>)</span>
 
-<span class='fu'>cur_svy_full</span>()
+<span class='fu'>cur_svy_full</span><span class='op'>(</span><span class='op'>)</span>
 
-<span class='fu'>current_svy</span>()</pre>
+<span class='fu'>current_svy</span><span class='op'>(</span><span class='op'>)</span></pre>
 
 
     <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
@@ -180,7 +180,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/current_svy.html b/docs/reference/current_svy.html
index 64e8482..a4011e8 100644
--- a/docs/reference/current_svy.html
+++ b/docs/reference/current_svy.html
@@ -76,6 +76,8 @@
       </button>
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
         <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
diff --git a/docs/reference/dplyr_filter_joins.html b/docs/reference/dplyr_filter_joins.html
new file mode 100644
index 0000000..bb4d4e9
--- /dev/null
+++ b/docs/reference/dplyr_filter_joins.html
@@ -0,0 +1,187 @@
+<!-- Generated by pkgdown: do not edit by hand -->
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+  <meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Filtering joins from dplyr — dplyr_filter_joins • srvyr</title>
+
+
+<!-- jquery -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
+<!-- Bootstrap -->
+<link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/flatly/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous" />
+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
+
+<!-- Font Awesome icons -->
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
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+<meta property="og:title" content="Filtering joins from dplyr — dplyr_filter_joins" />
+<meta property="og:description" content="These are data manipulation functions designed to work on a tbl_svy object
+and another data frame or tbl_svy object." />
+
+
+
+
+<!-- mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script>
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+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+        <a class="navbar-link" href="../index.html">srvyr</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
+      </span>
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+<li>
+  <a href="../articles/srvyr-vs-survey.html">Overview</a>
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+  <a href="../reference/index.html">Reference</a>
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+    <li>
+      <a href="../articles/srvyr-vs-survey.html">srvyr Compared to the survey Package (Overview)</a>
+    </li>
+    <li>
+      <a href="../articles/srvyr-database.html">Databases in srvyr</a>
+    </li>
+    <li>
+      <a href="../articles/extending-srvyr.html">Extending srvyr</a>
+    </li>
+  </ul>
+</li>
+<li>
+  <a href="../news/index.html">News</a>
+</li>
+      </ul>
+      <ul class="nav navbar-nav navbar-right">
+        <li>
+  <a href="https://github.com/gergness/srvyr/">
+    <span class="fab fa-github fa-lg"></span>
+     
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+</li>
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+      
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+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+      
+
+      </header>
+
+<div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Filtering joins from dplyr</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/join.R'><code>R/join.R</code></a></small>
+    <div class="hidden name"><code>dplyr_filter_joins.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>These are data manipulation functions designed to work on a <code>tbl_svy</code> object
+and another data frame or <code>tbl_svy</code> object.</p>
+    </div>
+
+
+
+    <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
+
+    <p><code>semi_join</code> and <code>anti_join</code> filter certain observations from a <code>tbl_svy</code>
+depending on the presence or absence of matches in another table.
+See <code><a href='https://dplyr.tidyverse.org/reference/filter-joins.html'>filter-joins</a></code> for more details.</p>
+<p>Mutating joins (<code>full_join</code>, <code>left_join</code>, etc.) are not implemented
+for any <code>tbl_svy</code> objects. These data manipulations
+may require modifications to the survey variable specifications and so
+cannot be done automatically. Instead, use dplyr to perform them while the
+data is still stored in data.frames.</p>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
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+  </body>
+</html>
+
+
diff --git a/docs/reference/dplyr_single.html b/docs/reference/dplyr_single.html
index 6c36fba..1260065 100644
--- a/docs/reference/dplyr_single.html
+++ b/docs/reference/dplyr_single.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -178,7 +178,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/get_var_est.html b/docs/reference/get_var_est.html
index b6934ae..2415afc 100644
--- a/docs/reference/get_var_est.html
+++ b/docs/reference/get_var_est.html
@@ -78,7 +78,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -86,7 +86,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -152,15 +152,15 @@ <h1>Get the variance estimates for a survey estimate</h1>
 See <code><a href='../articles/extending-srvyr.html'>vignette("extending-srvyr")</a></code> for more details.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>get_var_est</span>(
-  <span class='no'>stat</span>,
-  <span class='no'>vartype</span>,
-  <span class='kw'>grps</span> <span class='kw'>=</span> <span class='st'>""</span>,
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='fl'>Inf</span>,
-  <span class='kw'>pre_calc_ci</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>deff</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>
-)</pre>
+    <pre class="usage"><span class='fu'>get_var_est</span><span class='op'>(</span>
+  <span class='va'>stat</span>,
+  <span class='va'>vartype</span>,
+  grps <span class='op'>=</span> <span class='st'>""</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  df <span class='op'>=</span> <span class='cn'>Inf</span>,
+  pre_calc_ci <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  deff <span class='op'>=</span> <span class='cn'>FALSE</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -219,7 +219,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/group_by.html b/docs/reference/group_by.html
index 77a26fc..1c7d800 100644
--- a/docs/reference/group_by.html
+++ b/docs/reference/group_by.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -185,19 +185,20 @@ <h2 class="hasAnchor" id="see-also"><a class="anchor" href="#see-also"></a>See a
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Examples of svy_tbl group_by</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'>group_by</span>(<span class='no'>stype</span>)
-
-  <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-    <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span> - <span class='no'>api99</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 3 x 3</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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>group_by</span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span>
+
+  <span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+    <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api_diff <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 3 × 3</span>
 #&gt;   stype api_diff api_diff_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> E        38.6         2.76
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> H         8.46        3.41
-#&gt; </span><span style='color: #BCBCBC;'>3</span><span> M        26.4         3.05</div></span></pre>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E        38.6         2.76
+#&gt; <span style='color: #BCBCBC;'>2</span> H         8.46        3.41
+#&gt; <span style='color: #BCBCBC;'>3</span> M        26.4         3.05</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -213,7 +214,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/group_map_dfr.html b/docs/reference/group_map_dfr.html
index 3128955..a175bdf 100644
--- a/docs/reference/group_map_dfr.html
+++ b/docs/reference/group_map_dfr.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -148,12 +148,12 @@ <h1>Apply a function to each group</h1>
 the data from a <code>tbl_svy</code> to a regular tibble).</p>
     </div>
 
-    <pre class="usage"><span class='fu'>group_map_dfr</span>(<span class='no'>.data</span>, <span class='no'>.f</span>, <span class='no'>...</span>, <span class='kw'>.keep</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)
+    <pre class="usage"><span class='fu'>group_map_dfr</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>.f</span>, <span class='va'>...</span>, .keep <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
 
 <span class='co'># S3 method for tbl_svy</span>
-<span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></span>(<span class='no'>.data</span>, <span class='no'>.f</span>, <span class='no'>...</span>, <span class='kw'>.keep</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)
+<span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>.f</span>, <span class='va'>...</span>, .keep <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
 
-<span class='fu'>group_map_dfr</span>(<span class='no'>.data</span>, <span class='no'>.f</span>, <span class='no'>...</span>, <span class='kw'>.keep</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</pre>
+<span class='fu'>group_map_dfr</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>.f</span>, <span class='va'>...</span>, .keep <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -182,24 +182,26 @@ <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
   <code>group_walk</code> invisibly the original <code>tbl_svy</code>.</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>, <span class='kw'>package</span> <span class='kw'>=</span> <span class='st'>"survey"</span>)
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span>, package <span class='op'>=</span> <span class='st'>"survey"</span><span class='op'>)</span>
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
-<span class='no'>results</span> <span class='kw'>&lt;-</span> <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>both</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></span>(~<span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svyglm.html'>svyglm</a></span>(<span class='no'>api00</span>~<span class='no'>api99</span> + <span class='no'>stype</span>, <span class='no'>.</span>))
+<span class='va'>results</span> <span class='op'>&lt;-</span> <span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>both</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></span><span class='op'>(</span><span class='op'>~</span><span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svyglm.html'>svyglm</a></span><span class='op'>(</span><span class='va'>api00</span><span class='op'>~</span><span class='va'>api99</span> <span class='op'>+</span> <span class='va'>stype</span>, <span class='va'>.</span><span class='op'>)</span><span class='op'>)</span>
 
 <span class='co'># group_map_dfr calls `bind_rows` on the list returned and includes</span>
 <span class='co'># grouping variables. This is most useful with a package like `broom`</span>
 <span class='co'># but could also be used with survey package functions.</span>
-<span class='no'>result_coef</span> <span class='kw'>&lt;-</span> <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>both</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'>group_map_dfr</span>(
-    ~<span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span>(
-      <span class='kw'>api99_coef</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span>(<span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svyglm.html'>svyglm</a></span>(<span class='no'>api00</span>~<span class='no'>api99</span> + <span class='no'>stype</span>, <span class='no'>.</span>))<span class='kw'>[[</span><span class='st'>"api99"</span>]]
-    )
-  )</div></pre>
+<span class='va'>result_coef</span> <span class='op'>&lt;-</span> <span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>both</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>group_map_dfr</span><span class='op'>(</span>
+    <span class='op'>~</span><span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span><span class='op'>(</span>
+      api99_coef <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span><span class='op'>(</span><span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svyglm.html'>svyglm</a></span><span class='op'>(</span><span class='va'>api00</span><span class='op'>~</span><span class='va'>api99</span> <span class='op'>+</span> <span class='va'>stype</span>, <span class='va'>.</span><span class='op'>)</span><span class='op'>)</span><span class='op'>[[</span><span class='st'>"api99"</span><span class='op'>]</span><span class='op'>]</span>
+    <span class='op'>)</span>
+  <span class='op'>)</span>
+
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -215,7 +217,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/groups.html b/docs/reference/groups.html
index 53bfc40..73e5ac4 100644
--- a/docs/reference/groups.html
+++ b/docs/reference/groups.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -177,7 +177,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/index.html b/docs/reference/index.html
index a7556be..24c633b 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -72,7 +72,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -80,7 +80,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -206,6 +206,12 @@ <h2 id="section-calculate-summary-statistics-of-survey-data" class="hasAnchor"><
         <td><p>Group a (survey) dataset by one or more variables.</p></td>
       </tr><tr>
         
+        <td>
+          <p><code><a href="interact.html">interact()</a></code> </p>
+        </td>
+        <td><p>Create interaction terms to group by when summarizing</p></td>
+      </tr><tr>
+        
         <td>
           <p><code><a href="summarise.html">summarise</a></code> </p>
         </td>
@@ -221,7 +227,7 @@ <h2 id="section-calculate-summary-statistics-of-survey-data" class="hasAnchor"><
         <td>
           <p><code><a href="survey_mean.html">survey_mean()</a></code> <code><a href="survey_mean.html">survey_prop()</a></code> </p>
         </td>
-        <td><p>Calculate the mean and its variation using survey methods</p></td>
+        <td><p>Calculate mean/proportion and its variation using survey methods</p></td>
       </tr><tr>
         
