From 682c79e222a9dd033dad690e0c958b7b05cd4c29 Mon Sep 17 00:00:00 2001
From: Greg Freedman Ellis <greg@crunch.io>
Date: Sat, 29 Aug 2020 14:11:19 -0500
Subject: [PATCH] oops finish release

---
 CRAN-RELEASE                                  |   2 +
 docs/404.html                                 |   4 +-
 docs/CODE_OF_CONDUCT.html                     |   4 +-
 docs/articles/extending-srvyr.html            |  54 ++++++++++++------
 .../empty-anchor.js                           |  15 +++++
 .../header-attrs-2.3.2/header-attrs.js        |  12 ++++
 docs/articles/index.html                      |   4 +-
 docs/articles/srvyr-database.html             |  31 +++++-----
 .../empty-anchor.js                           |  15 +++++
 .../header-attrs-2.3.2/header-attrs.js        |  12 ++++
 docs/articles/srvyr-vs-survey.html            |  42 +++++++-------
 .../empty-anchor.js                           |  15 +++++
 .../figure-html/unnamed-chunk-10-1.png        | Bin 51241 -> 51443 bytes
 .../header-attrs-2.3.2/header-attrs.js        |  12 ++++
 docs/authors.html                             |   6 +-
 docs/index.html                               |   5 +-
 docs/news/index.html                          |  14 ++++-
 docs/pkgdown.yml                              |   2 +-
 docs/reference/as_survey.html                 |   4 +-
 docs/reference/as_survey_design.html          |   4 +-
 docs/reference/as_survey_rep.html             |   4 +-
 docs/reference/as_survey_twophase.html        |  22 +++----
 docs/reference/as_tibble.html                 |   4 +-
 docs/reference/cascade.html                   |  22 ++++---
 docs/reference/collect.html                   |   4 +-
 docs/reference/current_svy.html               |   4 +-
 docs/reference/dplyr_single.html              |   4 +-
 docs/reference/get_var_est.html               |   4 +-
 docs/reference/group_by.html                  |  14 ++---
 docs/reference/groups.html                    |   4 +-
 docs/reference/index.html                     |   4 +-
 docs/reference/pipe.html                      |   4 +-
 docs/reference/rlang-tidyeval.html            |   4 +-
 docs/reference/set_survey_vars.html           |   4 +-
 docs/reference/srvyr-se-deprecated.html       |   8 +--
 docs/reference/srvyr.html                     |   4 +-
 docs/reference/summarise.html                 |  25 ++++----
 docs/reference/summarise_all.html             |   4 +-
 docs/reference/survey_mean.html               |  46 +++++++--------
 docs/reference/survey_quantile.html           |  20 +++----
 docs/reference/survey_ratio.html              |  32 +++++------
 docs/reference/survey_tally.html              |  20 +++----
 docs/reference/survey_total.html              |  40 ++++++-------
 docs/reference/survey_var.html                |  24 ++++----
 docs/reference/svychisq.html                  |   4 +-
 docs/reference/tbl_svy.html                   |  16 +++---
 docs/reference/tbl_vars.html                  |   4 +-
 docs/reference/unweighted.html                |  30 +++++-----
 48 files changed, 371 insertions(+), 265 deletions(-)
 create mode 100644 CRAN-RELEASE
 create mode 100644 docs/articles/extending-srvyr_files/accessible-code-block-0.0.1/empty-anchor.js
 create mode 100644 docs/articles/extending-srvyr_files/header-attrs-2.3.2/header-attrs.js
 create mode 100644 docs/articles/srvyr-database_files/accessible-code-block-0.0.1/empty-anchor.js
 create mode 100644 docs/articles/srvyr-database_files/header-attrs-2.3.2/header-attrs.js
 create mode 100644 docs/articles/srvyr-vs-survey_files/accessible-code-block-0.0.1/empty-anchor.js
 create mode 100644 docs/articles/srvyr-vs-survey_files/header-attrs-2.3.2/header-attrs.js

diff --git a/CRAN-RELEASE b/CRAN-RELEASE
new file mode 100644
index 0000000..1af5be1
--- /dev/null
+++ b/CRAN-RELEASE
@@ -0,0 +1,2 @@
+This package was submitted to CRAN on 2020-07-29.
+Once it is accepted, delete this file and tag the release (commit 19ba99fc90).
diff --git a/docs/404.html b/docs/404.html
index 0005fc9..84b82f7 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -151,7 +151,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/CODE_OF_CONDUCT.html b/docs/CODE_OF_CONDUCT.html
index b81117b..a684c05 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -159,7 +159,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/articles/extending-srvyr.html b/docs/articles/extending-srvyr.html
index 59395e2..e70e349 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -89,13 +89,13 @@
 
       
 
-      </header><script src="extending-srvyr_files/header-attrs-2.2.2/header-attrs.js"></script><div class="row">
+      </header><script src="extending-srvyr_files/header-attrs-2.3.2/header-attrs.js"></script><script src="extending-srvyr_files/accessible-code-block-0.0.1/empty-anchor.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">2020-06-09</h4>
+            <h4 class="date">2020-08-29</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>
@@ -105,10 +105,7 @@ <h4 class="date">2020-06-09</h4>
     
