diff --git a/main/404.html b/main/404.html
index d9747a2b4..5035493c0 100644
--- a/main/404.html
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
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diff --git a/main/CODE_OF_CONDUCT.html b/main/CODE_OF_CONDUCT.html
index bfee9298c..2d8d06ac7 100644
--- a/main/CODE_OF_CONDUCT.html
+++ b/main/CODE_OF_CONDUCT.html
@@ -10,7 +10,7 @@
     
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@@ -41,15 +41,6 @@
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diff --git a/main/CONTRIBUTING.html b/main/CONTRIBUTING.html
index fc294b5ba..a154fe9e0 100644
--- a/main/CONTRIBUTING.html
+++ b/main/CONTRIBUTING.html
@@ -10,7 +10,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
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diff --git a/main/LICENSE-text.html b/main/LICENSE-text.html
index c09a92f18..10723faa6 100644
--- a/main/LICENSE-text.html
+++ b/main/LICENSE-text.html
@@ -10,7 +10,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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@@ -41,15 +41,6 @@
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diff --git a/main/SECURITY.html b/main/SECURITY.html
index 47a309194..fd80e280e 100644
--- a/main/SECURITY.html
+++ b/main/SECURITY.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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@@ -41,15 +41,6 @@
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-          data-bs-toggle="dropdown" role="button"
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diff --git a/main/articles/index.html b/main/articles/index.html
index 5bdf68db2..9f7be715d 100644
--- a/main/articles/index.html
+++ b/main/articles/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
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@@ -41,15 +41,6 @@
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-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
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diff --git a/main/articles/teal-modules-general.html b/main/articles/teal-modules-general.html
index 8c2a4bd4f..869694006 100644
--- a/main/articles/teal-modules-general.html
+++ b/main/articles/teal-modules-general.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
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   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/articles/using-association-plot.html b/main/articles/using-association-plot.html
index 9689063c9..d8430d286 100644
--- a/main/articles/using-association-plot.html
+++ b/main/articles/using-association-plot.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
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 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-association-plot.Rmd" class="external-link"><code>vignettes/using-association-plot.Rmd</code></a></small>
       <div class="d-none name"><code>using-association-plot.Rmd</code></div>
@@ -421,7 +412,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appfe29c14f5ebad3a723034f6a9ff48edd/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="appebb7000ece516abef71097ffe7f148ff/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-bivariate-plot.html b/main/articles/using-bivariate-plot.html
index d24c8435b..360ba1fc9 100644
--- a/main/articles/using-bivariate-plot.html
+++ b/main/articles/using-bivariate-plot.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-bivariate-plot.Rmd" class="external-link"><code>vignettes/using-bivariate-plot.Rmd</code></a></small>
       <div class="d-none name"><code>using-bivariate-plot.Rmd</code></div>
@@ -722,7 +713,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appaf6c046d616d4b473059c46db475b6fb/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="app13300a3a5daecd64bc2ef3a9de309f22/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-cross-table.html b/main/articles/using-cross-table.html
index 3a29a24ed..d2f6f814b 100644
--- a/main/articles/using-cross-table.html
+++ b/main/articles/using-cross-table.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-cross-table.Rmd" class="external-link"><code>vignettes/using-cross-table.Rmd</code></a></small>
       <div class="d-none name"><code>using-cross-table.Rmd</code></div>
@@ -242,7 +233,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appdb2d3f1d07e25e1cedc29846eb2e3214/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="appe440c885c1154e8e767348e56e877c3f/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-data-table.html b/main/articles/using-data-table.html
index 3a1dc68bb..04baa4342 100644
--- a/main/articles/using-data-table.html
+++ b/main/articles/using-data-table.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">coreDev
 team</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-data-table.Rmd" class="external-link"><code>vignettes/using-data-table.Rmd</code></a></small>
       <div class="d-none name"><code>using-data-table.Rmd</code></div>