         <td>
@@ -258,6 +264,12 @@ <h2 id="section-calculate-summary-statistics-of-survey-data" class="hasAnchor"><
           <p><code><a href="unweighted.html">unweighted()</a></code> </p>
         </td>
         <td><p>Calculate the an unweighted summary statistic from a survey</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="survey_old_quantile.html">survey_old_quantile()</a></code> <code><a href="survey_old_quantile.html">survey_old_median()</a></code> </p>
+        </td>
+        <td><p>Calculate the quantile and its variation using survey methods</p></td>
       </tr>
     </tbody><tbody>
       <tr>
@@ -295,6 +307,24 @@ <h2 id="section-other-supported-dplyr-functions" class="hasAnchor"><a href="#sec
           <p><code><a href="tbl_vars.html">tbl_vars</a></code> </p>
         </td>
         <td><p>List variables produced by a tbl.</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="group_map_dfr.html">group_map_dfr()</a></code> <code><a href="group_map_dfr.html">group_map(<i>&lt;tbl_svy&gt;</i>)</a></code> <code><a href="group_map_dfr.html">group_map_dfr()</a></code> </p>
+        </td>
+        <td><p>Apply a function to each group</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="dplyr_filter_joins.html">dplyr_filter_joins</a></code> </p>
+        </td>
+        <td><p>Filtering joins from dplyr</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="collect.html">collect</a></code> </p>
+        </td>
+        <td><p>Force computation of a database query</p></td>
       </tr>
     </tbody><tbody>
       <tr>
@@ -326,6 +356,18 @@ <h2 id="section--primarily-for-package-authors-extend-srvyr" class="hasAnchor"><
           <p><code><a href="set_survey_vars.html">set_survey_vars()</a></code> </p>
         </td>
         <td><p>Set the variables for the current survey variable</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="uninteract.html">uninteract()</a></code> <code><a href="uninteract.html">is.interaction()</a></code> </p>
+        </td>
+        <td><p>Break interaction vectors back into component columns</p></td>
+      </tr><tr>
+        
+        <td>
+          <p><code><a href="srvyr_interaction.html">srvyr_interaction</a></code> </p>
+        </td>
+        <td><p>srvyr interaction column</p></td>
       </tr>
     </tbody>
     </table>
@@ -345,7 +387,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/interact.html b/docs/reference/interact.html
new file mode 100644
index 0000000..49a4fe1
--- /dev/null
+++ b/docs/reference/interact.html
@@ -0,0 +1,231 @@
+<!-- Generated by pkgdown: do not edit by hand -->
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+  <meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Create interaction terms to group by when summarizing — interact • srvyr</title>
+
+
+<!-- jquery -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
+<!-- Bootstrap -->
+<link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/flatly/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous" />
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
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+<script src="../bootstrap-toc.js"></script>
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
+
+<!-- clipboard.js -->
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+
+<!-- headroom.js -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
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+<meta property="og:title" content="Create interaction terms to group by when summarizing — interact" />
+<meta property="og:description" content="Allows multiple grouping by multiple variables as if they were a single
+variable, which allows calculating proportions that sum to 100
+more than a single grouping variable with survey_mean." />
+
+
+
+
+<!-- mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script>
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+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]-->
+
+
+
+  </head>
+
+  <body data-spy="scroll" data-target="#toc">
+    <div class="container template-reference-topic">
+      <header>
+      <div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+        <a class="navbar-link" href="../index.html">srvyr</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
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+</li>
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+  <a href="../reference/index.html">Reference</a>
+</li>
+<li class="dropdown">
+  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false">
+    Articles
+     
+    <span class="caret"></span>
+  </a>
+  <ul class="dropdown-menu" role="menu">
+    <li>
+      <a href="../articles/srvyr-vs-survey.html">srvyr Compared to the survey Package (Overview)</a>
+    </li>
+    <li>
+      <a href="../articles/srvyr-database.html">Databases in srvyr</a>
+    </li>
+    <li>
+      <a href="../articles/extending-srvyr.html">Extending srvyr</a>
+    </li>
+  </ul>
+</li>
+<li>
+  <a href="../news/index.html">News</a>
+</li>
+      </ul>
+      <ul class="nav navbar-nav navbar-right">
+        <li>
+  <a href="https://github.com/gergness/srvyr/">
+    <span class="fab fa-github fa-lg"></span>
+     
+  </a>
+</li>
+      </ul>
+      
+    </div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+      
+
+      </header>
+
+<div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Create interaction terms to group by when summarizing</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/interaction.R'><code>R/interaction.R</code></a></small>
+    <div class="hidden name"><code>interact.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>Allows multiple grouping by multiple variables as if they were a single
+variable, which allows calculating proportions that sum to 100<!-- % across -->
+more than a single grouping variable with <code>survey_mean</code>.</p>
+    </div>
+
+    <pre class="usage"><span class='fu'>interact</span><span class='op'>(</span><span class='va'>...</span><span class='op'>)</span></pre>
+
+    <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
+    <table class="ref-arguments">
+    <colgroup><col class="name" /><col class="desc" /></colgroup>
+    <tr>
+      <th>...</th>
+      <td><p>variables to group by. All types of tbls accept variable names, and
+most will also accept functions of variables (though some database-backed
+tbls do not allow creating variables).</p></td>
+    </tr>
+    </table>
+
+    <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
+
+    <p>A vector of type <code><a href='srvyr_interaction.html'>srvyr_interaction</a></code>, which is generally
+expected to be automatically split apart.</p>
+    <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
+
+    <p>Behind the scenes, this function creates a special column type that is
+split back into the component columns automatically by <code>summarize</code>.</p>
+
+    <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
+    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span>, package <span class='op'>=</span> <span class='st'>"survey"</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='co'># The sum of the whole prop column is equal to 100%</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='fu'>interact</span><span class='op'>(</span><span class='va'>stype</span>, <span class='va'>awards</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>prop <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 6 × 4</span>
+#&gt;   stype awards   prop prop_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E     No     0.193  0.031<span style='text-decoration: underline;'>8</span> 
+#&gt; <span style='color: #BCBCBC;'>2</span> E     Yes    0.521  0.031<span style='text-decoration: underline;'>8</span> 
+#&gt; <span style='color: #BCBCBC;'>3</span> H     No     0.082<span style='text-decoration: underline;'>9</span> 0.008<span style='text-decoration: underline;'>12</span>
+#&gt; <span style='color: #BCBCBC;'>4</span> H     Yes    0.039<span style='text-decoration: underline;'>0</span> 0.008<span style='text-decoration: underline;'>12</span>
+#&gt; <span style='color: #BCBCBC;'>5</span> M     No     0.085<span style='text-decoration: underline;'>5</span> 0.011<span style='text-decoration: underline;'>7</span> 
+#&gt; <span style='color: #BCBCBC;'>6</span> M     Yes    0.078<span style='text-decoration: underline;'>9</span> 0.011<span style='text-decoration: underline;'>7</span> </div><div class='input'>
+<span class='co'># But if you didn't interact, the sum of each stype's prop is 100%</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>stype</span>, <span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>prop <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 6 × 4</span>
+#&gt; <span style='color: #949494;'># Groups:   stype [3]</span>
+#&gt;   stype awards  prop prop_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E     No      0.27  0.044<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>2</span> E     Yes     0.73  0.044<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>3</span> H     No      0.68  0.066<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>4</span> H     Yes     0.32  0.066<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>5</span> M     No      0.52  0.071<span style='text-decoration: underline;'>4</span>
+#&gt; <span style='color: #BCBCBC;'>6</span> M     Yes     0.48  0.071<span style='text-decoration: underline;'>4</span></div></pre>
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
+
+
+  </body>
+</html>
+
+
diff --git a/docs/reference/pipe.html b/docs/reference/pipe.html
index 5acde4b..4b09c53 100644
--- a/docs/reference/pipe.html
+++ b/docs/reference/pipe.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -142,7 +142,7 @@ <h1>Pipe operator</h1>
     <p>See <code>%&gt;%</code> for more details.</p>
     </div>
 
-    <pre class="usage"><span class='no'>lhs</span> <span class='kw'>%&gt;%</span> <span class='no'>rhs</span></pre>
+    <pre class="usage"><span class='va'>lhs</span> <span class='op'>%&gt;%</span> <span class='va'>rhs</span></pre>
 
 
 
@@ -161,7 +161,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/reexports.html b/docs/reference/reexports.html
index 91c73c8..89fb954 100644
--- a/docs/reference/reexports.html
+++ b/docs/reference/reexports.html
@@ -78,7 +78,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -86,7 +86,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,8 +146,8 @@ <h1>Objects exported from other packages</h1>
     <div class="ref-description">
     <p>These objects are imported from other packages. Follow the links
 below to see their documentation.</p>
-<dl'>
-  <dt>dplyr</dt><dd><p><code><a href='https://dplyr.tidyverse.org/reference/across.html'>across</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/across.html'>c_across</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_column</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_data</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_group</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_group_id</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_modify</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_nest.html'>group_nest</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_split.html'>group_split</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_walk</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>n</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/nest_by.html'>nest_by</a></code></p></dd>
+<dl>
+  <dt>dplyr</dt><dd><p><code><a href='https://dplyr.tidyverse.org/reference/across.html'>across</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/c_across.html'>c_across</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_column</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_data</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_group</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>cur_group_id</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_map</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_modify</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_nest.html'>group_nest</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_split.html'>group_split</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/group_map.html'>group_walk</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/context.html'>n</a></code>, <code><a href='https://dplyr.tidyverse.org/reference/nest_by.html'>nest_by</a></code></p></dd>
 
 </dl>
     </div>
@@ -170,7 +170,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/rlang-tidyeval.html b/docs/reference/rlang-tidyeval.html
index 87b7d23..93b1c55 100644
--- a/docs/reference/rlang-tidyeval.html
+++ b/docs/reference/rlang-tidyeval.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -166,7 +166,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/set_survey_vars.html b/docs/reference/set_survey_vars.html
index 8bbcffe..37e9d0f 100644
--- a/docs/reference/set_survey_vars.html
+++ b/docs/reference/set_survey_vars.html
@@ -78,7 +78,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -86,7 +86,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -152,7 +152,7 @@ <h1>Set the variables for the current survey variable</h1>
 See <code><a href='../articles/extending-srvyr.html'>vignette("extending-srvyr")</a></code> for more details.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>set_survey_vars</span>(<span class='no'>.svy</span>, <span class='no'>x</span>, <span class='kw'>name</span> <span class='kw'>=</span> <span class='st'>"__SRVYR_TEMP_VAR__"</span>, <span class='kw'>add</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</pre>
+    <pre class="usage"><span class='fu'>set_survey_vars</span><span class='op'>(</span><span class='va'>.svy</span>, <span class='va'>x</span>, name <span class='op'>=</span> <span class='st'>"__SRVYR_TEMP_VAR__"</span>, add <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -196,7 +196,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/srvyr-se-deprecated.html b/docs/reference/srvyr-se-deprecated.html
index f9bec36..a879c92 100644
--- a/docs/reference/srvyr-se-deprecated.html
+++ b/docs/reference/srvyr-se-deprecated.html
@@ -77,7 +77,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -85,7 +85,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,54 +146,54 @@ <h1>Deprecated SE versions of main srvyr verbs</h1>
     <p>srvyr has updated it's standard evaluation semantics to match dplyr 0.7, so
 these underscore functions are no longer required (but are still supported
 for backward compatibility reasons). See <code><a href='https://dplyr.tidyverse.org/reference/se-deprecated.html'>se-deprecated</a></code> or the
-dplyr vignette on programming (<code>vignette("programming", package =
-"dplyr")</code>) for more details.</p>
+dplyr vignette on programming (<code><a href='https://dplyr.tidyverse.org/articles/programming.html'>vignette("programming", package =
+"dplyr")</a></code>) for more details.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>as_survey_</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
-
-<span class='fu'>as_survey_design_</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>ids</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>probs</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>strata</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>nest</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>check_strata</span> <span class='kw'>=</span> !<span class='no'>nest</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>pps</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>variance</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"HT"</span>, <span class='st'>"YG"</span>)
-)
-
-<span class='fu'>as_survey_rep_</span>(
-  <span class='no'>.data</span>,
-  <span class='kw'>variables</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>repweights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span>),
-  <span class='kw'>combined_weights</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
-  <span class='kw'>rho</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>bootstrap_average</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>scale</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>rscales</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpctype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"fraction"</span>, <span class='st'>"correction"</span>),
-  <span class='kw'>mse</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span>(<span class='st'>"survey.replicates.mse"</span>)
-)
-
-<span class='fu'>as_survey_twophase_</span>(
-  <span class='no'>.data</span>,
-  <span class='no'>id</span>,
-  <span class='kw'>strata</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>probs</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>subset</span>,
-  <span class='kw'>method</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"full"</span>, <span class='st'>"approx"</span>, <span class='st'>"simple"</span>)
-)
-
-<span class='fu'>cascade_</span>(<span class='no'>.data</span>, <span class='no'>...</span>, <span class='no'>.dots</span>, <span class='kw'>.fill</span> <span class='kw'>=</span> <span class='fl'>NA</span>)</pre>
+    <pre class="usage"><span class='fu'>as_survey_</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span><span class='op'>)</span>
+
+<span class='fu'>as_survey_design_</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  ids <span class='op'>=</span> <span class='cn'>NULL</span>,
+  probs <span class='op'>=</span> <span class='cn'>NULL</span>,
+  strata <span class='op'>=</span> <span class='cn'>NULL</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  nest <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  check_strata <span class='op'>=</span> <span class='op'>!</span><span class='va'>nest</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  pps <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  variance <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='st'>"HT"</span>, <span class='st'>"YG"</span><span class='op'>)</span>
+<span class='op'>)</span>
+
+<span class='fu'>as_survey_rep_</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  variables <span class='op'>=</span> <span class='cn'>NULL</span>,
+  repweights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  type <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='st'>"BRR"</span>, <span class='st'>"Fay"</span>, <span class='st'>"JK1"</span>, <span class='st'>"JKn"</span>, <span class='st'>"bootstrap"</span>, <span class='st'>"other"</span><span class='op'>)</span>,
+  combined_weights <span class='op'>=</span> <span class='cn'>TRUE</span>,
+  rho <span class='op'>=</span> <span class='cn'>NULL</span>,
+  bootstrap_average <span class='op'>=</span> <span class='cn'>NULL</span>,
+  scale <span class='op'>=</span> <span class='cn'>NULL</span>,
+  rscales <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpctype <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='st'>"fraction"</span>, <span class='st'>"correction"</span><span class='op'>)</span>,
+  mse <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/options.html'>getOption</a></span><span class='op'>(</span><span class='st'>"survey.replicates.mse"</span><span class='op'>)</span>
+<span class='op'>)</span>
+
+<span class='fu'>as_survey_twophase_</span><span class='op'>(</span>
+  <span class='va'>.data</span>,
+  <span class='va'>id</span>,
+  strata <span class='op'>=</span> <span class='cn'>NULL</span>,
+  probs <span class='op'>=</span> <span class='cn'>NULL</span>,
+  weights <span class='op'>=</span> <span class='cn'>NULL</span>,
+  fpc <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>subset</span>,
+  method <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='st'>"full"</span>, <span class='st'>"approx"</span>, <span class='st'>"simple"</span><span class='op'>)</span>
+<span class='op'>)</span>
+
+<span class='fu'>cascade_</span><span class='op'>(</span><span class='va'>.data</span>, <span class='va'>...</span>, <span class='va'>.dots</span>, .fill <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -335,7 +335,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/srvyr.html b/docs/reference/srvyr.html
index 331f118..fdbb2d1 100644
--- a/docs/reference/srvyr.html
+++ b/docs/reference/srvyr.html
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -169,9 +169,9 @@ <h2 class="hasAnchor" id="functions-to-manipulate-data-in-a-survey-object"><a cl
     