     
 <pre><code>## Loading required package: convey</code></pre>
-<pre><code>## Warning in library(package, lib.loc = lib.loc, character.only = TRUE,
-## logical.return = TRUE, : there is no package called 'convey'</code></pre>
 <pre><code>## Loading required package: laeken</code></pre>
-<pre><code>## Missing convey and laeken packages. Install them to run vignette.</code></pre>
 <p>I don’t expect this vignette to be help for most srvyr users, it is instead intended for other package developers. An exciting new feature that is easier now that I have reworked srvyr’s non-standard evaluation to match dplyr 0.7+ is that it is now possible for non-srvyr functions to be called from within <code>summarize</code>. This vignette describes some of the inner-workings of summarize so that others can extend srvyr. This is kind of a fiddly part of srvyr, and I don’t expect that many people will want or need to understand it, so this guide is mostly aimed at package authors who already have an understanding of how survey objects work. If you’d like more explanation, please let me know on <a href="https://github.com/gergness/srvyr">github</a>!</p>
 <div id="translating-from-survey-to-srvyr" class="section level2">
 <h2 class="hasAnchor">
@@ -156,26 +153,26 @@ <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>
 <p>To distinguish between ungrouped and grouped survey objects, we’ll make a generic. Also note the use of <code>.svy = current_svy()</code> to get the survey object from the current summarize context.</p>
-<div class="sourceCode" id="cb5"><html><body><pre class="r"><span class="co"># S3 generic function</span>
+<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">.svy</span> <span class="kw">=</span> <span class="fu"><a href="../reference/current_svy.html">current_svy</a></span>(), <span class="no">...</span>
 ) {
   <span class="fu"><a href="https://rdrr.io/r/base/UseMethod.html">UseMethod</a></span>(<span class="st">"survey_gini"</span>, <span class="no">.svy</span>)
 }</pre></body></html></div>
-<p>And here’s the ungrouped version, which uses <code><a href="../reference/set_survey_vars.html">set_survey_vars()</a></code>, <code>convey::svygini()</code> and <code><a href="../reference/get_var_est.html">get_var_est()</a></code>.</p>
-<div class="sourceCode" id="cb6"><html><body><pre class="r"><span class="no">survey_gini.tbl_svy</span> <span class="kw">&lt;-</span> <span class="kw">function</span>(
+<p>And here’s the ungrouped version, which uses <code><a href="../reference/set_survey_vars.html">set_survey_vars()</a></code>, <code><a href="https://rdrr.io/pkg/convey/man/svygini.html">convey::svygini()</a></code> and <code><a href="../reference/get_var_est.html">get_var_est()</a></code>.</p>
+<div class="sourceCode" id="cb4"><html><body><pre class="r"><span class="no">survey_gini.tbl_svy</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">.svy</span> <span class="kw">=</span> <span class="fu"><a href="../reference/current_svy.html">current_svy</a></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="no">.svy</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">svygini</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">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>
 <p>Finally, the grouped version which uses the above functions plus <code><a href="https://rdrr.io/pkg/survey/man/svyby.html">survey::svyby()</a></code>.</p>
-<div class="sourceCode" id="cb7"><html><body><pre class="r"><span class="no">survey_gini.grouped_svy</span> <span class="kw">&lt;-</span> <span class="kw">function</span>(
+<div class="sourceCode" id="cb5"><html><body><pre class="r"><span class="no">survey_gini.grouped_svy</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">.svy</span> <span class="kw">=</span> <span class="fu"><a href="../reference/current_svy.html">current_svy</a></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>
@@ -184,13 +181,13 @@ <h2 class="hasAnchor">
   <span class="no">grps_formula</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">make.formula</a></span>(<span class="fu"><a href="../reference/groups.html">group_vars</a></span>(<span class="no">.svy</span>))
 
   <span class="no">out</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/svyby.html">svyby</a></span>(
-    ~<span class="no">`__SRVYR_TEMP_VAR__`</span>, <span class="no">grps_formula</span>, <span class="kw pkg">convey</span><span class="kw ns">::</span><span class="no">svygini</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">`__SRVYR_TEMP_VAR__`</span>, <span class="no">grps_formula</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="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="kw">grps</span> <span class="kw">=</span> <span class="fu"><a href="../reference/groups.html">group_vars</a></span>(<span class="no">.svy</span>))
   <span class="no">out</span>
 }</pre></body></html></div>
 <p>And here’s what these functions look like in practice:</p>
-<div class="sourceCode" id="cb8"><html><body><pre class="r"><span class="co"># Example from ?convey::svygini</span>
+<div class="sourceCode" id="cb6"><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>)
@@ -206,7 +203,7 @@ <h2 class="hasAnchor">
   <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">convey_prep</span>(<span class="no">des_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="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>
@@ -215,30 +212,49 @@ <h2 class="hasAnchor">
     <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">convey_prep</span>()
+  <span class="fu"><a href="https://rdrr.io/pkg/convey/man/convey_prep.html">convey_prep</a></span>()
 
 <span class="co">## Ungrouped</span>
 <span class="co"># Calculate ungrouped for survey package</span>
-<span class="fu">svygini</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="no">eqincome</span>, <span class="kw">design</span> <span class="kw">=</span> <span class="no">des_eusilc</span>)
+<span class="co">#&gt;             gini     SE</span>
+<span class="co">#&gt; eqincome 0.26497 0.0019</span>
 
 <span class="co"># With our new function</span>
 <span class="fu">survey_gini</span>(<span class="no">srvyr_eusilc</span>$<span class="no">variables</span>$<span class="no">eqincome</span>, <span class="kw">.svy</span> <span class="kw">=</span> <span class="no">srvyr_eusilc</span>)
+<span class="co">#&gt;   __SRVYR_COEF__         _se</span>
+<span class="co">#&gt; 1      0.2649652 0.001946982</span>
 
 <span class="co"># And finally, the more typical way through 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; # A tibble: 1 x 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">svygini</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="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"># With our new function</span>
 <span class="fu">survey_gini</span>(<span class="no">srvyr_eusilc</span>$<span class="no">variables</span>$<span class="no">eqincome</span>, <span class="kw">.svy</span> <span class="kw">=</span> <span class="fu"><a href="../reference/group_by.html">group_by</a></span>(<span class="no">srvyr_eusilc</span>, <span class="no">rb090</span>))
+<span class="co">#&gt;         rb090 __SRVYR_COEF__         _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"># And finally, the more typical way through 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>))</pre></body></html></div>
+  <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="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>
 </div>
   </div>
 