@@ -217,7 +208,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="app77e1f7413018789515935944102d9c72/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="appe19c4daf0aefa0a160d713b4b0fbaa3e/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-outliers-module.html b/main/articles/using-outliers-module.html
index 79d316818..0b4be31c0 100644
--- a/main/articles/using-outliers-module.html
+++ b/main/articles/using-outliers-module.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Mahmoud
 Hallal</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-outliers-module.Rmd" class="external-link"><code>vignettes/using-outliers-module.Rmd</code></a></small>
       <div class="d-none name"><code>using-outliers-module.Rmd</code></div>
@@ -296,7 +287,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="app64ca0ab9eda11b15a6318da6898c270d/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="apped380f7a423f7f83633dfc8ee184a6c2/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-regression-plots.html b/main/articles/using-regression-plots.html
index 8023c3969..d6f16f7e6 100644
--- a/main/articles/using-regression-plots.html
+++ b/main/articles/using-regression-plots.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-regression-plots.Rmd" class="external-link"><code>vignettes/using-regression-plots.Rmd</code></a></small>
       <div class="d-none name"><code>using-regression-plots.Rmd</code></div>
@@ -376,7 +367,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appf853c727eb8a35c031b7e60cfb6e240c/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="app36eaffc77ab572fc031f71f3576cd75a/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-response-plot.html b/main/articles/using-response-plot.html
index d3edd8fbf..638414713 100644
--- a/main/articles/using-response-plot.html
+++ b/main/articles/using-response-plot.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-response-plot.Rmd" class="external-link"><code>vignettes/using-response-plot.Rmd</code></a></small>
       <div class="d-none name"><code>using-response-plot.Rmd</code></div>
@@ -483,7 +474,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appb1bf34bf1f474bfe3781c6495c9eda7f/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="app07b28053b11b4b669a67251c5888d191/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-scatterplot-matrix.html b/main/articles/using-scatterplot-matrix.html
index 5f541cc79..b7fb3efa3 100644
--- a/main/articles/using-scatterplot-matrix.html
+++ b/main/articles/using-scatterplot-matrix.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-scatterplot-matrix.Rmd" class="external-link"><code>vignettes/using-scatterplot-matrix.Rmd</code></a></small>
       <div class="d-none name"><code>using-scatterplot-matrix.Rmd</code></div>
@@ -297,7 +288,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="app7fb3380466e4b07875a33cf1278e0575/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="app0b9e4837bbfa9f2ab171a910ccc6d845/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/articles/using-scatterplot.html b/main/articles/using-scatterplot.html
index 3844841c6..e78f5e2f9 100644
--- a/main/articles/using-scatterplot.html
+++ b/main/articles/using-scatterplot.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -103,7 +94,7 @@
                         <h4 data-toc-skip class="author">Dawid
 Kałędkowski</h4>
             
-            <h4 data-toc-skip class="date">2024-02-15</h4>
+            <h4 data-toc-skip class="date">2024-02-22</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/insightsengineering/teal.modules.general/blob/HEAD/vignettes/using-scatterplot.Rmd" class="external-link"><code>vignettes/using-scatterplot.Rmd</code></a></small>
       <div class="d-none name"><code>using-scatterplot.Rmd</code></div>
@@ -475,7 +466,7 @@ <h3 id="section-run-the-app">Run the app<a class="anchor" aria-label="anchor" hr
 session.</p>
 <div class="sourceCode" id="section-cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span>, options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>height <span class="op">=</span> <span class="fl">1024</span>, width <span class="op">=</span> <span class="fl">1024</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<iframe data-deferred-src="appbfb50e22b63fb30ed57800fc55ee0828/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
+<iframe data-deferred-src="app785b8484ac2379f3f909cd4d0eca07ac/?w=&amp;__subapp__=1" width="1024" height="1024" class="shiny-frame shiny-frame-deferred"></iframe>
 </div>
 </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/authors.html b/main/authors.html
index ba565dcb4..f81ba7ad3 100644
--- a/main/authors.html
+++ b/main/authors.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -119,14 +110,14 @@ <h2 id="citation">Citation</h2>
 
       <p>Kaledkowski D, Rucki P, Hallal M, Nasinski M, Pagacz K, Burkoff N (2024).