 
 <p>Once you've created a survey object, you can manipulate the data as you would
-using dplyr with a data.frame. <code><a href='dplyr_single.html'>mutate</a></code> modifies or creates a variable,
-<code><a href='dplyr_single.html'>select</a></code> and <code><a href='dplyr_single.html'>rename</a></code> select or rename variables, and
-<code><a href='dplyr_single.html'>filter</a></code> keeps certain observations.</p>
+using dplyr with a data.frame. <code><a href='group_trim.html'>mutate</a></code> modifies or creates a variable,
+<code><a href='group_trim.html'>select</a></code> and <code><a href='group_trim.html'>rename</a></code> select or rename variables, and
+<code><a href='group_trim.html'>filter</a></code> keeps certain observations.</p>
 <p>Note that <code>arrange</code> and two table verbs such as <code>bind_rows</code>,
 <code>bind_cols</code>, or any of the joins are not usable on survey objects
 because they might require modifications to the definition of your survey. If
@@ -209,7 +209,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/srvyr_interaction.html b/docs/reference/srvyr_interaction.html
new file mode 100644
index 0000000..0610762
--- /dev/null
+++ b/docs/reference/srvyr_interaction.html
@@ -0,0 +1,181 @@
+<!-- Generated by pkgdown: do not edit by hand -->
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+  <meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
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+<!-- Bootstrap -->
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
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+<meta property="og:title" content="srvyr interaction column — srvyr_interaction" />
+<meta property="og:description" content="srvyr_interaction columns help calculate proportions of the interaction of 2
+or more variables. They are created by interact, generally
+used as grouping variables in group_by and then automatically split
+apart by summarise." />
+
+
+
+
+<!-- mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script>
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+<![endif]-->
+
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+  </head>
+
+  <body data-spy="scroll" data-target="#toc">
+    <div class="container template-reference-topic">
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+      <div class="navbar navbar-default navbar-fixed-top" role="navigation">
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+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
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+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+        <a class="navbar-link" href="../index.html">srvyr</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
+      </span>
+    </div>
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+     
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+<li>
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+<li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+<li class="dropdown">
+  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false">
+    Articles
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+    <span class="caret"></span>
+  </a>
+  <ul class="dropdown-menu" role="menu">
+    <li>
+      <a href="../articles/srvyr-vs-survey.html">srvyr Compared to the survey Package (Overview)</a>
+    </li>
+    <li>
+      <a href="../articles/srvyr-database.html">Databases in srvyr</a>
+    </li>
+    <li>
+      <a href="../articles/extending-srvyr.html">Extending srvyr</a>
+    </li>
+  </ul>
+</li>
+<li>
+  <a href="../news/index.html">News</a>
+</li>
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+      <ul class="nav navbar-nav navbar-right">
+        <li>
+  <a href="https://github.com/gergness/srvyr/">
+    <span class="fab fa-github fa-lg"></span>
+     
+  </a>
+</li>
+      </ul>
+      
+    </div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+      
+
+      </header>
+
+<div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>srvyr interaction column</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/interaction.R'><code>R/interaction.R</code></a></small>
+    <div class="hidden name"><code>srvyr_interaction.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p><code>srvyr_interaction</code> columns help calculate proportions of the interaction of 2
+or more variables. They are created by <code><a href='interact.html'>interact</a></code>, generally
+used as grouping variables in <code><a href='group_by.html'>group_by</a></code> and then automatically split
+apart by <code><a href='summarise.html'>summarise</a></code>.</p>
+    </div>
+
+
+
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
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+  </body>
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diff --git a/docs/reference/summarise.html b/docs/reference/summarise.html
index 752b657..9eebf30 100644
--- a/docs/reference/summarise.html
+++ b/docs/reference/summarise.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -152,7 +152,7 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     </tr>
     <tr>
       <th>...</th>
-      <td><p>Name-value pairs of summary functions</p></td>
+      <td><p>Name-value pairs of summarizing expressions, see details</p></td>
     </tr>
     <tr>
       <th>.groups</th>
@@ -179,51 +179,88 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 <code>se</code> for standard error, <code>ci</code> for confidence interval, <code>var</code>
 for variance, and <code>cv</code> for coefficient of variation. <code>level</code>
 specifies the level for the confidence interval.</p>
-<p>The other arguments correspond to the analagous function arguments from the
+<p>The other arguments correspond to the analogous function arguments from the
 survey package.</p>
 <p>The available functions from srvyr are:</p>
-<dl'>
-<dt><code><a href='survey_mean.html'>survey_mean</a></code></dt><dd><p>Calculate the survey mean of the entire population or by <code>groups</code>.
-   Based on <code><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svymean</a></code>.</p></dd>
+<dl>
+<dt><code><a href='survey_mean.html'>survey_mean</a></code></dt><dd><p>Calculate the mean of a numeric variable or the proportion falling into <code>groups</code>
+   for the entire population or by <code>groups</code>. Based on <code><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svymean</a></code>
+   and <code><a href='https://rdrr.io/pkg/survey/man/svyciprop.html'>svyciprop</a></code>.</p></dd>.
 <dt><code><a href='survey_total.html'>survey_total</a></code></dt><dd><p>Calculate the survey total of the entire population or by <code>groups</code>.
    Based on <code><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svytotal</a></code>.</p></dd>
+<dt><code><a href='survey_mean.html'>survey_prop</a></code></dt><dd><p>Calculate the proportion of the entire population or by <code>groups</code>.
+   Based on <code><a href='https://rdrr.io/pkg/survey/man/svyciprop.html'>svyciprop</a></code>.</p></dd>
  <dt><code><a href='survey_ratio.html'>survey_ratio</a></code></dt><dd><p>Calculate the ratio of 2 variables in the entire population or by <code>groups</code>.
    Based on <code><a href='https://rdrr.io/pkg/survey/man/svyratio.html'>svyratio</a></code>.</p></dd>
-<dt><code><a href='survey_quantile.html'>survey_quantile</a></code></dt><dd><p>Calculate quantiles in the entire population or by <code>groups</code>. Based on
-   <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code>.</p></dd>
- <dt><code><a href='survey_quantile.html'>survey_median</a></code></dt><dd><p>Calculate the median in the entire population or by <code>groups</code>.
+<dt><code><a href='survey_quantile.html'>survey_quantile</a></code> &amp; <code><a href='survey_quantile.html'>survey_median</a></code></dt><dd><p>Calculate quantiles in the entire population or by <code>groups</code>. Based on
    <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code>.</p></dd>
  <dt><code><a href='unweighted.html'>unweighted</a></code></dt><dd><p>Calculate an unweighted estimate as you would on a regular <code>tbl_df</code>.
    Based on dplyr's <code><a href='https://dplyr.tidyverse.org/reference/summarise.html'>summarise</a></code>.</p></dd>
 
 </dl>
 
+<p>You can use expressions both in the <code>...</code> of <code>summarize</code> and also
+in the arguments to the summarizing functions. Though this is valid syntactically
+it can also allow you to calculate incorrect results (for example if you multiply
+the mean by 100, the standard error is also multipled by 100, but the variance
+is not).</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>summarise</span>(<span class='kw'>api99_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api99</span>),
-            <span class='kw'>api00_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span>),
-            <span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span> - <span class='no'>api99</span>))</div><div class='output co'>#&gt;   api99_mn api99_mn_se api00_mn api00_mn_se api_diff api_diff_se
-#&gt; 1 629.3948    10.09699 662.2874    9.536132 32.89252    2.078207</div><div class='input'>
-<span class='no'>dstrata_grp</span> <span class='kw'>&lt;-</span> <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>stype</span>)
-
-<span class='no'>dstrata_grp</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>summarise</span>(<span class='kw'>api99_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api99</span>),
-            <span class='kw'>api00_mn</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span>),
-            <span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span> - <span class='no'>api99</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 3 x 7</span><span>
+    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span>, package <span class='op'>=</span> <span class='st'>"survey"</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>summarise</span><span class='op'>(</span>api99_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+            api00_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span>,
+            api_diff <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   api99_mn api99_mn_se api00_mn api00_mn_se api_diff api_diff_se
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>     629.        10.1     662.        9.54     32.9        2.08</div><div class='input'>
+<span class='va'>dstrata_grp</span> <span class='op'>&lt;-</span> <span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span>
+
+<span class='va'>dstrata_grp</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>summarise</span><span class='op'>(</span>api99_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+            api00_mn <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span>,
+            api_diff <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 3 × 7</span>
 #&gt;   stype api99_mn api99_mn_se api00_mn api00_mn_se api_diff api_diff_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> E         636.        13.3     674.        12.5    38.6         2.76
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> H         617.        15.8     626.        15.5     8.46        3.41
-#&gt; </span><span style='color: #BCBCBC;'>3</span><span> M         610.        16.8     637.        16.6    26.4         3.05</div><div class='input'>
-</div></span></pre>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E         636.        13.3     674.        12.5    38.6         2.76
+#&gt; <span style='color: #BCBCBC;'>2</span> H         617.        15.8     626.        15.5     8.46        3.41
+#&gt; <span style='color: #BCBCBC;'>3</span> M         610.        16.8     637.        16.6    26.4         3.05</div><div class='input'>
+<span class='co'># `dplyr::across` can be used to programmatically summarize multiple columns</span>
+<span class='co'># See https://dplyr.tidyverse.org/articles/colwise.html for details</span>
+<span class='co'># A basic example of working on 2 columns at once and then calculating the total</span>
+<span class='co'># the mean</span>
+<span class='va'>total_vars</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"enroll"</span>, <span class='st'>"api.stu"</span><span class='op'>)</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>summarize</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 class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fu'><a href='https://tidyselect.r-lib.org/reference/all_of.html'>all_of</a></span><span class='op'>(</span><span class='va'>total_vars</span><span class='op'>)</span><span class='op'>)</span>, <span class='va'>survey_total</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 4</span>
+#&gt;     enroll enroll_se  api.stu api.stu_se
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> 3<span style='text-decoration: underline;'>687</span>178.   <span style='text-decoration: underline;'>117</span>319. 3<span style='text-decoration: underline;'>086</span>009.    <span style='text-decoration: underline;'>101</span>841.</div><div class='input'>
+<span class='co'># Expressions are allowed in summarize arguments &amp; inside functions</span>
+<span class='co'># Here we can calculate binary variable on the fly and also multiply by 100 to</span>
+<span class='co'># get percentages</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>summarize</span><span class='op'>(</span>api99_over_700_pct <span class='op'>=</span> <span class='fl'>100</span> <span class='op'>*</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api99</span> <span class='op'>&gt;</span> <span class='fl'>700</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 2</span>
+#&gt;   api99_over_700_pct api99_over_700_pct_se
+#&gt;                <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>                 <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>               30.6                  3.61</div><div class='input'>
+<span class='co'># But be careful, the variance doesn't scale the same way, so this is wrong!</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>summarize</span><span class='op'>(</span>api99_over_700_pct <span class='op'>=</span> <span class='fl'>100</span> <span class='op'>*</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api99</span> <span class='op'>&gt;</span> <span class='fl'>700</span>, vartype <span class='op'>=</span> <span class='st'>"var"</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 2</span>
+#&gt;   api99_over_700_pct api99_over_700_pct_var
+#&gt;                <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>                  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>               30.6                  0.130</div><div class='input'><span class='co'># Wrong variance!</span>
+
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -239,7 +276,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/summarise_all.html b/docs/reference/summarise_all.html
index 41d8afa..382f719 100644
--- a/docs/reference/summarise_all.html
+++ b/docs/reference/summarise_all.html
@@ -74,7 +74,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -82,7 +82,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -162,7 +162,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/survey_mean.html b/docs/reference/survey_mean.html
index 7af2f39..4a7ecbb 100644
--- a/docs/reference/survey_mean.html
+++ b/docs/reference/survey_mean.html
@@ -6,7 +6,7 @@
 <meta http-equiv="X-UA-Compatible" content="IE=edge">
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
 
-<title>Calculate the mean and its variation using survey methods — survey_mean • srvyr</title>
+<title>Calculate mean/proportion and its variation using survey methods — survey_mean • srvyr</title>
 
 
 <!-- jquery -->
@@ -39,7 +39,7 @@
 
 
 