@@ -253,7 +269,7 @@ <h2 class="hasAnchor">
 
 
       <footer><div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/articles/extending-srvyr_files/accessible-code-block-0.0.1/empty-anchor.js b/docs/articles/extending-srvyr_files/accessible-code-block-0.0.1/empty-anchor.js
new file mode 100644
index 0000000..ca349fd
--- /dev/null
+++ b/docs/articles/extending-srvyr_files/accessible-code-block-0.0.1/empty-anchor.js
@@ -0,0 +1,15 @@
+// Hide empty <a> tag within highlighted CodeBlock for screen reader accessibility (see https://github.com/jgm/pandoc/issues/6352#issuecomment-626106786) -->
+// v0.0.1
+// Written by JooYoung Seo (jooyoung@psu.edu) and Atsushi Yasumoto on June 1st, 2020.
+
+document.addEventListener('DOMContentLoaded', function() {
+  const codeList = document.getElementsByClassName("sourceCode");
+  for (var i = 0; i < codeList.length; i++) {
+    var linkList = codeList[i].getElementsByTagName('a');
+    for (var j = 0; j < linkList.length; j++) {
+      if (linkList[j].innerHTML === "") {
+        linkList[j].setAttribute('aria-hidden', 'true');
+      }
+    }
+  }
+});
diff --git a/docs/articles/extending-srvyr_files/header-attrs-2.3.2/header-attrs.js b/docs/articles/extending-srvyr_files/header-attrs-2.3.2/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/extending-srvyr_files/header-attrs-2.3.2/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 9178ef0..1eafdd2 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -154,7 +154,7 @@ <h3>All vignettes</h3>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/articles/srvyr-database.html b/docs/articles/srvyr-database.html
index d17bd3f..85e62ba 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -89,13 +89,13 @@
 
       
 
-      </header><script src="srvyr-database_files/header-attrs-2.2.2/header-attrs.js"></script><div class="row">
+      </header><script src="srvyr-database_files/header-attrs-2.3.2/header-attrs.js"></script><script src="srvyr-database_files/accessible-code-block-0.0.1/empty-anchor.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">2020-06-09</h4>
+            <h4 class="date">2020-08-29</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>
@@ -292,23 +292,19 @@ <h1 class="hasAnchor">
   <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>## Warning: The `add` argument of `group_by()` is deprecated as of dplyr 1.0.0.
-## Please use the `.add` argument instead.
-## This warning is displayed once every 8 hours.
-## Call `lifecycle::last_warnings()` to see where this warning was generated.</code></pre>
 <pre><code>## # A tibble: 2 x 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="cb30"><html><body><pre class="r"><span class="co"># Or the average age of downloaded states</span>
+<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>## # A tibble: 1 x 2
 ##    agep agep_se
 ##   &lt;dbl&gt;   &lt;dbl&gt;
 ## 1  37.4  0.0532</code></pre>
-<div class="sourceCode" id="cb32"><html><body><pre class="r"><span class="co"># Average age by state</span>
+<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>
@@ -317,7 +313,7 @@ <h1 class="hasAnchor">
 ##   &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="cb34"><html><body><pre class="r"><span class="co"># percent uninsured - nationwide (of downloaded states)</span>
+<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>
@@ -327,26 +323,27 @@ <h1 class="hasAnchor">
 ##   &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="cb36"><html><body><pre class="r"><span class="co"># by state</span>
+<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
+## # Groups:   st [2]
 ##   st    hicov    pct  pct_se
 ##   &lt;chr&gt; &lt;chr&gt;  &lt;dbl&gt;   &lt;dbl&gt;
 ## 1 02    1     0.802  0.00793
 ## 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="cb38"><html><body><pre class="r"><span class="co"># 25th, median, and 75th percentile of age of residents of the united states (downloaded states)</span>
+<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>## # A tibble: 1 x 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"><html><body><pre class="r"><span class="co"># Filter works, so we can restrict the acs_m object to females only</span>
+<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>)
 
@@ -362,14 +359,14 @@ <h1 class="hasAnchor">
 ##    agep agep_se
 ##   &lt;dbl&gt;   &lt;dbl&gt;
 ## 1  38.2   0.103</code></pre>
-<div class="sourceCode" id="cb42"><html><body><pre class="r"><span class="co"># median age - nationwide (of downloaded states), restricted to females</span>
+<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>## # A tibble: 1 x 2
 ##    agep agep_se
 ##   &lt;dbl&gt;   &lt;dbl&gt;
 ## 1    37   0.251</code></pre>
-<div class="sourceCode" id="cb44"><html><body><pre class="r"><span class="co"># Note that though some R functions are translated by dplyr into SQL, not</span>
+<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="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>
@@ -396,7 +393,7 @@ <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="cb46"><html><body><pre class="r"><span class="no">acs_m_db_svy</span> <span class="kw">%&gt;%</span>
+<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>
@@ -491,7 +488,7 @@ <h3 class="hasAnchor">
 
 
       <footer><div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/articles/srvyr-database_files/accessible-code-block-0.0.1/empty-anchor.js b/docs/articles/srvyr-database_files/accessible-code-block-0.0.1/empty-anchor.js
new file mode 100644
index 0000000..ca349fd
--- /dev/null
+++ b/docs/articles/srvyr-database_files/accessible-code-block-0.0.1/empty-anchor.js
@@ -0,0 +1,15 @@
+// Hide empty <a> tag within highlighted CodeBlock for screen reader accessibility (see https://github.com/jgm/pandoc/issues/6352#issuecomment-626106786) -->
+// v0.0.1
+// Written by JooYoung Seo (jooyoung@psu.edu) and Atsushi Yasumoto on June 1st, 2020.
+
+document.addEventListener('DOMContentLoaded', function() {
+  const codeList = document.getElementsByClassName("sourceCode");
+  for (var i = 0; i < codeList.length; i++) {
+    var linkList = codeList[i].getElementsByTagName('a');
+    for (var j = 0; j < linkList.length; j++) {
+      if (linkList[j].innerHTML === "") {
+        linkList[j].setAttribute('aria-hidden', 'true');
+      }
+    }
+  }
+});
diff --git a/docs/articles/srvyr-database_files/header-attrs-2.3.2/header-attrs.js b/docs/articles/srvyr-database_files/header-attrs-2.3.2/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/srvyr-database_files/header-attrs-2.3.2/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 b94ea01..fe0a053 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -89,14 +89,14 @@
 
       
 