 <em>teal.modules.general: General Modules to Add to a 'teal' Application</em>.
-R package version 0.2.16.9020, 
+R package version 0.2.16.9022, 
 https://github.com/insightsengineering/teal.modules.general/, <a href="https://insightsengineering.github.io/teal.modules.general/">https://insightsengineering.github.io/teal.modules.general/</a>. 
 </p>
       <pre>@Manual{,
   title = {teal.modules.general: General Modules to Add to a `teal` Application},
   author = {Dawid Kaledkowski and Pawel Rucki and Mahmoud Hallal and Maciej Nasinski and Konrad Pagacz and Nikolas Burkoff},
   year = {2024},
-  note = {R package version 0.2.16.9020, 
+  note = {R package version 0.2.16.9022, 
 https://github.com/insightsengineering/teal.modules.general/},
   url = {https://insightsengineering.github.io/teal.modules.general/},
 }</pre>
diff --git a/main/index.html b/main/index.html
index 9e4ab8993..cc567e340 100644
--- a/main/index.html
+++ b/main/index.html
@@ -27,7 +27,7 @@
     
     <a class="navbar-brand me-2" href="index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -59,15 +59,6 @@
 <li class="nav-item">
   <a class="nav-link" href="news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/news/index.html b/main/news/index.html
index 0a5506767..39e21b503 100644
--- a/main/news/index.html
+++ b/main/news/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="active nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -78,13 +69,13 @@
     </div>
 
     <div class="section level2">
-<h2 class="pkg-version" data-toc-text="0.2.16.9020" id="tealmodulesgeneral-02169020">teal.modules.general 0.2.16.9020<a class="anchor" aria-label="anchor" href="#tealmodulesgeneral-02169020"></a></h2>
+<h2 class="pkg-version" data-toc-text="0.2.16.9022" id="tealmodulesgeneral-02169022">teal.modules.general 0.2.16.9022<a class="anchor" aria-label="anchor" href="#tealmodulesgeneral-02169022"></a></h2>
 <div class="section level4">
-<h4 id="enhancements-0-2-16-9020">Enhancements<a class="anchor" aria-label="anchor" href="#enhancements-0-2-16-9020"></a></h4>
+<h4 id="enhancements-0-2-16-9022">Enhancements<a class="anchor" aria-label="anchor" href="#enhancements-0-2-16-9022"></a></h4>
 <ul><li>Updated the package docs and vignettes with the new way of specifying data for <code><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">teal::init()</a></code>. The <code>data</code> argument will accept a <code>teal_data</code> object</li>
 </ul></div>
 <div class="section level4">
-<h4 id="miscellaneous-0-2-16-9020">Miscellaneous<a class="anchor" aria-label="anchor" href="#miscellaneous-0-2-16-9020"></a></h4>
+<h4 id="miscellaneous-0-2-16-9022">Miscellaneous<a class="anchor" aria-label="anchor" href="#miscellaneous-0-2-16-9022"></a></h4>
 <ul><li>Removed <code>teal.slice</code> dependencies.</li>
 <li>Specified minimal version of package dependencies.</li>
 </ul></div>
@@ -186,7 +177,7 @@ <h2 class="pkg-version" data-toc-text="0.2.12" id="tealmodulesgeneral-0212">teal
 <h4 id="enhancements-0-2-12">Enhancements<a class="anchor" aria-label="anchor" href="#enhancements-0-2-12"></a></h4>
 <ul><li>Added support for logging with the <code>logger</code> package and added info level logs upon initialization of a module.</li>
 <li>Added support for custom arguments for <code><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">ggplot2::labs</a></code> and <code><a href="https://ggplot2.tidyverse.org/reference/theme.html" class="external-link">ggplot2::theme</a></code> in plot based modules.</li>
-<li>Added support for custom arguments for <code><a href="https://rdrr.io/pkg/rtables/man/basic_table.html" class="external-link">rtables::basic_table</a></code> in <code>tm_t_crosstable</code>.</li>
+<li>Added support for custom arguments for <code><a href="https://insightsengineering.github.io/rtables/latest-tag/reference/basic_table.html" class="external-link">rtables::basic_table</a></code> in <code>tm_t_crosstable</code>.</li>
 <li>Updated <code>tm_outliers</code>, <code>tm_g_scatterplotmatrix</code>, <code>tm_g_association</code>, and <code>tm_t_crosstable</code> modules to adopt the new <code>teal.transform::data_merge_srv</code> and <code><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_multiple_srv.html" class="external-link">teal.transform::data_extract_multiple_srv</a></code> modules.</li>
 <li>Distinguished bars representing <code>NA</code> in plot depicting counts of <code>tm_variable_browser</code> with a different color fill.</li>
 <li>Modified the summary statistics table for numeric columns in <code>tm_variable_browser</code> to reflect the plot after <code>outliers</code> are removed.</li>
diff --git a/main/pkgdown.yml b/main/pkgdown.yml
index 687aebb51..107304c37 100644
--- a/main/pkgdown.yml
+++ b/main/pkgdown.yml
@@ -12,7 +12,7 @@ articles:
   using-response-plot: using-response-plot.html
   using-scatterplot-matrix: using-scatterplot-matrix.html
   using-scatterplot: using-scatterplot.html
-last_built: 2024-02-15T15:22Z
+last_built: 2024-02-22T12:10Z
 urls:
   reference: https://insightsengineering.github.io/teal.modules.general/reference
   article: https://insightsengineering.github.io/teal.modules.general/articles
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index 5a7822ca1..6e0be511f 100644
--- a/main/pull_request_template.html
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@@ -10,7 +10,7 @@
     
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index 0053280c5..7c24bb2fc 100644
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index 9ba08fd59..0f9c74973 100644
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@@ -10,7 +10,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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index ff07c8ee3..361d3a82a 100644
--- a/main/reference/create_sparklines.html
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+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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index c7744f6d8..515d721a8 100644
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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@@ -43,15 +43,6 @@
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index dbcb1b2c4..670430302 100644