-<meta property="og:title" content="Calculate the mean and its variation using survey methods — survey_mean" />
+<meta property="og:title" content="Calculate mean/proportion and its variation using survey methods — survey_mean" />
 <meta property="og:description" content="Calculate means and proportions from complex survey data. A wrapper
 around svymean, or if proportion = TRUE,
 svyciprop. survey_mean should always be
@@ -76,7 +76,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -84,7 +84,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -136,7 +136,7 @@
 <div class="row">
   <div class="col-md-9 contents">
     <div class="page-header">
-    <h1>Calculate the mean and its variation using survey methods</h1>
+    <h1>Calculate mean/proportion and its variation using survey methods</h1>
     <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/survey_statistics.r'><code>R/survey_statistics.r</code></a></small>
     <div class="hidden name"><code>survey_mean.Rd</code></div>
     </div>
@@ -148,27 +148,27 @@ <h1>Calculate the mean and its variation using survey methods</h1>
 called from <code><a href='summarise.html'>summarise</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_mean</span>(
-  <span class='no'>x</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>proportion</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>prop_method</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"logit"</span>, <span class='st'>"likelihood"</span>, <span class='st'>"asin"</span>, <span class='st'>"beta"</span>, <span class='st'>"mean"</span>),
-  <span class='kw'>deff</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)
-
-<span class='fu'>survey_prop</span>(
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>proportion</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>prop_method</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"logit"</span>, <span class='st'>"likelihood"</span>, <span class='st'>"asin"</span>, <span class='st'>"beta"</span>, <span class='st'>"mean"</span>),
-  <span class='kw'>deff</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)</pre>
+    <pre class="usage"><span class='fu'>survey_mean</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  proportion <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  prop_method <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='st'>"logit"</span>, <span class='st'>"likelihood"</span>, <span class='st'>"asin"</span>, <span class='st'>"beta"</span>, <span class='st'>"mean"</span><span class='op'>)</span>,
+  deff <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
+
+<span class='fu'>survey_prop</span><span class='op'>(</span>
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  proportion <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  prop_method <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='st'>"logit"</span>, <span class='st'>"likelihood"</span>, <span class='st'>"asin"</span>, <span class='st'>"beta"</span>, <span class='st'>"mean"</span><span class='op'>)</span>,
+  deff <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -220,55 +220,116 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     </tr>
     </table>
 
+    <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
+
+    <p>Using <code>survey_prop</code> is equivalent to leaving out the <code>x</code> argument in
+<code>survey_mean</code> and this calculates the proportion represented within the
+data, with the last grouping variable "unpeeled". <code><a href='interact.html'>interact</a></code>
+allows for "unpeeling" multiple variables at once.</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99_mn</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api99</span>),
-            <span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api00</span> - <span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"ci"</span>, <span class='st'>"cv"</span>)))</div><div class='output co'>#&gt;   api99_mn api99_mn_se api_diff api_diff_low api_diff_upp api_diff_cv
-#&gt; 1 629.3948    10.09699 32.89252     28.79413     36.99091  0.06318176</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api00</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
+    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span>, package <span class='op'>=</span> <span class='st'>"survey"</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99_mn <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+            api_diff <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span>, vartype <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='st'>"ci"</span>, <span class='st'>"cv"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   api99_mn api99_mn_se api_diff api_diff_low api_diff_upp api_diff_cv
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>     629.        10.1     32.9         28.8         37.0      0.063<span style='text-decoration: underline;'>2</span></div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00 <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No      634.     15.6
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes     678.     12.0</div><div class='input'>
-<span class='co'># Leave x empty to calculate the proportion in each group</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>pct</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>())</div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 2 x 3</span><span>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No      634.     15.6
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes     678.     12.0</div><div class='input'>
+<span class='co'># Use `survey_prop` calculate the proportion in each group</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>pct <span class='op'>=</span> <span class='fu'>survey_prop</span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
+#&gt;   awards   pct pct_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     0.361 0.034<span style='text-decoration: underline;'>9</span>
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    0.639 0.034<span style='text-decoration: underline;'>9</span></div><div class='input'>
+<span class='co'># Or you can also leave  out `x` in `survey_mean`, so this is equivalent</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>pct <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards   pct pct_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No     0.361 0.034</span><span style='text-decoration: underline;'>9</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes    0.639 0.034</span><span style='text-decoration: underline;'>9</span><span></div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     0.361 0.034<span style='text-decoration: underline;'>9</span>
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    0.639 0.034<span style='text-decoration: underline;'>9</span></div><div class='input'>
+<span class='co'># When there's more than one group, the last group is "peeled" off and proportions are</span>
+<span class='co'># calculated within that group, each adding up to 100%.</span>
+<span class='co'># So in this example, the sum of prop is 200% (100% for awards=="Yes" &amp;</span>
+<span class='co'># 100% for awards=="No")</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>stype</span>, <span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>prop <span class='op'>=</span> <span class='fu'>survey_prop</span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 6 × 4</span>
+#&gt; <span style='color: #949494;'># Groups:   stype [3]</span>
+#&gt;   stype awards  prop prop_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E     No      0.27  0.044<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>2</span> E     Yes     0.73  0.044<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>3</span> H     No      0.68  0.066<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>4</span> H     Yes     0.32  0.066<span style='text-decoration: underline;'>6</span>
+#&gt; <span style='color: #BCBCBC;'>5</span> M     No      0.52  0.071<span style='text-decoration: underline;'>4</span>
+#&gt; <span style='color: #BCBCBC;'>6</span> M     Yes     0.48  0.071<span style='text-decoration: underline;'>4</span></div><div class='input'>
+<span class='co'># The `interact` function can help you calculate the proportion over</span>
+<span class='co'># the interaction of two or more variables</span>
+<span class='co'># So in this example, the sum of prop is 100%</span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='fu'><a href='interact.html'>interact</a></span><span class='op'>(</span><span class='va'>stype</span>, <span class='va'>awards</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>prop <span class='op'>=</span> <span class='fu'>survey_prop</span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 6 × 4</span>
+#&gt;   stype awards   prop prop_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E     No     0.193  0.031<span style='text-decoration: underline;'>8</span> 
+#&gt; <span style='color: #BCBCBC;'>2</span> E     Yes    0.521  0.031<span style='text-decoration: underline;'>8</span> 
+#&gt; <span style='color: #BCBCBC;'>3</span> H     No     0.082<span style='text-decoration: underline;'>9</span> 0.008<span style='text-decoration: underline;'>12</span>
+#&gt; <span style='color: #BCBCBC;'>4</span> H     Yes    0.039<span style='text-decoration: underline;'>0</span> 0.008<span style='text-decoration: underline;'>12</span>
+#&gt; <span style='color: #BCBCBC;'>5</span> M     No     0.085<span style='text-decoration: underline;'>5</span> 0.011<span style='text-decoration: underline;'>7</span> 
+#&gt; <span style='color: #BCBCBC;'>6</span> M     Yes    0.078<span style='text-decoration: underline;'>9</span> 0.011<span style='text-decoration: underline;'>7</span> </div><div class='input'>
 <span class='co'># Setting proportion = TRUE uses a different method for calculating confidence intervals</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>high_api</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api00</span> <span class='kw'>&gt;</span> <span class='fl'>875</span>, <span class='kw'>proportion</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>))</div><div class='output co'>#&gt;     high_api high_api_low high_api_upp
-#&gt; 1 0.03183726   0.01288921   0.07648209</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>high_api <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>&gt;</span> <span class='fl'>875</span>, proportion <span class='op'>=</span> <span class='cn'>TRUE</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 3</span>
+#&gt;   high_api high_api_low high_api_upp
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>   0.031<span style='text-decoration: underline;'>8</span>       0.012<span style='text-decoration: underline;'>9</span>       0.076<span style='text-decoration: underline;'>5</span></div><div class='input'>
 <span class='co'># level takes a vector for multiple levels of confidence intervals</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>level</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0.95</span>, <span class='fl'>0.65</span>)))</div><div class='output co'>#&gt;                         api99 api99_low95 api99_upp95 api99_low65 api99_upp65
-#&gt; `__SRVYR_TEMP_VAR__` 629.3948    609.4828    649.3069    619.9358    638.8539</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99 <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, level <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='fl'>0.95</span>, <span class='fl'>0.65</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 5</span>
+#&gt;   api99 api99_low95 api99_upp95 api99_low65 api99_upp65
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>  629.        609.        649.        620.        639.</div><div class='input'>
 <span class='co'># Note that the default degrees of freedom in srvyr is different from</span>
 <span class='co'># survey, so your confidence intervals might not be exact matches. To</span>
 <span class='co'># Replicate survey's behavior, use df = Inf</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>srvyr_default</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>),
-            <span class='kw'>survey_defualt</span> <span class='kw'>=</span> <span class='fu'>survey_mean</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='fl'>Inf</span>))</div><div class='output co'>#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
-#&gt; 1      629.3948          609.4828          649.3069       629.3948
-#&gt;   survey_defualt_low survey_defualt_upp
-#&gt; 1           609.6051           649.1846</div><div class='input'>
-<span class='no'>comparison</span> <span class='kw'>&lt;-</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svymean</a></span>(~<span class='no'>api99</span>, <span class='no'>dstrata</span>)
-<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>) <span class='co'># survey's default</span></div><div class='output co'>#&gt;          2.5 %   97.5 %
-#&gt; api99 609.6051 649.1846</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span>(<span class='no'>dstrata</span>)) <span class='co'># srvyr's default</span></div><div class='output co'>#&gt;          2.5 %   97.5 %
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>srvyr_default <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span><span class='op'>)</span>,
+            survey_defualt <span class='op'>=</span> <span class='fu'>survey_mean</span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, df <span class='op'>=</span> <span class='cn'>Inf</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
+#&gt;           <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>          <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>          629.              609.              649.           629.
+#&gt; <span style='color: #949494;'># … with 2 more variables: survey_defualt_low &lt;dbl&gt;, survey_defualt_upp &lt;dbl&gt;</span></div><div class='input'>
+<span class='va'>comparison</span> <span class='op'>&lt;-</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svymean</a></span><span class='op'>(</span><span class='op'>~</span><span class='va'>api99</span>, <span class='va'>dstrata</span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span><span class='op'>)</span> <span class='co'># survey's default</span>
+</div><div class='output co'>#&gt;          2.5 %   97.5 %
+#&gt; api99 609.6051 649.1846</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span>, df <span class='op'>=</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span><span class='op'>(</span><span class='va'>dstrata</span><span class='op'>)</span><span class='op'>)</span> <span class='co'># srvyr's default</span>
+</div><div class='output co'>#&gt;          2.5 %   97.5 %
 #&gt; api99 609.4828 649.3069</div><div class='input'>
-</div></span></pre>
+</div></pre>
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@@ -284,7 +345,7 @@ <h2 data-toc-skip>Contents</h2>
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+around oldsvyquantile, which is a version of the function
+from before version 4.1 of the survey package, available for backwards compatibility.
+survey_old_quantile and survey_old_median should always be
+called from summarise. See Thomas Lumley's blogpost
+&amp;lt;https://notstatschat.rbind.io/2021/07/20/what-s-new-in-the-survey-package/&amp;gt;
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+    <div class="page-header">
+    <h1>Calculate the quantile and its variation using survey methods</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/survey_statistics.r'><code>R/survey_statistics.r</code></a></small>
+    <div class="hidden name"><code>survey_old_quantile.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>Calculate quantiles from complex survey data. A wrapper
+around <code><a href='https://rdrr.io/pkg/survey/man/oldsvyquantile.html'>oldsvyquantile</a></code>, which is a version of the function
+from before version 4.1 of the survey package, available for backwards compatibility.
+<code>survey_old_quantile</code> and <code>survey_old_median</code> should always be
+called from <code><a href='summarise.html'>summarise</a></code>. See Thomas Lumley's blogpost
+&lt;https://notstatschat.rbind.io/2021/07/20/what-s-new-in-the-survey-package/&gt;
+for more details.</p>
+    </div>
+
+    <pre class="usage"><span class='fu'>survey_old_quantile</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  <span class='va'>quantiles</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  q_method <span class='op'>=</span> <span class='st'>"linear"</span>,
+  f <span class='op'>=</span> <span class='fl'>1</span>,
+  interval_type <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='st'>"Wald"</span>, <span class='st'>"score"</span>, <span class='st'>"betaWald"</span>, <span class='st'>"probability"</span>, <span class='st'>"quantile"</span><span class='op'>)</span>,
+  ties <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='st'>"discrete"</span>, <span class='st'>"rounded"</span><span class='op'>)</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
+
+<span class='fu'>survey_old_median</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  q_method <span class='op'>=</span> <span class='st'>"linear"</span>,
+  f <span class='op'>=</span> <span class='fl'>1</span>,
+  interval_type <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='st'>"Wald"</span>, <span class='st'>"score"</span>, <span class='st'>"betaWald"</span>, <span class='st'>"probability"</span>, <span class='st'>"quantile"</span><span class='op'>)</span>,
+  ties <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='st'>"discrete"</span>, <span class='st'>"rounded"</span><span class='op'>)</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
+
+    <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
+    <table class="ref-arguments">
+    <colgroup><col class="name" /><col class="desc" /></colgroup>
+    <tr>
+      <th>x</th>
+      <td><p>A variable or expression</p></td>
+    </tr>
+    <tr>
+      <th>quantiles</th>
+      <td><p>A vector of quantiles to calculate</p></td>
+    </tr>
+    <tr>
+      <th>na.rm</th>
+      <td><p>A logical value to indicate whether missing values should be dropped</p></td>
+    </tr>
+    <tr>
+      <th>vartype</th>
+      <td><p>NULL to report no variability (default), otherwise one or more of:
+standard error ("se") confidence interval ("ci") (variance and coefficient
+of variation not available).</p></td>
+    </tr>
+    <tr>
+      <th>level</th>
+      <td><p>A single number indicating the confidence level (only one level allowed)</p></td>
+    </tr>
+    <tr>
+      <th>q_method</th>
+      <td><p>See "method" in <code><a href='https://rdrr.io/r/stats/approxfun.html'>approxfun</a></code></p></td>
+    </tr>
+    <tr>
+      <th>f</th>
+      <td><p>See <code><a href='https://rdrr.io/r/stats/approxfun.html'>approxfun</a></code></p></td>
+    </tr>
+    <tr>
+      <th>interval_type</th>
+      <td><p>See <code><a href='https://rdrr.io/pkg/survey/man/oldsvyquantile.html'>oldsvyquantile</a></code></p></td>
+    </tr>
+    <tr>
+      <th>ties</th>
+      <td><p>See <code><a href='https://rdrr.io/pkg/survey/man/oldsvyquantile.html'>oldsvyquantile</a></code></p></td>
+    </tr>
+    <tr>
+      <th>df</th>
+      <td><p>A number indicating the degrees of freedom for t-distribution. The
+default, Inf uses the normal distribution (matches the survey package).
+Also, has no effect for <code>type = "betaWald"</code>.</p></td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td><p>Ignored</p></td>
+    </tr>
+    </table>
+
+
+    <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99 <span class='op'>=</span> <span class='fu'>survey_old_quantile</span><span class='op'>(</span><span class='va'>api99</span>, <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.25</span>, <span class='fl'>0.5</span>, <span class='fl'>0.75</span><span class='op'>)</span><span class='op'>)</span>,
+            api00 <span class='op'>=</span> <span class='fu'>survey_old_median</span><span class='op'>(</span><span class='va'>api00</span>, vartype <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='st'>"ci"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 9</span>
+#&gt;   api99_q25 api99_q50 api99_q75 api99_q25_se api99_q50_se api99_q75_se api00
+#&gt;       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>      525.       631      727.         12.5         18.4         17.9  667.
+#&gt; <span style='color: #949494;'># … with 2 more variables: api00_low &lt;dbl&gt;, api00_upp &lt;dbl&gt;</span></div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00 <span class='op'>=</span> <span class='fu'>survey_old_median</span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
+#&gt;   awards api00 api00_se
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No      641.     23.4
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes     671.     18.8</div><div class='input'>
+</div></pre>
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
+
+
+  </body>
+</html>
+
+
diff --git a/docs/reference/survey_quantile.html b/docs/reference/survey_quantile.html
index 8cd732d..9449281 100644
--- a/docs/reference/survey_quantile.html
+++ b/docs/reference/survey_quantile.html
@@ -75,7 +75,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,32 +146,30 @@ <h1>Calculate the quantile and its variation using survey methods</h1>
 <code>survey_median</code> should always be called from <code><a href='summarise.html'>summarise</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_quantile</span>(
-  <span class='no'>x</span>,
-  <span class='no'>quantiles</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>q_method</span> <span class='kw'>=</span> <span class='st'>"linear"</span>,
-  <span class='kw'>f</span> <span class='kw'>=</span> <span class='fl'>1</span>,
-  <span class='kw'>interval_type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"Wald"</span>, <span class='st'>"score"</span>, <span class='st'>"betaWald"</span>, <span class='st'>"probability"</span>, <span class='st'>"quantile"</span>),
-  <span class='kw'>ties</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"discrete"</span>, <span class='st'>"rounded"</span>),
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)
-
-<span class='fu'>survey_median</span>(
-  <span class='no'>x</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>q_method</span> <span class='kw'>=</span> <span class='st'>"linear"</span>,
-  <span class='kw'>f</span> <span class='kw'>=</span> <span class='fl'>1</span>,
-  <span class='kw'>interval_type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"Wald"</span>, <span class='st'>"score"</span>, <span class='st'>"betaWald"</span>, <span class='st'>"probability"</span>, <span class='st'>"quantile"</span>),
-  <span class='kw'>ties</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"discrete"</span>, <span class='st'>"rounded"</span>),
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)</pre>
+    <pre class="usage"><span class='fu'>survey_quantile</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  <span class='va'>quantiles</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  interval_type <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='st'>"mean"</span>, <span class='st'>"beta"</span>, <span class='st'>"xlogit"</span>, <span class='st'>"asin"</span>, <span class='st'>"score"</span>, <span class='st'>"quantile"</span><span class='op'>)</span>,
+  qrule <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='st'>"math"</span>, <span class='st'>"school"</span>, <span class='st'>"shahvaish"</span>, <span class='st'>"hf1"</span>, <span class='st'>"hf2"</span>, <span class='st'>"hf3"</span>, <span class='st'>"hf4"</span>, <span class='st'>"hf5"</span>, <span class='st'>"hf6"</span>,
+    <span class='st'>"hf7"</span>, <span class='st'>"hf8"</span>, <span class='st'>"hf9"</span><span class='op'>)</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
+
+<span class='fu'>survey_median</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  interval_type <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='st'>"mean"</span>, <span class='st'>"beta"</span>, <span class='st'>"xlogit"</span>, <span class='st'>"asin"</span>, <span class='st'>"score"</span>, <span class='st'>"quantile"</span><span class='op'>)</span>,
+  qrule <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='st'>"math"</span>, <span class='st'>"school"</span>, <span class='st'>"shahvaish"</span>, <span class='st'>"hf1"</span>, <span class='st'>"hf2"</span>, <span class='st'>"hf3"</span>, <span class='st'>"hf4"</span>, <span class='st'>"hf5"</span>, <span class='st'>"hf6"</span>,
+    <span class='st'>"hf7"</span>, <span class='st'>"hf8"</span>, <span class='st'>"hf9"</span><span class='op'>)</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -190,35 +188,26 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     </tr>
     <tr>
       <th>vartype</th>
-      <td><p>NULL to report no variability (default), otherwise one or more of:
-standard error ("se") confidence interval ("ci") (variance and coefficient
-of variation not available).</p></td>
+      <td><p>NULL to report no variability. Otherwise one or more of: standard error ("se", the default),
+confidence interval ("ci"), variance ("var") or coefficient of variation
+("cv").</p></td>
     </tr>
     <tr>
       <th>level</th>
-      <td><p>A single number indicating the confidence level (only one level allowed)</p></td>
-    </tr>
-    <tr>
-      <th>q_method</th>
-      <td><p>See "method" in <code><a href='https://rdrr.io/r/stats/approxfun.html'>approxfun</a></code></p></td>
-    </tr>
-    <tr>
-      <th>f</th>
-      <td><p>See <code><a href='https://rdrr.io/r/stats/approxfun.html'>approxfun</a></code></p></td>
+      <td><p>A single number indicating the confidence level (only one level allowed). Note that this may effect estimated standard errors (see <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code> details on <code>alpha</code>, which equals <code>1-level</code>).</p></td>
     </tr>
     <tr>
       <th>interval_type</th>
-      <td><p>See <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code></p></td>
+      <td><p>See <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code>. Note that <code>interval_type = "quantile"</code> is only available for replicate designs, and <code>interval_type = "score"</code> is unavailable for replicate designs.</p></td>
     </tr>
     <tr>
-      <th>ties</th>
+      <th>qrule</th>
       <td><p>See <code><a href='https://rdrr.io/pkg/survey/man/svyquantile.html'>svyquantile</a></code></p></td>
     </tr>
     <tr>
       <th>df</th>
       <td><p>A number indicating the degrees of freedom for t-distribution. The
-default, Inf uses the normal distribution (matches the survey package).
-Also, has no effect for <code>type = "betaWald"</code>.</p></td>
+default, NULL, uses the design degrees of freedom (matches the survey package).</p></td>
     </tr>
     <tr>
       <th>...</th>
@@ -226,28 +215,39 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     </tr>
     </table>
 