-      </header><script src="srvyr-vs-survey_files/header-attrs-2.2.2/header-attrs.js"></script><div class="row">
+      </header><script src="srvyr-vs-survey_files/header-attrs-2.3.2/header-attrs.js"></script><script src="srvyr-vs-survey_files/accessible-code-block-0.0.1/empty-anchor.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">2020-06-09</h4>
+            <h4 class="date">2020-08-29</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>
@@ -125,8 +125,9 @@ <h1 class="hasAnchor">
             <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="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_bar</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_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>
+<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>
 </div>
@@ -134,14 +135,14 @@ <h1 class="hasAnchor">
 <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="cb2"><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>)
+<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>)
 
 <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="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="cb3"><html><body><pre class="r"><span class="co"># selecting variables to keep in the survey object (stratified example)</span>
+<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>)))
@@ -150,14 +151,14 @@ <h1 class="hasAnchor">
                                  <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>
 <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="cb4"><html><body><pre class="r"><span class="co"># simple random sample (again)</span>
+<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>
 <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="cb5"><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>
+<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>)
 
@@ -173,7 +174,7 @@ <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="cb6"><html><body><pre class="r"><span class="co"># Using srvyr</span>
+<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>))
 
@@ -182,13 +183,13 @@ <h2 class="hasAnchor">
 ##   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="cb8"><html><body><pre class="r"><span class="co"># Using survey</span>
+<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="no">out</span></pre></body></html></div>
 <pre><code>##            mean     SE
 ## api_diff 32.893 2.0511</code></pre>
-<div class="sourceCode" id="cb10"><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"><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>
 <pre><code>##             2.5 %   97.5 %
 ## api_diff 28.87241 36.91262</code></pre>
 </div>
@@ -196,15 +197,11 @@ <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="cb12"><html><body><pre class="r"><span class="co"># Using srvyr</span>
+<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>## Warning: The `add` argument of `group_by()` is deprecated as of dplyr 1.0.0.
-## Please use the `.add` argument instead.
-## This warning is displayed once every 8 hours.
-## Call `lifecycle::last_warnings()` to see where this warning was generated.</code></pre>
 <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;
@@ -284,9 +281,10 @@ <h1 class="hasAnchor">
 
 <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_bar</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_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>
+<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="grab-bag" class="section level1">
@@ -296,7 +294,7 @@ <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="cb28"><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>)
+<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>
 <pre><code>## 
 ## Call:
@@ -322,8 +320,8 @@ <h2 class="hasAnchor">
 <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>
-<p>Here’s a quick example, but please see the dplyr vignette <a href="http://dplyr.tidyverse.org/articles/programming.html"><code><a href="https://dplyr.tidyverse.org/articles/programming.html">vignette("programming", package = "dplyr")</a></code></a> for more details.</p>
-<div class="sourceCode" id="cb30"><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>)
+<p>Here’s a quick example, but please see the dplyr vignette <a href="http://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>)
 
 <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>)
@@ -347,7 +345,7 @@ <h2 class="hasAnchor">
 <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="cb32"><html><body><pre class="r"><span class="co"># Calculate survey mean for all variables that have names starting with "api"</span>
+<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>## # A tibble: 1 x 6
@@ -370,7 +368,7 @@ <h2 class="hasAnchor">
 
 
       <footer><div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/articles/srvyr-vs-survey_files/accessible-code-block-0.0.1/empty-anchor.js b/docs/articles/srvyr-vs-survey_files/accessible-code-block-0.0.1/empty-anchor.js
new file mode 100644
index 0000000..ca349fd
--- /dev/null
+++ b/docs/articles/srvyr-vs-survey_files/accessible-code-block-0.0.1/empty-anchor.js
@@ -0,0 +1,15 @@
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+
+document.addEventListener('DOMContentLoaded', function() {
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+  for (var i = 0; i < codeList.length; i++) {
+    var linkList = codeList[i].getElementsByTagName('a');
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+      if (linkList[j].innerHTML === "") {
+        linkList[j].setAttribute('aria-hidden', 'true');
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+    }
+  }
+});
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diff --git a/docs/articles/srvyr-vs-survey_files/header-attrs-2.3.2/header-attrs.js b/docs/articles/srvyr-vs-survey_files/header-attrs-2.3.2/header-attrs.js
new file mode 100644
index 0000000..dd57d92
--- /dev/null
+++ b/docs/articles/srvyr-vs-survey_files/header-attrs-2.3.2/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 c5038e9..babfb4f 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -149,7 +149,7 @@ <h1>Authors</h1>
         </p>
       </li>
       <li>
-        <p><strong>Ben Schneider</strong>. Contributor. 
+        <p><strong>Ben Schneider</strong>. Author, contributor. 
         </p>
       </li>
     </ul>
@@ -162,7 +162,7 @@ <h1>Authors</h1>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/index.html b/docs/index.html
index 1b1f6b7..a3c1442 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -225,6 +225,7 @@ <h2>Community</h2>
 <h2>Developers</h2>
 <ul class="list-unstyled">
 <li>Greg Freedman Ellis <br><small class="roles"> Author, maintainer </small>  </li>
+<li>Ben Schneider <br><small class="roles"> Author, contributor </small>  </li>
 <li><a href="authors.html">All authors...</a></li>
 </ul>
 </div>
@@ -245,7 +246,7 @@ <h2>Dev status</h2>
 
 
       <footer><div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/news/index.html b/docs/news/index.html
index add91f8..0702286 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -136,6 +136,16 @@ <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-development-version" class="section level1">
+<h1 class="page-header" data-toc-text="development version">
+<a href="#srvyr-development-version" class="anchor"></a>srvyr (development version)<small> Unreleased </small>
+</h1>
+<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>across()</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">
 <h1 class="page-header" data-toc-text="0.3.10">
 <a href="#srvyr-0310" class="anchor"></a>srvyr 0.3.10<small> 2020-05-26 </small>
@@ -298,7 +308,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 2dadad3..5b7bce3 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -5,5 +5,5 @@ articles:
   extending-srvyr: extending-srvyr.html
   srvyr-database: srvyr-database.html
   srvyr-vs-survey: srvyr-vs-survey.html
-last_built: 2020-06-09T21:32Z
+last_built: 2020-08-29T19:09Z
 