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+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
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index adcc90182..773131d7c 100644
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@@ -14,7 +14,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
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@@ -45,15 +45,6 @@
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@@ -14,7 +14,7 @@
     
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
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@@ -45,15 +45,6 @@
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diff --git a/main/reference/index.html b/main/reference/index.html
index f22f02c30..f1aaece57 100644
--- a/main/reference/index.html
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@@ -10,7 +10,7 @@
     
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+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
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@@ -41,15 +41,6 @@
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index 63ac38a95..10cc9e552 100644
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@@ -41,15 +41,6 @@
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index bfe04da2b..2de6e668c 100644
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-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/render_tab_table.html b/main/reference/render_tab_table.html
index b1daa0140..432c6fbd5 100644
--- a/main/reference/render_tab_table.html
+++ b/main/reference/render_tab_table.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/render_tabset_panel_content.html b/main/reference/render_tabset_panel_content.html
index 601517c85..a2f5484c4 100644
--- a/main/reference/render_tabset_panel_content.html
+++ b/main/reference/render_tabset_panel_content.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/shared_params.html b/main/reference/shared_params.html
index 6566b4df8..e72d2606c 100644
--- a/main/reference/shared_params.html
+++ b/main/reference/shared_params.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/teal.modules.general.html b/main/reference/teal.modules.general.html
index 01efdfafb..7d9742edf 100644
--- a/main/reference/teal.modules.general.html
+++ b/main/reference/teal.modules.general.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/tm_a_pca.html b/main/reference/tm_a_pca.html
index 7ed719909..7e9442454 100644
--- a/main/reference/tm_a_pca.html
+++ b/main/reference/tm_a_pca.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -170,26 +161,64 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="co"># ADSL example</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">USArrests</span> <span class="op">&lt;-</span> <span class="va">USArrests</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"USArrests"</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_a_pca</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      <span class="st">"PCA"</span>,</span></span>
+<span class="r-in"><span>      dat <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"USArrests"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            data <span class="op">=</span> <span class="va">data</span><span class="op">[[</span><span class="st">"USArrests"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Murder"</span>, <span class="st">"Assault"</span>, <span class="st">"UrbanPop"</span>, <span class="st">"Rape"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Murder"</span>, <span class="st">"Assault"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span>,</span></span>
+<span class="r-in"><span>        filter <span class="op">=</span> <span class="cn">NULL</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by PCA Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:09.9039 pid:1211 token:[] teal.modules.general Initializing tm_a_pca</span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
 <span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_a_pca</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      <span class="st">"PCA"</span>,</span></span>
-<span class="r-in"><span>      dat <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      dat <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            data <span class="op">=</span> <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR1"</span>, <span class="st">"AGE"</span>, <span class="st">"EOSDY"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR1"</span>, <span class="st">"AGE"</span><span class="op">)</span>,</span></span>
@@ -197,16 +226,18 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>        <span class="op">)</span>,</span></span>
 <span class="r-in"><span>        filter <span class="op">=</span> <span class="cn">NULL</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by PCA Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:54.8432 pid:1211 token:[] teal.modules.general Initializing tm_a_pca</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:10.0293 pid:1211 token:[] teal.modules.general Initializing tm_a_pca</span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_a_regression.html b/main/reference/tm_a_regression.html
index 01a310479..ed2f79f68 100644
--- a/main/reference/tm_a_regression.html
+++ b/main/reference/tm_a_regression.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -185,26 +176,71 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Regression graphs from selected response variable (BMRKR1) and</span></span></span>
-<span class="r-in"><span><span class="co"># selected regressors (AGE)</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="va">CO2</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"CO2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_a_regression</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_a_regression</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Regression"</span>,</span></span>
-<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">TRUE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      regressor <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"conc"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"conc"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Regression Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:10.5019 pid:1211 token:[] teal.modules.general Initializing tm_a_regression</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_a_regression</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Regression"</span>,</span></span>