+    <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
+
+    <p>Note that the behavior of these functions has changed in srvyr version 1.1,
+but the old functions are still (currently) supported as
+<code><a href='survey_old_quantile.html'>survey_old_quantile</a></code> and <code>survey_old_median</code> if you need
+to replicate the old results. For more details about what has changed, see
+Thomas Lumley's blog post on the changes, available here:
+&lt;https://notstatschat.rbind.io/2021/07/20/what-s-new-in-the-survey-package/&gt;</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99</span> <span class='kw'>=</span> <span class='fu'>survey_quantile</span>(<span class='no'>api99</span>, <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0.25</span>, <span class='fl'>0.5</span>, <span class='fl'>0.75</span>)),
-            <span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'>survey_median</span>(<span class='no'>api00</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"ci"</span>)))</div><div class='output co'>#&gt;   api99_q25 api99_q50 api99_q75 api99_q25_se api99_q50_se api99_q75_se    api00
-#&gt; 1    525.48       631  726.7813     12.49138     18.39529     17.89185 667.2358
-#&gt;   api00_low api00_upp
-#&gt; 1  635.8324  681.7236</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'>survey_median</span>(<span class='no'>api00</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99 <span class='op'>=</span> <span class='fu'>survey_quantile</span><span class='op'>(</span><span class='va'>api99</span>, <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.25</span>, <span class='fl'>0.5</span>, <span class='fl'>0.75</span><span class='op'>)</span><span class='op'>)</span>,
+            api00 <span class='op'>=</span> <span class='fu'>survey_median</span><span class='op'>(</span><span class='va'>api00</span>, vartype <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='st'>"ci"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 9</span>
+#&gt;   api99_q25 api99_q50 api99_q75 api99_q25_se api99_q50_se api99_q75_se api00
+#&gt;       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>       526       631       728         13.7         17.5         18.3   668
+#&gt; <span style='color: #949494;'># … with 2 more variables: api00_low &lt;dbl&gt;, api00_upp &lt;dbl&gt;</span></div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00 <span class='op'>=</span> <span class='fu'>survey_median</span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No      641.     23.4
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes     671.     18.8</div><div class='input'>
-</div></span></pre>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No       646     21.4
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes      676     17.7</div><div class='input'>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -263,7 +263,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/survey_ratio.html b/docs/reference/survey_ratio.html
index 4b68d94..e180096 100644
--- a/docs/reference/survey_ratio.html
+++ b/docs/reference/survey_ratio.html
@@ -75,7 +75,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,16 +146,16 @@ <h1>Calculate the ratio and its variation using survey methods</h1>
 should always be called from <code><a href='summarise.html'>summarise</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_ratio</span>(
-  <span class='no'>numerator</span>,
-  <span class='no'>denominator</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>deff</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)</pre>
+    <pre class="usage"><span class='fu'>survey_ratio</span><span class='op'>(</span>
+  <span class='va'>numerator</span>,
+  <span class='va'>denominator</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  deff <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -201,42 +201,51 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
 