diff --git a/docs/reference/as_survey.html b/docs/reference/as_survey.html
index da2cfd6..78ead55 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -240,7 +240,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/as_survey_design.html b/docs/reference/as_survey_design.html
index f495a96..280e12a 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -317,7 +317,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/as_survey_rep.html b/docs/reference/as_survey_rep.html
index cf8cd5d..76e4231 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -319,7 +319,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/as_survey_twophase.html b/docs/reference/as_survey_twophase.html
index f81a305..e943896 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -229,10 +229,10 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 <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; <span style='color: #555555;'># A tibble: 1 x 2</span><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; <span style='color: #949494;'># A tibble: 1 x 2</span><span>
 #&gt;    mean mean_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>  3.26   0.256</div><div class='input'>
+#&gt;   </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>  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>)
@@ -250,15 +250,15 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
                   <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; </span><span style='color: #555555;'># A tibble: 1 x 4</span><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; </span><span style='color: #949494;'># A tibble: 1 x 4</span><span>
 #&gt;   total total_se  mean mean_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> </span><span style='text-decoration: underline;'>15</span><span>080    </span><span style='text-decoration: underline;'>2</span><span>274.  44.4    2.27</div><div class='input'><span class='no'>d2mu284</span> <span class='kw'>%&gt;%</span>
+#&gt;   </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> </span><span style='text-decoration: underline;'>15</span><span>080    </span><span style='text-decoration: underline;'>2</span><span>274.  44.4    2.27</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; </span><span style='color: #555555;'># A tibble: 1 x 4</span><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; </span><span style='color: #949494;'># A tibble: 1 x 4</span><span>
 #&gt;   total total_se  mean mean_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> </span><span style='text-decoration: underline;'>15</span><span>080    </span><span style='text-decoration: underline;'>2</span><span>274.  44.4    2.27</div><div class='input'>
+#&gt;   </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> </span><span style='text-decoration: underline;'>15</span><span>080    </span><span style='text-decoration: underline;'>2</span><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>))
@@ -275,7 +275,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/as_tibble.html b/docs/reference/as_tibble.html
index f270435..3ed905e 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -164,7 +164,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/cascade.html b/docs/reference/cascade.html
index 424f0b1..66fb642 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -177,20 +177,18 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
   <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_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>)</div><div class='output co'>#&gt; <span class='warning'>Warning: The `add` argument of `group_by()` is deprecated as of dplyr 1.0.0.</span>
-#&gt; <span class='warning'>Please use the `.add` argument instead.</span>
-#&gt; <span class='warning'><span style='color: #555555;'>This warning is displayed once every 8 hours.</span><span></span>
-#&gt; <span class='warning'></span><span style='color: #555555;'>Call `lifecycle::last_warnings()` to see where this warning was generated.</span><span></span></div><div class='input'>
+  <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'>cascade</span>(<span class='kw'>api99</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</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><span style='color: #555555;'># A tibble: 4 x 7</span><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>
 #&gt;   stype api99 api99_se api00 api00_se api_diff api_diff_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> E      636.     13.3  674.    12.5     38.6         2.76
-#&gt; </span><span style='color: #555555;'>2</span><span> H      617.     15.8  626.    15.5      8.46        3.41
-#&gt; </span><span style='color: #555555;'>3</span><span> M      610.     16.8  637.    16.6     26.4         3.05
-#&gt; </span><span style='color: #555555;'>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'>
+#&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>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
@@ -203,7 +201,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/collect.html b/docs/reference/collect.html
index d50ce53..19067b4 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -164,7 +164,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/current_svy.html b/docs/reference/current_svy.html
index c532dab..5c401bd 100644
--- a/docs/reference/current_svy.html
+++ b/docs/reference/current_svy.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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -168,7 +168,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/dplyr_single.html b/docs/reference/dplyr_single.html
index bad17ef..c03c75c 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -172,7 +172,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/get_var_est.html b/docs/reference/get_var_est.html
index cd5172d..09f271d 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -215,7 +215,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/group_by.html b/docs/reference/group_by.html
index 9da86e6..577dfe3 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -192,12 +192,12 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
   <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: #555555;'># A tibble: 3 x 3</span><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>
 #&gt;   stype api_diff api_diff_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> E        38.6         2.76
-#&gt; </span><span style='color: #555555;'>2</span><span> H         8.46        3.41
-#&gt; </span><span style='color: #555555;'>3</span><span> M        26.4         3.05</div></span></pre>
+#&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>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -209,7 +209,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/groups.html b/docs/reference/groups.html
index bee09a3..d4aeea0 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -173,7 +173,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 8a831e7..b5c6557 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -341,7 +341,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/pipe.html b/docs/reference/pipe.html
index 946a969..c1c45ab 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -157,7 +157,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/rlang-tidyeval.html b/docs/reference/rlang-tidyeval.html
index 0c5d98c..aa32150 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -162,7 +162,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/set_survey_vars.html b/docs/reference/set_survey_vars.html
index ffd0d68..c267b4f 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -192,7 +192,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/srvyr-se-deprecated.html b/docs/reference/srvyr-se-deprecated.html
index 9891641..d3bfa40 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -146,8 +146,8 @@ <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><a href='https://dplyr.tidyverse.org/articles/programming.html'>vignette("programming", package =
-"dplyr")</a></code>) for more details.</p>
+dplyr vignette on programming (<code>vignette("programming", package =
+"dplyr")</code>) for more details.</p>
     </div>
 
     <pre class="usage"><span class='fu'>as_survey_</span>(<span class='no'>.data</span>, <span class='no'>...</span>)
@@ -331,7 +331,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/srvyr.html b/docs/reference/srvyr.html
index 2230cd6..dffb7d3 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -205,7 +205,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/summarise.html b/docs/reference/summarise.html
index d169266..091a341 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -156,7 +156,10 @@ <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arg
     </tr>
     <tr>
       <th>.groups</th>
-      <td><p>Experimental in dplyr 1.0, currently ignored by srvyr</p></td>
+      <td><p>Defaults to "drop_last" in srvyr meaning that the last group is peeled
+off, but if there are more groups they will be preserved. Other options are "drop", which
+drops all groups, "keep" which keeps all of them and "rowwise" which converts the object
+to a rowwise object (meaning calculations will be performed on each row).</p></td>
     </tr>
     </table>
 