+<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
 <span class="r-in"><span>          choices <span class="op">=</span> <span class="st">"BMRKR1"</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"BMRKR1"</span>,</span></span>
@@ -212,26 +248,27 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">TRUE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      regressor <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      regressor <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"SEX"</span>, <span class="st">"RACE"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"SEX"</span>, <span class="st">"RACE"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"AGE"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Regression Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:55.2943 pid:1211 token:[] teal.modules.general Initializing tm_a_regression</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:10.5954 pid:1211 token:[] teal.modules.general Initializing tm_a_regression</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_data_table.html b/main/reference/tm_data_table.html
index c2b958152..2845fabb6 100644
--- a/main/reference/tm_data_table.html
+++ b/main/reference/tm_data_table.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -156,29 +147,54 @@ <h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">iris</span> <span class="op">&lt;-</span> <span class="va">iris</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"iris"</span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_data_table</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      variables_selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        iris <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Sepal.Length"</span>, <span class="st">"Sepal.Width"</span>, <span class="st">"Petal.Length"</span>, <span class="st">"Petal.Width"</span>, <span class="st">"Species"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      dt_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>caption <span class="op">=</span> <span class="st">"ADSL Table Caption"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:11.0916 pid:1211 token:[] teal.modules.general Initializing tm_data_table</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_data_table</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_data_table</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      variables_selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>ADSL <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"STUDYID"</span>, <span class="st">"USUBJID"</span>, <span class="st">"SUBJID"</span>, <span class="st">"SITEID"</span>, <span class="st">"AGE"</span>, <span class="st">"SEX"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>      dt_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>caption <span class="op">=</span> <span class="st">"ADSL Table Caption"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:55.6453 pid:1211 token:[] teal.modules.general Initializing tm_data_table</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:11.1875 pid:1211 token:[] teal.modules.general Initializing tm_data_table</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_file_viewer.html b/main/reference/tm_file_viewer.html
index 6f38fac51..26bd84363 100644
--- a/main/reference/tm_file_viewer.html
+++ b/main/reference/tm_file_viewer.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -45,15 +45,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -132,7 +123,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:56.1445 pid:1211 token:[] teal.modules.general Initializing tm_file_viewer</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:11.8632 pid:1211 token:[] teal.modules.general Initializing tm_file_viewer</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
diff --git a/main/reference/tm_front_page.html b/main/reference/tm_front_page.html
index 7ba5c07c1..1643c4963 100644
--- a/main/reference/tm_front_page.html
+++ b/main/reference/tm_front_page.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -173,7 +164,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  header <span class="op">=</span> <span class="va">tags</span><span class="op">$</span><span class="fu">h1</span><span class="op">(</span><span class="st">"Sample Application"</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>  footer <span class="op">=</span> <span class="va">tags</span><span class="op">$</span><span class="fu">p</span><span class="op">(</span><span class="st">"Application footer"</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:56.8331 pid:1211 token:[] teal.modules.general Initializing tm_front_page</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:12.6413 pid:1211 token:[] teal.modules.general Initializing tm_front_page</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
diff --git a/main/reference/tm_g_association.html b/main/reference/tm_g_association.html
index 93ae7c780..9adb36b94 100644
--- a/main/reference/tm_g_association.html
+++ b/main/reference/tm_g_association.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -164,26 +155,72 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Association plot of selected reference variable (SEX)</span></span></span>
-<span class="r-in"><span><span class="co"># against other selected variables (BMRKR1)</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data exapmle</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="va">CO2</span></span></span>