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>enroll</span> <span class='kw'>=</span> <span class='fu'>survey_ratio</span>(<span class='no'>api00</span>, <span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"ci"</span>, <span class='st'>"cv"</span>)))</div><div class='output co'>#&gt;     enroll enroll_low enroll_upp   enroll_cv
-#&gt; 1 1.052261    1.04498   1.059541 0.003508264</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'>survey_ratio</span>(<span class='no'>api00</span>, <span class='no'>api99</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>enroll <span class='op'>=</span> <span class='fu'>survey_ratio</span><span class='op'>(</span><span class='va'>api00</span>, <span class='va'>api99</span>, vartype <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='st'>"ci"</span>, <span class='st'>"cv"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 4</span>
+#&gt;   enroll enroll_low enroll_upp enroll_cv
+#&gt;    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>   1.05       1.04       1.06   0.003<span style='text-decoration: underline;'>51</span></div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00 <span class='op'>=</span> <span class='fu'>survey_ratio</span><span class='op'>(</span><span class='va'>api00</span>, <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No      1.02  0.003</span><span style='text-decoration: underline;'>43</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes     1.07  0.004</span><span style='text-decoration: underline;'>78</span><span></div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No      1.02  0.003<span style='text-decoration: underline;'>43</span>
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes     1.07  0.004<span style='text-decoration: underline;'>78</span></div><div class='input'>
 <span class='co'># level takes a vector for multiple levels of confidence intervals</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>enroll</span> <span class='kw'>=</span> <span class='fu'>survey_ratio</span>(<span class='no'>api99</span>, <span class='no'>api00</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>level</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0.95</span>, <span class='fl'>0.65</span>)))</div><div class='output co'>#&gt;                                         enroll enroll_low95 enroll_upp95
-#&gt; __SRVYR_TEMP_NUM__/__SRVYR_TEMP_DEN__ 0.950335      0.94376    0.9569099
-#&gt;                                       enroll_low65 enroll_upp65
-#&gt; __SRVYR_TEMP_NUM__/__SRVYR_TEMP_DEN__    0.9472116    0.9534583</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>enroll <span class='op'>=</span> <span class='fu'>survey_ratio</span><span class='op'>(</span><span class='va'>api99</span>, <span class='va'>api00</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, level <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='fl'>0.95</span>, <span class='fl'>0.65</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 5</span>
+#&gt;   enroll enroll_low95 enroll_upp95 enroll_low65 enroll_upp65
+#&gt;    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>  0.950        0.944        0.957        0.947        0.953</div><div class='input'>
 <span class='co'># Note that the default degrees of freedom in srvyr is different from</span>
 <span class='co'># survey, so your confidence intervals might not exactly match. To</span>
 <span class='co'># replicate survey's behavior, use df = Inf</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>srvyr_default</span> <span class='kw'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>),
-            <span class='kw'>survey_defualt</span> <span class='kw'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='fl'>Inf</span>))</div><div class='output co'>#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
-#&gt; 1       3898472           3775136           4021807        3898472
-#&gt;   survey_defualt_low survey_defualt_upp
-#&gt; 1            3775894            4021049</div><div class='input'>
-<span class='no'>comparison</span> <span class='kw'>&lt;-</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svytotal</a></span>(~<span class='no'>api99</span>, <span class='no'>dstrata</span>)
-<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>) <span class='co'># survey's default</span></div><div class='output co'>#&gt;         2.5 %  97.5 %
-#&gt; api99 3775894 4021049</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span>(<span class='no'>dstrata</span>)) <span class='co'># srvyr's default</span></div><div class='output co'>#&gt;         2.5 %  97.5 %
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>srvyr_default <span class='op'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span><span class='op'>)</span>,
+            survey_defualt <span class='op'>=</span> <span class='fu'><a href='survey_total.html'>survey_total</a></span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, df <span class='op'>=</span> <span class='cn'>Inf</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
+#&gt;           <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>          <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>      3<span style='text-decoration: underline;'>898</span>472.          3<span style='text-decoration: underline;'>775</span>136.          4<span style='text-decoration: underline;'>021</span>807.       3<span style='text-decoration: underline;'>898</span>472.
+#&gt; <span style='color: #949494;'># … with 2 more variables: survey_defualt_low &lt;dbl&gt;, survey_defualt_upp &lt;dbl&gt;</span></div><div class='input'>
+<span class='va'>comparison</span> <span class='op'>&lt;-</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svytotal</a></span><span class='op'>(</span><span class='op'>~</span><span class='va'>api99</span>, <span class='va'>dstrata</span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span><span class='op'>)</span> <span class='co'># survey's default</span>
+</div><div class='output co'>#&gt;         2.5 %  97.5 %
+#&gt; api99 3775894 4021049</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span>, df <span class='op'>=</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span><span class='op'>(</span><span class='va'>dstrata</span><span class='op'>)</span><span class='op'>)</span> <span class='co'># srvyr's default</span>
+</div><div class='output co'>#&gt;         2.5 %  97.5 %
 #&gt; api99 3775136 4021807</div><div class='input'>
-</div></span></pre>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -252,7 +261,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/survey_tally.html b/docs/reference/survey_tally.html
index 7deff40..6c15710 100644
--- a/docs/reference/survey_tally.html
+++ b/docs/reference/survey_tally.html
@@ -77,7 +77,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -85,7 +85,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -150,23 +150,23 @@ <h1>Count/tally survey weighted observations by group</h1>
 before calculating the count and then returns the data to the original groupings.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_tally</span>(
-  <span class='no'>x</span>,
-  <span class='no'>wt</span>,
-  <span class='kw'>sort</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>name</span> <span class='kw'>=</span> <span class='st'>"n"</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>)
-)
-
-<span class='fu'>survey_count</span>(
-  <span class='no'>x</span>,
-  <span class='no'>...</span>,
-  <span class='kw'>wt</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='kw'>sort</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>name</span> <span class='kw'>=</span> <span class='st'>"n"</span>,
-  <span class='kw'>.drop</span> <span class='kw'>=</span> <span class='kw pkg'>dplyr</span><span class='kw ns'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_by_drop_default.html'>group_by_drop_default</a></span>(<span class='no'>x</span>),
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>)
-)</pre>
+    <pre class="usage"><span class='fu'>survey_tally</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  <span class='va'>wt</span>,
+  sort <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  name <span class='op'>=</span> <span class='st'>"n"</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>
+<span class='op'>)</span>
+
+<span class='fu'>survey_count</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  <span class='va'>...</span>,
+  wt <span class='op'>=</span> <span class='cn'>NULL</span>,
+  sort <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  name <span class='op'>=</span> <span class='st'>"n"</span>,
+  .drop <span class='op'>=</span> <span class='fu'>dplyr</span><span class='fu'>::</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_by_drop_default.html'>group_by_drop_default</a></span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -178,8 +178,8 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     <tr>
       <th>wt</th>
       <td><p>(Optional) A variable to weight on (in addition to the survey weights,
-which are always used). If left unspecified, <code>tally()</code> will use a variable
-named "n" if one exists, but <code>count()</code> will not. Override this behavior by
+which are always used). If left unspecified, <code><a href='https://dplyr.tidyverse.org/reference/count.html'>tally()</a></code> will use a variable
+named "n" if one exists, but <code><a href='https://dplyr.tidyverse.org/reference/count.html'>count()</a></code> will not. Override this behavior by
 specifying <code>wt = NULL</code>.</p></td>
     </tr>
     <tr>
@@ -213,26 +213,28 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 will not.</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
 
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'>survey_tally</span>()</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>survey_tally</span><span class='op'>(</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards     n  n_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.  216.
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.  216.</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'>survey_count</span>(<span class='no'>awards</span>)</div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 2 x 3</span><span>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     <span style='text-decoration: underline;'>2</span>236.  216.
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    <span style='text-decoration: underline;'>3</span>958.  216.</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'>survey_count</span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards     n  n_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.  216.
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.  216.</div><div class='input'>
-</div></span></pre>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     <span style='text-decoration: underline;'>2</span>236.  216.
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    <span style='text-decoration: underline;'>3</span>958.  216.</div><div class='input'>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -248,7 +250,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/survey_total.html b/docs/reference/survey_total.html
index 854b1ae..aca1f54 100644
--- a/docs/reference/survey_total.html
+++ b/docs/reference/survey_total.html
@@ -75,7 +75,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,15 +146,15 @@ <h1>Calculate the total and its variation using survey methods</h1>
 called from <code><a href='summarise.html'>summarise</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_total</span>(
-  <span class='no'>x</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>deff</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)</pre>
+    <pre class="usage"><span class='fu'>survey_total</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>, <span class='st'>"cv"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  deff <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -195,51 +195,61 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
 
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>enroll_tot</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>enroll</span>),
-            <span class='kw'>tot_meals</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>enroll</span> * <span class='no'>meals</span> / <span class='fl'>100</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"ci"</span>, <span class='st'>"cv"</span>)))</div><div class='output co'>#&gt;   enroll_tot enroll_tot_se tot_meals tot_meals_low tot_meals_upp tot_meals_cv
-#&gt; 1    3687178      117319.1   1753775       1528167       1979384   0.06523147</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>enroll</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>enroll_tot <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>enroll</span><span class='op'>)</span>,
+            tot_meals <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>enroll</span> <span class='op'>*</span> <span class='va'>meals</span> <span class='op'>/</span> <span class='fl'>100</span>, vartype <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='st'>"ci"</span>, <span class='st'>"cv"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   enroll_tot enroll_tot_se tot_meals tot_meals_low tot_meals_upp tot_meals_cv
+#&gt;        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>         <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>         <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>         <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>   3<span style='text-decoration: underline;'>687</span>178.       <span style='text-decoration: underline;'>117</span>319.  1<span style='text-decoration: underline;'>753</span>775.      1<span style='text-decoration: underline;'>528</span>167.      1<span style='text-decoration: underline;'>979</span>384.       0.065<span style='text-decoration: underline;'>2</span></div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00 <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>enroll</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards    api00 api00_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>     </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No     1</span><span style='text-decoration: underline;'>627</span><span>217.  </span><span style='text-decoration: underline;'>147</span><span>847.
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes    2</span><span style='text-decoration: underline;'>059</span><span>960.  </span><span style='text-decoration: underline;'>143</span><span>734.</div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     1<span style='text-decoration: underline;'>627</span>217.  <span style='text-decoration: underline;'>147</span>847.
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    2<span style='text-decoration: underline;'>059</span>960.  <span style='text-decoration: underline;'>143</span>734.</div><div class='input'>
 <span class='co'># Leave x empty to calculate the total in each group</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>pct</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>())</div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 2 x 3</span><span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>pct <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 3</span>
 #&gt;   awards   pct pct_se
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.   216.
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.   216.</div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>  <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No     <span style='text-decoration: underline;'>2</span>236.   216.
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes    <span style='text-decoration: underline;'>3</span>958.   216.</div><div class='input'>
 <span class='co'># level takes a vector for multiple levels of confidence intervals</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>enroll</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>enroll</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>level</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0.95</span>, <span class='fl'>0.65</span>)))</div><div class='output co'>#&gt;                       enroll enroll_low95 enroll_upp95 enroll_low65
-#&gt; `__SRVYR_TEMP_VAR__` 3687178      3455815      3918540      3577271
-#&gt;                      enroll_upp65
-#&gt; `__SRVYR_TEMP_VAR__`      3797084</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>enroll <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>enroll</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, level <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='fl'>0.95</span>, <span class='fl'>0.65</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 5</span>
+#&gt;     enroll enroll_low95 enroll_upp95 enroll_low65 enroll_upp65
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> 3<span style='text-decoration: underline;'>687</span>178.     3<span style='text-decoration: underline;'>455</span>815.     3<span style='text-decoration: underline;'>918</span>540.     3<span style='text-decoration: underline;'>577</span>271.     3<span style='text-decoration: underline;'>797</span>084.</div><div class='input'>
 <span class='co'># Note that the default degrees of freedom in srvyr is different from</span>
 <span class='co'># survey, so your confidence intervals might not exactly match. To</span>
 <span class='co'># replicate survey's behavior, use df = Inf</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>srvyr_default</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>),
-            <span class='kw'>survey_defualt</span> <span class='kw'>=</span> <span class='fu'>survey_total</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='fl'>Inf</span>))</div><div class='output co'>#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
-#&gt; 1       3898472           3775136           4021807        3898472
-#&gt;   survey_defualt_low survey_defualt_upp
-#&gt; 1            3775894            4021049</div><div class='input'>
-<span class='no'>comparison</span> <span class='kw'>&lt;-</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svytotal</a></span>(~<span class='no'>api99</span>, <span class='no'>dstrata</span>)
-<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>) <span class='co'># survey's default</span></div><div class='output co'>#&gt;         2.5 %  97.5 %
-#&gt; api99 3775894 4021049</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span>(<span class='no'>comparison</span>, <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw pkg'>survey</span><span class='kw ns'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span>(<span class='no'>dstrata</span>)) <span class='co'># srvyr's default</span></div><div class='output co'>#&gt;         2.5 %  97.5 %
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>srvyr_default <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span><span class='op'>)</span>,
+            survey_defualt <span class='op'>=</span> <span class='fu'>survey_total</span><span class='op'>(</span><span class='va'>api99</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span>, df <span class='op'>=</span> <span class='cn'>Inf</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 6</span>
+#&gt;   srvyr_default srvyr_default_low srvyr_default_upp survey_defualt
+#&gt;           <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>          <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>      3<span style='text-decoration: underline;'>898</span>472.          3<span style='text-decoration: underline;'>775</span>136.          4<span style='text-decoration: underline;'>021</span>807.       3<span style='text-decoration: underline;'>898</span>472.
+#&gt; <span style='color: #949494;'># … with 2 more variables: survey_defualt_low &lt;dbl&gt;, survey_defualt_upp &lt;dbl&gt;</span></div><div class='input'>
+<span class='va'>comparison</span> <span class='op'>&lt;-</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/surveysummary.html'>svytotal</a></span><span class='op'>(</span><span class='op'>~</span><span class='va'>api99</span>, <span class='va'>dstrata</span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span><span class='op'>)</span> <span class='co'># survey's default</span>
+</div><div class='output co'>#&gt;         2.5 %  97.5 %
+#&gt; api99 3775894 4021049</div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/confint.html'>confint</a></span><span class='op'>(</span><span class='va'>comparison</span>, df <span class='op'>=</span> <span class='fu'>survey</span><span class='fu'>::</span><span class='fu'><a href='https://rdrr.io/pkg/survey/man/svychisq.html'>degf</a></span><span class='op'>(</span><span class='va'>dstrata</span><span class='op'>)</span><span class='op'>)</span> <span class='co'># srvyr's default</span>
+</div><div class='output co'>#&gt;         2.5 %  97.5 %
 #&gt; api99 3775136 4021807</div><div class='input'>
-</div></span></pre>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -255,7 +265,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/survey_var.html b/docs/reference/survey_var.html
index cee8f43..29baa38 100644
--- a/docs/reference/survey_var.html
+++ b/docs/reference/survey_var.html
@@ -75,7 +75,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -146,16 +146,16 @@ <h1>Calculate the population variance and its variation using survey methods</h1
 called from <code><a href='summarise.html'>summarise</a></code>.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>survey_var</span>(
-  <span class='no'>x</span>,
-  <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
-  <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span>),
-  <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0.95</span>,
-  <span class='kw'>df</span> <span class='kw'>=</span> <span class='kw'>NULL</span>,
-  <span class='no'>...</span>
-)
+    <pre class="usage"><span class='fu'>survey_var</span><span class='op'>(</span>
+  <span class='va'>x</span>,
+  na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>,
+  vartype <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='st'>"se"</span>, <span class='st'>"ci"</span>, <span class='st'>"var"</span><span class='op'>)</span>,
+  level <span class='op'>=</span> <span class='fl'>0.95</span>,
+  df <span class='op'>=</span> <span class='cn'>NULL</span>,
+  <span class='va'>...</span>
+<span class='op'>)</span>
 