@@ -200,22 +203,22 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 <span class='no'>dstrata</span> <span class='kw'>%&gt;%</span>
   <span class='fu'>summarise</span>(<span class='kw'>api99</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</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: #555555;'># A tibble: 1 x 6</span><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: 1 x 6</span><span>
 #&gt;   api99 api99_se api00 api00_se api_diff api_diff_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>  629.     10.1  662.     9.54     32.9        2.08</div><div class='input'>
+#&gt;   </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>  629.     10.1  662.     9.54     32.9        2.08</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</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</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><span style='color: #555555;'># A tibble: 3 x 7</span><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><span style='color: #949494;'># A tibble: 3 x 7</span><span>
 #&gt;   stype api99 api99_se api00 api00_se api_diff api_diff_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> E      636.     13.3  674.     12.5    38.6         2.76
-#&gt; </span><span style='color: #555555;'>2</span><span> H      617.     15.8  626.     15.5     8.46        3.41
-#&gt; </span><span style='color: #555555;'>3</span><span> M      610.     16.8  637.     16.6    26.4         3.05</div><div class='input'>
+#&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>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
@@ -228,7 +231,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/summarise_all.html b/docs/reference/summarise_all.html
index 446af2f..1be9193 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -158,7 +158,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_mean.html b/docs/reference/survey_mean.html
index c990507..f3c4c0b 100644
--- a/docs/reference/survey_mean.html
+++ b/docs/reference/survey_mean.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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -226,47 +226,47 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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'>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; <span style='color: #555555;'># A tibble: 1 x 6</span><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; <span style='color: #949494;'># A tibble: 1 x 6</span><span>
 #&gt;   api99 api99_se api_diff api_diff_low api_diff_upp api_diff_cv
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>  629.     10.1     32.9         28.8         37.0      0.063</span><span style='text-decoration: underline;'>2</span><span></div><div class='input'>
+#&gt;   </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>  629.     10.1     32.9         28.8         37.0      0.063</span><span style='text-decoration: underline;'>2</span><span></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><span style='color: #555555;'># A tibble: 2 x 3</span><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><span style='color: #949494;'># A tibble: 2 x 3</span><span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No      634.     15.6
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes     678.     12.0</div><div class='input'>
+#&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: #555555;'># A tibble: 2 x 3</span><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;   awards   pct pct_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No     0.361 0.034</span><span style='text-decoration: underline;'>9</span><span>
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes    0.639 0.034</span><span style='text-decoration: underline;'>9</span><span></div><div class='input'>
+#&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'>
 <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; </span><span style='color: #555555;'># A tibble: 1 x 3</span><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; </span><span style='color: #949494;'># A tibble: 1 x 3</span><span>
 #&gt;   high_api high_api_low high_api_upp
-#&gt;      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>   0.031</span><span style='text-decoration: underline;'>8</span><span>       0.012</span><span style='text-decoration: underline;'>9</span><span>       0.076</span><span style='text-decoration: underline;'>5</span><span></div><div class='input'>
+#&gt;      </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>   0.031</span><span style='text-decoration: underline;'>8</span><span>       0.012</span><span style='text-decoration: underline;'>9</span><span>       0.076</span><span style='text-decoration: underline;'>5</span><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; </span><span style='color: #555555;'># A tibble: 1 x 5</span><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; </span><span style='color: #949494;'># A tibble: 1 x 5</span><span>
 #&gt;   api99 api99_low95 api99_upp95 api99_low65 api99_upp65
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>  629.        609.        649.        620.        639.</div><div class='input'>
+#&gt;   </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>  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; </span><span style='color: #555555;'># A tibble: 1 x 6</span><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; </span><span style='color: #949494;'># A tibble: 1 x 6</span><span>
 #&gt;   srvyr_default srvyr_default_l… srvyr_default_u… survey_defualt
-#&gt;           </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>          </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>          629.             609.             649.           629.
-#&gt; </span><span style='color: #555555;'># … with 2 more variables: survey_defualt_low </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #555555;'>, survey_defualt_upp </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span></div><div class='input'>
+#&gt;           </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>          629.             609.             649.           629.
+#&gt; </span><span style='color: #949494;'># … with 2 more variables: survey_defualt_low </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #949494;'>, survey_defualt_upp </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span></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 %
@@ -283,7 +283,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_quantile.html b/docs/reference/survey_quantile.html
index c90f40c..790f73f 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -243,18 +243,18 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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; <span style='color: #555555;'># A tibble: 1 x 9</span><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; <span style='color: #949494;'># A tibble: 1 x 9</span><span>
 #&gt;   api99_q25 api99_q50 api99_q75 api99_q25_se api99_q50_se api99_q75_se api00
-#&gt;       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>      525.       631      727.         12.5         18.4         17.9  667.
-#&gt; </span><span style='color: #555555;'># … with 2 more variables: api00_low </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #555555;'>, api00_upp </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span></div><div class='input'>
+#&gt;       </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> </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
+#&gt; </span><span style='color: #BCBCBC;'>1</span><span>      525.       631      727.         12.5         18.4         17.9  667.
+#&gt; </span><span style='color: #949494;'># … with 2 more variables: api00_low </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #949494;'>, api00_upp </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span></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 class='warning'>Warning: Only diagonal of vcov() available</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Only diagonal of vcov() available</span></div><div class='output co'>#&gt; </span><span style='color: #555555;'># A tibble: 2 x 3</span><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 class='warning'>Warning: Only diagonal of vcov() available</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Only diagonal of vcov() available</span></div><div class='output co'>#&gt; </span><span style='color: #949494;'># A tibble: 2 x 3</span><span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No      641.     23.4
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes     671.     18.8</div><div class='input'>
+#&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>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
@@ -267,7 +267,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_ratio.html b/docs/reference/survey_ratio.html
index 7ea973a..a5fd7e6 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -214,33 +214,33 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
   <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; <span style='color: #555555;'># A tibble: 1 x 4</span><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; <span style='color: #949494;'># A tibble: 1 x 4</span><span>
 #&gt;   enroll enroll_low enroll_upp enroll_cv
-#&gt;    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>   1.05       1.04       1.06   0.003</span><span style='text-decoration: underline;'>51</span><span></div><div class='input'>
+#&gt;    </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>   1.05       1.04       1.06   0.003</span><span style='text-decoration: underline;'>51</span><span></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><span style='color: #555555;'># A tibble: 2 x 3</span><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><span style='color: #949494;'># A tibble: 2 x 3</span><span>
 #&gt;   awards api00 api00_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No      1.02  0.003</span><span style='text-decoration: underline;'>43</span><span>
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes     1.07  0.004</span><span style='text-decoration: underline;'>78</span><span></div><div class='input'>
+#&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'>
 <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; </span><span style='color: #555555;'># A tibble: 1 x 5</span><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; </span><span style='color: #949494;'># A tibble: 1 x 5</span><span>
 #&gt;   enroll enroll_low95 enroll_upp95 enroll_low65 enroll_upp65
-#&gt;    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>  0.950        0.944        0.957        0.947        0.953</div><div class='input'>
+#&gt;    </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>  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; </span><span style='color: #555555;'># A tibble: 1 x 6</span><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; </span><span style='color: #949494;'># A tibble: 1 x 6</span><span>
 #&gt;   srvyr_default srvyr_default_l… srvyr_default_u… survey_defualt
-#&gt;           </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>          </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>      3</span><span style='text-decoration: underline;'>898</span><span>472.         3</span><span style='text-decoration: underline;'>775</span><span>136.         4</span><span style='text-decoration: underline;'>021</span><span>807.       3</span><span style='text-decoration: underline;'>898</span><span>472.
-#&gt; </span><span style='color: #555555;'># … with 2 more variables: survey_defualt_low </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #555555;'>, survey_defualt_upp </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span></div><div class='input'>
+#&gt;           </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>      3</span><span style='text-decoration: underline;'>898</span><span>472.         3</span><span style='text-decoration: underline;'>775</span><span>136.         4</span><span style='text-decoration: underline;'>021</span><span>807.       3</span><span style='text-decoration: underline;'>898</span><span>472.