+<span class="r-in"><span>  <span class="va">factors</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/names.html" class="external-link">names</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/funprog.html" class="external-link">Filter</a></span><span class="op">(</span><span class="va">isTRUE</span>, <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">vapply</a></span><span class="op">(</span><span class="va">CO2</span>, <span class="va">is.factor</span>, <span class="fu"><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a></span><span class="op">(</span><span class="fl">1L</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span><span class="op">[</span><span class="va">factors</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">lapply</a></span><span class="op">(</span><span class="va">CO2</span><span class="op">[</span><span class="va">factors</span><span class="op">]</span>, <span class="va">as.character</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"CO2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_association</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      ref <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_association</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ref <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"Plant"</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      vars <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"Treatment"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Association Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:13.2997 pid:1211 token:[] teal.modules.general Initializing tm_g_association</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_association</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ref <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
 <span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SEX"</span>, <span class="st">"RACE"</span>, <span class="st">"COUNTRY"</span>, <span class="st">"ARM"</span>, <span class="st">"STRATA1"</span>, <span class="st">"STRATA2"</span>, <span class="st">"ITTFL"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span>,</span></span>
@@ -191,11 +228,11 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      vars <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      vars <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
 <span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SEX"</span>, <span class="st">"RACE"</span>, <span class="st">"COUNTRY"</span>, <span class="st">"ARM"</span>, <span class="st">"STRATA1"</span>, <span class="st">"STRATA2"</span>, <span class="st">"ITTFL"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span>,</span></span>
@@ -204,16 +241,17 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Association Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:57.2103 pid:1211 token:[] teal.modules.general Initializing tm_g_association</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:13.3878 pid:1211 token:[] teal.modules.general Initializing tm_g_association</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_g_bivariate.html b/main/reference/tm_g_bivariate.html
index 4af3fb0a7..38581bdc1 100644
--- a/main/reference/tm_g_bivariate.html
+++ b/main/reference/tm_g_bivariate.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -233,64 +224,129 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Bivariate plot of selected variable (AGE) against selected (SEX)</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data exapmle</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span><span class="va">CO2</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"CO2"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_bivariate</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"conc"</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"Type"</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"Treatment"</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Bivariate Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:13.8836 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_bivariate</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_bivariate</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"AGE"</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"SEX"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"ARM"</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"COUNTRY"</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Bivariate Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:57.5401 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:14.0011 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
diff --git a/main/reference/tm_g_distribution.html b/main/reference/tm_g_distribution.html
index b11ddd607..d268f2d8a 100644
--- a/main/reference/tm_g_distribution.html
+++ b/main/reference/tm_g_distribution.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -173,29 +164,30 @@ <h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Example with non-clinical data</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="va">iris</span> <span class="op">&lt;-</span> <span class="va">iris</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"iris"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"iris"</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
 <span class="r-in"><span>  modules <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_distribution</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      dist_var <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_distribution</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      dist_var <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"iris"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span><span class="fu">variable_choices</span><span class="op">(</span><span class="st">"iris"</span><span class="op">)</span>, <span class="st">"Petal.Length"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span><span class="fu">variable_choices</span><span class="op">(</span><span class="st">"iris"</span><span class="op">)</span>, <span class="st">"Petal.Length"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Distribution Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:57.8925 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:14.5006 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Registered S3 methods overwritten by 'ggpp':</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span>   method                  from   </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span>   heightDetails.titleGrob ggplot2</span>