-<span class='fu'>survey_sd</span>(<span class='no'>x</span>, <span class='kw'>na.rm</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, <span class='no'>...</span>)</pre>
+<span class='fu'>survey_sd</span><span class='op'>(</span><span class='va'>x</span>, na.rm <span class='op'>=</span> <span class='cn'>FALSE</span>, <span class='va'>...</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -212,30 +212,37 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 freedom).</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99_var</span> <span class='kw'>=</span> <span class='fu'>survey_var</span>(<span class='no'>api99</span>),
-            <span class='kw'>api99_sd</span> <span class='kw'>=</span> <span class='fu'>survey_sd</span>(<span class='no'>api99</span>))</div><div class='output co'>#&gt;   api99_var api99_var_se api99_sd
-#&gt; 1  16518.24     1336.322 128.5233</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>awards</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api00_var</span> <span class='kw'>=</span> <span class='fu'>survey_var</span>(<span class='no'>api00</span>),
-            <span class='kw'>api00_sd</span> <span class='kw'>=</span> <span class='fu'>survey_sd</span>(<span class='no'>api00</span>))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 4</span><span>
+    <pre class="examples"><div class='input'><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 class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99_var <span class='op'>=</span> <span class='fu'>survey_var</span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+            api99_sd <span class='op'>=</span> <span class='fu'>survey_sd</span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 3</span>
+#&gt;   api99_var api99_var_se api99_sd
+#&gt;       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>    <span style='text-decoration: underline;'>16</span>518.        <span style='text-decoration: underline;'>1</span>336.     129.</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>awards</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api00_var <span class='op'>=</span> <span class='fu'>survey_var</span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span>,
+            api00_sd <span class='op'>=</span> <span class='fu'>survey_sd</span><span class='op'>(</span><span class='va'>api00</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 × 4</span>
 #&gt;   awards api00_var api00_var_se api00_sd
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>      </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> No        </span><span style='text-decoration: underline;'>15</span><span>669.        </span><span style='text-decoration: underline;'>2</span><span>021.     125.
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> Yes       </span><span style='text-decoration: underline;'>14</span><span>309.        </span><span style='text-decoration: underline;'>1</span><span>509.     120.</div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>    <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> No        <span style='text-decoration: underline;'>15</span>669.        <span style='text-decoration: underline;'>2</span>021.     125.
+#&gt; <span style='color: #BCBCBC;'>2</span> Yes       <span style='text-decoration: underline;'>14</span>309.        <span style='text-decoration: underline;'>1</span>509.     120.</div><div class='input'>
 <span class='co'># standard deviation and variance of the population variance estimator</span>
 <span class='co'># are available with vartype argument</span>
 <span class='co'># (but not for the population standard deviation estimator)</span>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99_variance</span> <span class='kw'>=</span> <span class='fu'>survey_var</span>(<span class='no'>api99</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"se"</span>, <span class='st'>"var"</span>)))</div><div class='output co'>#&gt;   api99_variance api99_variance_se api99_variance_var
-#&gt; 1       16518.24          1336.322            1785755</div></span></pre>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99_variance <span class='op'>=</span> <span class='fu'>survey_var</span><span class='op'>(</span><span class='va'>api99</span>, vartype <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='st'>"se"</span>, <span class='st'>"var"</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 3</span>
+#&gt;   api99_variance api99_variance_se api99_variance_var
+#&gt;            <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>              <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>         <span style='text-decoration: underline;'>16</span>518.             <span style='text-decoration: underline;'>1</span>336.           1<span style='text-decoration: underline;'>785</span>755.</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -251,7 +258,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/svychisq.html b/docs/reference/svychisq.html
index e32c8e1..f107da0 100644
--- a/docs/reference/svychisq.html
+++ b/docs/reference/svychisq.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -180,7 +180,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/tbl_svy.html b/docs/reference/tbl_svy.html
index 0ae1ede..7bf0dd2 100644
--- a/docs/reference/tbl_svy.html
+++ b/docs/reference/tbl_svy.html
@@ -75,7 +75,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -154,7 +154,7 @@ <h2 class="hasAnchor" id="methods"><a class="anchor" href="#methods"></a>Methods
 
 
 <p><code>tbl_df</code> implements these methods from dplyr.</p>
-<dl'>
+<dl>
 <dt><code><a href='https://dplyr.tidyverse.org/reference/select.html'>select</a></code> or <code><a href='https://dplyr.tidyverse.org/reference/rename.html'>rename</a></code></dt><dd><p>Select or rename variables in a survey's dataset.</p></dd>
 <dt><code><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></code> or <code><a href='https://dplyr.tidyverse.org/reference/mutate.html'>transmute</a></code></dt><dd><p>Modify and create variables in a survey's dataset.</p></dd>
 <dt><code><a href='group_by.html'>group_by</a></code> and <code><a href='summarise.html'>summarise</a></code></dt><dd><p>Get descriptive statistics from survey.</p></dd>
@@ -163,11 +163,12 @@ <h2 class="hasAnchor" id="methods"><a class="anchor" href="#methods"></a>Methods
 
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>dplyr</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
-<span class='no'>svy</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='no'>apistrat</span>, <span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
-<span class='no'>svy</span></div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
+    <pre class="examples"><div class='input'><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 class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://dplyr.tidyverse.org'>dplyr</a></span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
+<span class='va'>svy</span> <span class='op'>&lt;-</span> <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span><span class='va'>apistrat</span>, strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
+<span class='va'>svy</span>
+</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
 #&gt; Called via srvyr
 #&gt; Sampling variables:
 #&gt;  - ids: `1`
@@ -182,7 +183,8 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt;   (int), avg.ed (dbl), full (int), emer (int), enroll (int), api.stu (int), pw
 #&gt;   (dbl), fpc (dbl)</div><div class='input'>
 <span class='co'># Data manipulation verbs ---------------------------------------------------</span>
-<span class='fu'><a href='dplyr_single.html'>filter</a></span>(<span class='no'>svy</span>, <span class='no'>pcttest</span> <span class='kw'>&gt;</span> <span class='fl'>95</span>)</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
+<span class='fu'><a href='group_trim.html'>filter</a></span><span class='op'>(</span><span class='va'>svy</span>, <span class='va'>pcttest</span> <span class='op'>&gt;</span> <span class='fl'>95</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
 #&gt; Called via srvyr
 #&gt; Sampling variables:
 #&gt;  - ids: `1`
@@ -195,14 +197,19 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt;   (fct), mobility (int), acs.k3 (int), acs.46 (int), acs.core (int), pct.resp
 #&gt;   (int), not.hsg (int), hsg (int), some.col (int), col.grad (int), grad.sch
 #&gt;   (int), avg.ed (dbl), full (int), emer (int), enroll (int), api.stu (int), pw
-#&gt;   (dbl), fpc (dbl)</div><div class='input'><span class='fu'><a href='dplyr_single.html'>select</a></span>(<span class='no'>svy</span>, <span class='fu'><a href='https://dplyr.tidyverse.org/reference/reexports.html'>starts_with</a></span>(<span class='st'>"acs"</span>)) <span class='co'># variables used in survey design are automatically kept</span></div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
+#&gt;   (dbl), fpc (dbl)</div><div class='input'><span class='fu'><a href='group_trim.html'>select</a></span><span class='op'>(</span><span class='va'>svy</span>, <span class='fu'><a href='https://tidyselect.r-lib.org/reference/starts_with.html'>starts_with</a></span><span class='op'>(</span><span class='st'>"acs"</span><span class='op'>)</span><span class='op'>)</span> <span class='co'># variables used in survey design are automatically kept</span>
+</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
 #&gt; Called via srvyr
 #&gt; Sampling variables:
 #&gt;  - ids: `1`
 #&gt;  - strata: stype
 #&gt;  - weights: pw
-#&gt; Data variables: acs.k3 (int), acs.46 (int), acs.core (int)</div><div class='input'><span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='no'>svy</span>, <span class='kw'>col.grad</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>col.grad</span>))</div><div class='output co'>#&gt;   col.grad col.grad_se
-#&gt; 1 19.86719    1.055931</div><div class='input'><span class='fu'><a href='dplyr_single.html'>mutate</a></span>(<span class='no'>svy</span>, <span class='kw'>api_diff</span> <span class='kw'>=</span> <span class='no'>api00</span> - <span class='no'>api99</span>)</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
+#&gt; Data variables: acs.k3 (int), acs.46 (int), acs.core (int)</div><div class='input'><span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span><span class='va'>svy</span>, col.grad <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>col.grad</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 2</span>
+#&gt;   col.grad col.grad_se
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>     19.9        1.06</div><div class='input'><span class='fu'><a href='group_trim.html'>mutate</a></span><span class='op'>(</span><span class='va'>svy</span>, api_diff <span class='op'>=</span> <span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; Stratified Independent Sampling design (with replacement)
 #&gt; Called via srvyr
 #&gt; Sampling variables:
 #&gt;  - ids: `1`
@@ -218,11 +225,14 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt;   (dbl), fpc (dbl), api_diff (int)</div><div class='input'>
 <span class='co'># Group by operations -------------------------------------------------------</span>
 <span class='co'># To calculate survey</span>
-<span class='no'>svy_group</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>svy</span>, <span class='no'>dname</span>)
-
-<span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='no'>svy</span>, <span class='kw'>col.grad</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>col.grad</span>),
-          <span class='kw'>api00</span> <span class='kw'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span>(<span class='no'>api00</span>, <span class='kw'>vartype</span> <span class='kw'>=</span> <span class='st'>"ci"</span>))</div><div class='output co'>#&gt;   col.grad col.grad_se    api00 api00_low api00_upp
-#&gt; 1 19.86719    1.055931 662.2874  643.4814  681.0934</div></pre>
+<span class='va'>svy_group</span> <span class='op'>&lt;-</span> <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>svy</span>, <span class='va'>dname</span><span class='op'>)</span>
+
+<span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span><span class='va'>svy</span>, col.grad <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>col.grad</span><span class='op'>)</span>,
+          api00 <span class='op'>=</span> <span class='fu'><a href='survey_mean.html'>survey_mean</a></span><span class='op'>(</span><span class='va'>api00</span>, vartype <span class='op'>=</span> <span class='st'>"ci"</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 5</span>
+#&gt;   col.grad col.grad_se api00 api00_low api00_upp
+#&gt;      <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>     <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>     19.9        1.06  662.      643.      681.</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -238,7 +248,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/tbl_vars.html b/docs/reference/tbl_vars.html
index 96b4bcf..6f5970e 100644
--- a/docs/reference/tbl_vars.html
+++ b/docs/reference/tbl_vars.html
@@ -73,7 +73,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -81,7 +81,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -168,7 +168,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/uninteract.html b/docs/reference/uninteract.html
new file mode 100644
index 0000000..76cea34
--- /dev/null
+++ b/docs/reference/uninteract.html
@@ -0,0 +1,197 @@
+<!-- Generated by pkgdown: do not edit by hand -->
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+  <meta charset="utf-8">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Break interaction vectors back into component columns — uninteract • srvyr</title>
+
+
+<!-- jquery -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
+<!-- Bootstrap -->
+<link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/flatly/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous" />
+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
+
+<!-- Font Awesome icons -->
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
+
+<!-- clipboard.js -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
+
+<!-- headroom.js -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+
+<!-- pkgdown -->
+<link href="../pkgdown.css" rel="stylesheet">
+<script src="../pkgdown.js"></script>
+
+
+
+
+<meta property="og:title" content="Break interaction vectors back into component columns — uninteract" />
+<meta property="og:description" content="This function will not generally be needed by users because summarise
+automatically un-interacts interaction columns for you." />
+
+
+
+
+<!-- mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script>
+
+<!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]-->
+
+
+
+  </head>
+
+  <body data-spy="scroll" data-target="#toc">
+    <div class="container template-reference-topic">
+      <header>
+      <div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+<img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
+        <a class="navbar-link" href="../index.html">srvyr</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav">
+        <li>
+  <a href="../index.html">
+    <span class="fa fa-home"></span>
+     
+  </a>
+</li>
+<li>
+  <a href="../articles/srvyr-vs-survey.html">Overview</a>
+</li>
+<li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+<li class="dropdown">
+  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false">
+    Articles
+     
+    <span class="caret"></span>
+  </a>
+  <ul class="dropdown-menu" role="menu">
+    <li>
+      <a href="../articles/srvyr-vs-survey.html">srvyr Compared to the survey Package (Overview)</a>
+    </li>
+    <li>
+      <a href="../articles/srvyr-database.html">Databases in srvyr</a>
+    </li>
+    <li>
+      <a href="../articles/extending-srvyr.html">Extending srvyr</a>
+    </li>
+  </ul>
+</li>
+<li>
+  <a href="../news/index.html">News</a>
+</li>
+      </ul>
+      <ul class="nav navbar-nav navbar-right">
+        <li>
+  <a href="https://github.com/gergness/srvyr/">
+    <span class="fab fa-github fa-lg"></span>
+     
+  </a>
+</li>
+      </ul>
+      
+    </div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+      
+
+      </header>
+
+<div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Break interaction vectors back into component columns</h1>
+    <small class="dont-index">Source: <a href='https://github.com/gergness/srvyr/blob/master/R/interaction.R'><code>R/interaction.R</code></a></small>
+    <div class="hidden name"><code>uninteract.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>This function will not generally be needed by users because <code>summarise</code>
+automatically un-interacts interaction columns for you.</p>
+    </div>
+
+    <pre class="usage"><span class='fu'>uninteract</span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span>
+
+<span class='co'># S3 method for srvyr_interaction</span>
+<span class='fu'>uninteract</span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span>
+
+<span class='co'># S3 method for data.frame</span>
+<span class='fu'>uninteract</span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span>
+
+<span class='fu'>is.interaction</span><span class='op'>(</span><span class='va'>x</span><span class='op'>)</span></pre>
+
+    <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
+    <table class="ref-arguments">
+    <colgroup><col class="name" /><col class="desc" /></colgroup>
+    <tr>
+      <th>x</th>
+      <td><p>Either a <code>srvyr_interaction</code> column or a <code>data.frame</code></p></td>
+    </tr>
+    </table>
+
+    <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
+
+    <p>A <code>data.frame</code></p>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+</div>
+
+
+      <footer>
+      <div class="copyright">
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
+</div>
+
+<div class="pkgdown">
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
+</div>
+
+      </footer>
+   </div>
+
+  
+
+
+  </body>
+</html>
+
+
diff --git a/docs/reference/unweighted.html b/docs/reference/unweighted.html
index 5964afe..222319d 100644
--- a/docs/reference/unweighted.html
+++ b/docs/reference/unweighted.html
@@ -77,7 +77,7 @@
       <span class="navbar-brand">
 <img src="../tools/logo.png" height="50" width="50" align="left" display="block" style="margin: -15px 10px 0px 0px">
         <a class="navbar-link" href="../index.html">srvyr</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.0.0</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.1.0</span>
       </span>
     </div>
 