+#&gt; </span><span style='color: #949494;'># … with 2 more variables: survey_defualt_low </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #949494;'>, survey_defualt_upp </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span></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 %
@@ -257,7 +257,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_tally.html b/docs/reference/survey_tally.html
index 4e28b42..a5ccf2e 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -221,17 +221,17 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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: #555555;'># A tibble: 2 x 3</span><span>
+  <span class='fu'>survey_tally</span>()</div><div class='output co'>#&gt; <span style='color: #949494;'># A tibble: 2 x 3</span><span>
 #&gt;   awards     n  n_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.  216.
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.  216.</div><div class='input'>
+#&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: #555555;'># A tibble: 2 x 3</span><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;   awards     n  n_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.  216.
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.  216.</div><div class='input'>
+#&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>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
@@ -244,7 +244,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_total.html b/docs/reference/survey_total.html
index 12fb59d..8646d23 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -209,41 +209,41 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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'>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; <span style='color: #555555;'># A tibble: 1 x 6</span><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; <span style='color: #949494;'># A tibble: 1 x 6</span><span>
 #&gt;     enroll enroll_se tot_meals tot_meals_low tot_meals_upp tot_meals_cv
-#&gt;      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>         </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>         </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> 3</span><span style='text-decoration: underline;'>687</span><span>178.   </span><span style='text-decoration: underline;'>117</span><span>319.  1</span><span style='text-decoration: underline;'>753</span><span>775.      1</span><span style='text-decoration: underline;'>528</span><span>167.      1</span><span style='text-decoration: underline;'>979</span><span>384.       0.065</span><span style='text-decoration: underline;'>2</span><span></div><div class='input'>
+#&gt;      </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> 3</span><span style='text-decoration: underline;'>687</span><span>178.   </span><span style='text-decoration: underline;'>117</span><span>319.  1</span><span style='text-decoration: underline;'>753</span><span>775.      1</span><span style='text-decoration: underline;'>528</span><span>167.      1</span><span style='text-decoration: underline;'>979</span><span>384.       0.065</span><span style='text-decoration: underline;'>2</span><span></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><span style='color: #555555;'># A tibble: 2 x 3</span><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><span style='color: #949494;'># A tibble: 2 x 3</span><span>
 #&gt;   awards    api00 api00_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>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: #555555;'>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><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'>
 <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: #555555;'># A tibble: 2 x 3</span><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>
 #&gt;   awards   pct pct_se
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>  </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> No     </span><span style='text-decoration: underline;'>2</span><span>236.   216.
-#&gt; </span><span style='color: #555555;'>2</span><span> Yes    </span><span style='text-decoration: underline;'>3</span><span>958.   216.</div><div class='input'>
+#&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='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; </span><span style='color: #555555;'># A tibble: 1 x 5</span><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; </span><span style='color: #949494;'># A tibble: 1 x 5</span><span>
 #&gt;     enroll enroll_low95 enroll_upp95 enroll_low65 enroll_upp65
-#&gt;      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> 3</span><span style='text-decoration: underline;'>687</span><span>178.     3</span><span style='text-decoration: underline;'>455</span><span>815.     3</span><span style='text-decoration: underline;'>918</span><span>540.     3</span><span style='text-decoration: underline;'>577</span><span>271.     3</span><span style='text-decoration: underline;'>797</span><span>084.</div><div class='input'>
+#&gt;      </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> 3</span><span style='text-decoration: underline;'>687</span><span>178.     3</span><span style='text-decoration: underline;'>455</span><span>815.     3</span><span style='text-decoration: underline;'>918</span><span>540.     3</span><span style='text-decoration: underline;'>577</span><span>271.     3</span><span style='text-decoration: underline;'>797</span><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; </span><span style='color: #555555;'># A tibble: 1 x 6</span><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; </span><span style='color: #949494;'># A tibble: 1 x 6</span><span>
 #&gt;   srvyr_default srvyr_default_l… srvyr_default_u… survey_defualt
-#&gt;           </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>          </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>      3</span><span style='text-decoration: underline;'>898</span><span>472.         3</span><span style='text-decoration: underline;'>775</span><span>136.         4</span><span style='text-decoration: underline;'>021</span><span>807.       3</span><span style='text-decoration: underline;'>898</span><span>472.
-#&gt; </span><span style='color: #555555;'># … with 2 more variables: survey_defualt_low </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #555555;'>, survey_defualt_upp </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span></div><div class='input'>
+#&gt;           </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>      3</span><span style='text-decoration: underline;'>898</span><span>472.         3</span><span style='text-decoration: underline;'>775</span><span>136.         4</span><span style='text-decoration: underline;'>021</span><span>807.       3</span><span style='text-decoration: underline;'>898</span><span>472.
+#&gt; </span><span style='color: #949494;'># … with 2 more variables: survey_defualt_low </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span style='color: #949494;'>, survey_defualt_upp </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span></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 %
@@ -260,7 +260,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/survey_var.html b/docs/reference/survey_var.html
index 9a94f8b..dcc2993 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -226,26 +226,26 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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; <span style='color: #555555;'># A tibble: 1 x 3</span><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; <span style='color: #949494;'># A tibble: 1 x 3</span><span>
 #&gt;   api99_var api99_var_se api99_sd
-#&gt;       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>    </span><span style='text-decoration: underline;'>16</span><span>518.        </span><span style='text-decoration: underline;'>1</span><span>336.     129.</div><div class='input'>
+#&gt;       </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>    </span><span style='text-decoration: underline;'>16</span><span>518.        </span><span style='text-decoration: underline;'>1</span><span>336.     129.</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><span style='color: #555555;'># A tibble: 2 x 4</span><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><span style='color: #949494;'># A tibble: 2 x 4</span><span>
 #&gt;   awards api00_var api00_var_se api00_sd
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>    </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>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: #555555;'>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><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'>
 <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; </span><span style='color: #555555;'># A tibble: 1 x 3</span><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; </span><span style='color: #949494;'># A tibble: 1 x 3</span><span>
 #&gt;   api99_variance api99_variance_se api99_variance_var
-#&gt;            </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>             </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>              </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>         </span><span style='text-decoration: underline;'>16</span><span>518.             </span><span style='text-decoration: underline;'>1</span><span>336.           1</span><span style='text-decoration: underline;'>785</span><span>755.</div></span></pre>
+#&gt;            </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>         </span><span style='text-decoration: underline;'>16</span><span>518.             </span><span style='text-decoration: underline;'>1</span><span>336.           1</span><span style='text-decoration: underline;'>785</span><span>755.</div></span></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <nav id="toc" data-toggle="toc" class="sticky-top">
@@ -257,7 +257,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/svychisq.html b/docs/reference/svychisq.html
index e88dcdb..2e15ec0 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -176,7 +176,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/tbl_svy.html b/docs/reference/tbl_svy.html
index 7c038af..005897b 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -201,10 +201,10 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&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; <span style='color: #555555;'># A tibble: 1 x 2</span><span>
+#&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; <span style='color: #949494;'># A tibble: 1 x 2</span><span>
 #&gt;   col.grad col.grad_se
-#&gt;      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>     19.9        1.06</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;      </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>     19.9        1.06</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; Called via srvyr
 #&gt; Sampling variables:
 #&gt;  - ids: `1`
@@ -223,10 +223,10 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 <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; </span><span style='color: #555555;'># A tibble: 1 x 5</span><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; </span><span style='color: #949494;'># A tibble: 1 x 5</span><span>
 #&gt;   col.grad col.grad_se api00 api00_low api00_upp
-#&gt;      </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>     </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>     19.9        1.06  662.      643.      681.</div></span></pre>
+#&gt;      </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>     19.9        1.06  662.      643.      681.</div></span></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 +238,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/tbl_vars.html b/docs/reference/tbl_vars.html
index 2da687c..f64795e 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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -164,7 +164,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">
diff --git a/docs/reference/unweighted.html b/docs/reference/unweighted.html
index bb4db84..7b8f69e 100644
--- a/docs/reference/unweighted.html
+++ b/docs/reference/unweighted.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">0.3.10</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.4.0</span>
       </span>
     </div>
 