@@ -207,57 +199,59 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="co"># Example with clinical data</span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">vars1</span> <span class="op">&lt;-</span> <span class="fu">choices_selected</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ARM"</span>, <span class="st">"COUNTRY"</span>, <span class="st">"SEX"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>  selected <span class="op">=</span> <span class="cn">NULL</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_distribution</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      dist_var <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_distribution</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      dist_var <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"BMRKR1"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      strata_var <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      strata_var <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        filter <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/filter_spec.html" class="external-link">filter_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          vars <span class="op">=</span> <span class="va">vars1</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      group_var <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      group_var <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        filter <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/filter_spec.html" class="external-link">filter_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          vars <span class="op">=</span> <span class="va">vars1</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Distribution Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:58.1950 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:14.7683 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_g_response.html b/main/reference/tm_g_response.html
index f1d74b163..f5dac4405 100644
--- a/main/reference/tm_g_response.html
+++ b/main/reference/tm_g_response.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -192,52 +183,102 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Response plot with selected response (BMRKR1) and selected x variable (RACE)</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span> <span class="op">&lt;-</span> <span class="va">mtcars</span></span></span>
+<span class="r-in"><span>  <span class="kw">for</span> <span class="op">(</span><span class="va">v</span> <span class="kw">in</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"vs"</span>, <span class="st">"am"</span>, <span class="st">"gear"</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>    <span class="va">mtcars</span><span class="op">[[</span><span class="va">v</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">mtcars</span><span class="op">[[</span><span class="va">v</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">}</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"mtcars"</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_response</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_response</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Response Plots"</span>,</span></span>
-<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"mtcars"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"mtcars"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"gear"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"cyl"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"mtcars"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"mtcars"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"vs"</span>, <span class="st">"am"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"vs"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Response Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:15.2240 pid:1211 token:[] teal.modules.general Initializing tm_g_response</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_response</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Response Plots"</span>,</span></span>
+<span class="r-in"><span>      response <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"COUNTRY"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"COUNTRY"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"BMRKR2"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SEX"</span>, <span class="st">"RACE"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SEX"</span>, <span class="st">"RACE"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"RACE"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Response Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:58.9032 pid:1211 token:[] teal.modules.general Initializing tm_g_response</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:15.3280 pid:1211 token:[] teal.modules.general Initializing tm_g_response</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_g_scatterplot.html b/main/reference/tm_g_scatterplot.html
index be3b106fa..be1becdd0 100644
--- a/main/reference/tm_g_scatterplot.html
+++ b/main/reference/tm_g_scatterplot.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -214,53 +205,137 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Scatterplot of variables from ADSL dataset</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="va">CO2</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"CO2"</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_scatterplot</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_scatterplot</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Scatterplot Choices"</span>,</span></span>
-<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
-<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"conc"</span>, <span class="st">"uptake"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"conc"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"conc"</span>, <span class="st">"uptake"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      color_by <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>,</span></span>