@@ -85,7 +85,7 @@
       <ul class="nav navbar-nav">
         <li>
   <a href="../index.html">
-    <span class="fas fa-home"></span>
+    <span class="fa fa-home"></span>
      
   </a>
 </li>
@@ -150,18 +150,15 @@ <h1>Calculate the an unweighted summary statistic from a survey</h1>
 this can sometimes give bad results. See examples for more details.</p>
     </div>
 
-    <pre class="usage"><span class='fu'>unweighted</span>(<span class='no'>x</span>, <span class='no'>...</span>)</pre>
+    <pre class="usage"><span class='fu'>unweighted</span><span class='op'>(</span><span class='va'>...</span><span class='op'>)</span></pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
     <colgroup><col class="name" /><col class="desc" /></colgroup>
-    <tr>
-      <th>x</th>
-      <td><p>A variable or expression</p></td>
-    </tr>
     <tr>
       <th>...</th>
-      <td><p>Ignored</p></td>
+      <td><p>variables or expressions, calculated on the unweighted data.frame
+behind the <code>tbl_svy</code> object.</p></td>
     </tr>
     </table>
 
@@ -174,63 +171,66 @@ <h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details
 'programming' for more information.</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
-    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>survey</span>)
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>dplyr</span>)
-<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='no'>api</span>)
+    <pre class="examples"><div class='input'><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 class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://dplyr.tidyverse.org'>dplyr</a></span><span class='op'>)</span>
+<span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span><span class='op'>(</span><span class='va'>api</span><span class='op'>)</span>
 
-<span class='no'>dstrata</span> <span class='kw'>&lt;-</span> <span class='no'>apistrat</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(<span class='kw'>strata</span> <span class='kw'>=</span> <span class='no'>stype</span>, <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>)
+<span class='va'>dstrata</span> <span class='op'>&lt;-</span> <span class='va'>apistrat</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>strata <span class='op'>=</span> <span class='va'>stype</span>, weights <span class='op'>=</span> <span class='va'>pw</span><span class='op'>)</span>
 
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api99_unw</span> <span class='kw'>=</span> <span class='fu'>unweighted</span>(<span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span>(<span class='no'>api99</span>)),
-            <span class='kw'>n</span> <span class='kw'>=</span> <span class='fu'>unweighted</span>(<span class='fu'><a href='https://dplyr.tidyverse.org/reference/context.html'>n</a></span>()))</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 x 2</span><span>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api99_unw <span class='op'>=</span> <span class='fu'>unweighted</span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>,
+            n <span class='op'>=</span> <span class='fu'>unweighted</span><span class='op'>(</span><span class='fu'><a href='https://dplyr.tidyverse.org/reference/context.html'>n</a></span><span class='op'>(</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 2</span>
 #&gt;   api99_unw     n
-#&gt;       </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #949494;font-style: italic;'>&lt;int&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span>      625.   200</div><div class='input'>
-<span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>stype</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarise</a></span>(<span class='kw'>api_diff_unw</span> <span class='kw'>=</span> <span class='fu'>unweighted</span>(<span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span>(<span class='no'>api00</span> - <span class='no'>api99</span>)))</div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 3 x 2</span><span>
+#&gt;       <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span> <span style='color: #949494; font-style: italic;'>&lt;int&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span>      625.   200</div><div class='input'>
+<span class='va'>dstrata</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>stype</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarise</a></span><span class='op'>(</span>api_diff_unw <span class='op'>=</span> <span class='fu'>unweighted</span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>api00</span> <span class='op'>-</span> <span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 3 × 2</span>
 #&gt;   stype api_diff_unw
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;fct&gt;</span><span>        </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> E            38.6 
-#&gt; </span><span style='color: #BCBCBC;'>2</span><span> H             8.46
-#&gt; </span><span style='color: #BCBCBC;'>3</span><span> M            26.4 </div><div class='input'>
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;fct&gt;</span>        <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> E            38.6 
+#&gt; <span style='color: #BCBCBC;'>2</span> H             8.46
+#&gt; <span style='color: #BCBCBC;'>3</span> M            26.4 </div><div class='input'>
 
 <span class='co'># Some survey designs, like ones with raked weights, are not removed</span>
 <span class='co'># when filtered to preserve the structure. So if you don't use `unweighted()`</span>
 <span class='co'># your results can be wrong.</span>
 <span class='co'># Declare basic clustered design ----</span>
-<span class='no'>cluster_design</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span>(
-  <span class='kw'>.data</span> <span class='kw'>=</span> <span class='no'>apiclus1</span>,
-  <span class='kw'>id</span> <span class='kw'>=</span> <span class='no'>dnum</span>,
-  <span class='kw'>weights</span> <span class='kw'>=</span> <span class='no'>pw</span>,
-  <span class='kw'>fpc</span> <span class='kw'>=</span> <span class='no'>fpc</span>
-)
+<span class='va'>cluster_design</span> <span class='op'>&lt;-</span> <span class='fu'><a href='as_survey_design.html'>as_survey_design</a></span><span class='op'>(</span>
+  .data <span class='op'>=</span> <span class='va'>apiclus1</span>,
+  id <span class='op'>=</span> <span class='va'>dnum</span>,
+  weights <span class='op'>=</span> <span class='va'>pw</span>,
+  fpc <span class='op'>=</span> <span class='va'>fpc</span>
+<span class='op'>)</span>
 
 <span class='co'># Add raking weights for school type ----</span>
-<span class='no'>pop.types</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span>(<span class='kw'>stype</span><span class='kw'>=</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"E"</span>,<span class='st'>"H"</span>,<span class='st'>"M"</span>), <span class='kw'>Freq</span><span class='kw'>=</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>4421</span>,<span class='fl'>755</span>,<span class='fl'>1018</span>))
-<span class='no'>pop.schwide</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span>(<span class='kw'>sch.wide</span><span class='kw'>=</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"No"</span>,<span class='st'>"Yes"</span>), <span class='kw'>Freq</span><span class='kw'>=</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1072</span>,<span class='fl'>5122</span>))
-
-<span class='no'>raked_design</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/survey/man/rake.html'>rake</a></span>(
-  <span class='no'>cluster_design</span>,
-  <span class='kw'>sample.margins</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(~<span class='no'>stype</span>,~<span class='no'>sch.wide</span>),
-  <span class='kw'>population.margins</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='no'>pop.types</span>, <span class='no'>pop.schwide</span>)
-)
-
-<span class='no'>raked_design</span> <span class='kw'>%&gt;%</span>
-<span class='fu'><a href='dplyr_single.html'>filter</a></span>(<span class='no'>cname</span> <span class='kw'>!=</span> <span class='st'>"Alameda"</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='group_by.html'>group_by</a></span>(<span class='no'>cname</span>) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='summarise.html'>summarize</a></span>(
-    <span class='kw'>direct_unw_mean</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span>(<span class='no'>api99</span>),
-    <span class='kw'>wrapped_unw_mean</span> <span class='kw'>=</span> <span class='fu'>unweighted</span>(<span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span>(<span class='no'>api99</span>))
-  ) <span class='kw'>%&gt;%</span>
-  <span class='fu'><a href='dplyr_single.html'>filter</a></span>(<span class='no'>cname</span> <span class='kw'>==</span> <span class='st'>"Alameda"</span>)</div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 1 x 3</span><span>
+<span class='va'>pop.types</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span><span class='op'>(</span>stype<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='st'>"E"</span>,<span class='st'>"H"</span>,<span class='st'>"M"</span><span class='op'>)</span>, Freq<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='fl'>4421</span>,<span class='fl'>755</span>,<span class='fl'>1018</span><span class='op'>)</span><span class='op'>)</span>
+<span class='va'>pop.schwide</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span><span class='op'>(</span>sch.wide<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='st'>"No"</span>,<span class='st'>"Yes"</span><span class='op'>)</span>, Freq<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='fl'>1072</span>,<span class='fl'>5122</span><span class='op'>)</span><span class='op'>)</span>
+
+<span class='va'>raked_design</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/survey/man/rake.html'>rake</a></span><span class='op'>(</span>
+  <span class='va'>cluster_design</span>,
+  sample.margins <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='op'>~</span><span class='va'>stype</span>,<span class='op'>~</span><span class='va'>sch.wide</span><span class='op'>)</span>,
+  population.margins <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='va'>pop.types</span>, <span class='va'>pop.schwide</span><span class='op'>)</span>
+<span class='op'>)</span>
+
+<span class='va'>raked_design</span> <span class='op'>%&gt;%</span>
+<span class='fu'><a href='group_trim.html'>filter</a></span><span class='op'>(</span><span class='va'>cname</span> <span class='op'>!=</span> <span class='st'>"Alameda"</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_by.html'>group_by</a></span><span class='op'>(</span><span class='va'>cname</span><span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='summarise.html'>summarize</a></span><span class='op'>(</span>
+    direct_unw_mean <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span>,
+    wrapped_unw_mean <span class='op'>=</span> <span class='fu'>unweighted</span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>api99</span><span class='op'>)</span><span class='op'>)</span>
+  <span class='op'>)</span> <span class='op'>%&gt;%</span>
+  <span class='fu'><a href='group_trim.html'>filter</a></span><span class='op'>(</span><span class='va'>cname</span> <span class='op'>==</span> <span class='st'>"Alameda"</span><span class='op'>)</span>
+</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 1 × 3</span>
 #&gt;   cname   direct_unw_mean wrapped_unw_mean
-#&gt;   </span><span style='color: #949494;font-style: italic;'>&lt;chr&gt;</span><span>             </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'>1</span><span> Alameda             609              </span><span style='color: #BB0000;'>NaN</span><span></div><div class='input'>
-# Notice how the results are different when using `unweighted()`
+#&gt;   <span style='color: #949494; font-style: italic;'>&lt;chr&gt;</span>             <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>            <span style='color: #949494; font-style: italic;'>&lt;dbl&gt;</span>
+#&gt; <span style='color: #BCBCBC;'>1</span> Alameda             609              <span style='color: #BB0000;'>NaN</span></div><div class='input'>
+<span class='co'># Notice how the results are different when using `unweighted()`</span>
 
-</div></span></pre>
+</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -246,7 +246,7 @@ <h2 data-toc-skip>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.6.1.</p>
 </div>
 
       </footer>