@@ -182,18 +182,18 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 
 <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: #555555;'># A tibble: 1 x 2</span><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>
 #&gt;   api99_unw     n
-#&gt;       </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span> </span><span style='color: #555555;font-style: italic;'>&lt;int&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span>      625.   200</div><div class='input'>
+#&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: #555555;'># A tibble: 3 x 2</span><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;   stype api_diff_unw
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> E            38.6 
-#&gt; </span><span style='color: #555555;'>2</span><span> H             8.46
-#&gt; </span><span style='color: #555555;'>3</span><span> M            26.4 </div><div class='input'>
+#&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'>
 
 <span class='co'># If you want to use a wrapper function, be sure to treat</span>
 <span class='co'># non-standard evaluation correctly</span>
@@ -202,12 +202,12 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 }
  <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'>summarize</a></span>(<span class='kw'>api_diff_unw</span> <span class='kw'>=</span> <span class='fu'>umean</span>(<span class='no'>api00</span> - <span class='no'>api99</span>))</div><div class='output co'>#&gt; </span><span style='color: #555555;'># A tibble: 3 x 2</span><span>
+   <span class='fu'><a href='summarise.html'>summarize</a></span>(<span class='kw'>api_diff_unw</span> <span class='kw'>=</span> <span class='fu'>umean</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;   stype api_diff_unw
-#&gt;   </span><span style='color: #555555;font-style: italic;'>&lt;fct&gt;</span><span>        </span><span style='color: #555555;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #555555;'>1</span><span> E            38.6 
-#&gt; </span><span style='color: #555555;'>2</span><span> H             8.46
-#&gt; </span><span style='color: #555555;'>3</span><span> M            26.4 </div><div class='input'>
+#&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'>
 
 </div></span></pre>
   </div>
@@ -221,7 +221,7 @@ <h2 data-toc-skip>Contents</h2>
 
       <footer>
       <div class="copyright">
-  <p>Developed by Greg Freedman Ellis.</p>
+  <p>Developed by Greg Freedman Ellis, Ben Schneider.</p>
 </div>
 
 <div class="pkgdown">