+<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span>, <span class="st">"conc"</span>, <span class="st">"uptake"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="cn">NULL</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      size_by <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"conc"</span>, <span class="st">"uptake"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="cn">NULL</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="cn">NULL</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Scatterplot Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:15.8119 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_scatterplot</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Scatterplot Choices"</span>,</span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"AGE"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
-<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span></span></span>
-<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"BMRKR1"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      color_by <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      color_by <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
 <span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span>,</span></span>
@@ -269,55 +344,47 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      size_by <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      size_by <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
-<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span>, <span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span></span></span>
-<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"AGE"</span>, <span class="st">"BMRKR1"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"AGE"</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      row_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
-<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span></span></span>
-<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="cn">NULL</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      col_facet <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
-<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/variable_choices.html" class="external-link">variable_choices</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>            <span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>,</span></span>
-<span class="r-in"><span>            <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span></span></span>
-<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"BMRKR2"</span>, <span class="st">"RACE"</span>, <span class="st">"REGION1"</span><span class="op">)</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>          selected <span class="op">=</span> <span class="cn">NULL</span>,</span></span>
 <span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Scatterplot Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:59.2547 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:15.9332 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_g_scatterplotmatrix.html b/main/reference/tm_g_scatterplotmatrix.html
index de9f4a1c1..4c295a152 100644
--- a/main/reference/tm_g_scatterplotmatrix.html
+++ b/main/reference/tm_g_scatterplotmatrix.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -139,24 +130,106 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Scatterplot matrix of variables from ADSL dataset</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="va">countries</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>    id <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"DE"</span>, <span class="st">"FR"</span>, <span class="st">"IT"</span>, <span class="st">"ES"</span>, <span class="st">"PT"</span>, <span class="st">"GR"</span>, <span class="st">"NL"</span>, <span class="st">"BE"</span>, <span class="st">"LU"</span>, <span class="st">"AT"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    government <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">factor</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">2</span>, <span class="fl">2</span>, <span class="fl">2</span>, <span class="fl">1</span>, <span class="fl">2</span>, <span class="fl">2</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">2</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>      labels <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Monarchy"</span>, <span class="st">"Republic"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span>,</span></span>
+<span class="r-in"><span>    language_family <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">factor</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">1</span>, <span class="fl">3</span>, <span class="fl">3</span>, <span class="fl">3</span>, <span class="fl">3</span>, <span class="fl">2</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">3</span>, <span class="fl">1</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>      labels <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Germanic"</span>, <span class="st">"Hellenic"</span>, <span class="st">"Romance"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span>,</span></span>
+<span class="r-in"><span>    population <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">83</span>, <span class="fl">67</span>, <span class="fl">60</span>, <span class="fl">47</span>, <span class="fl">10</span>, <span class="fl">11</span>, <span class="fl">17</span>, <span class="fl">11</span>, <span class="fl">0.6</span>, <span class="fl">9</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    area <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">357</span>, <span class="fl">551</span>, <span class="fl">301</span>, <span class="fl">505</span>, <span class="fl">92</span>, <span class="fl">132</span>, <span class="fl">41</span>, <span class="fl">30</span>, <span class="fl">2.6</span>, <span class="fl">83</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    gdp <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">3.4</span>, <span class="fl">2.7</span>, <span class="fl">2.1</span>, <span class="fl">1.4</span>, <span class="fl">0.3</span>, <span class="fl">0.2</span>, <span class="fl">0.7</span>, <span class="fl">0.5</span>, <span class="fl">0.1</span>, <span class="fl">0.4</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    debt <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">2.1</span>, <span class="fl">2.3</span>, <span class="fl">2.4</span>, <span class="fl">2.6</span>, <span class="fl">2.3</span>, <span class="fl">2.4</span>, <span class="fl">2.3</span>, <span class="fl">2.4</span>, <span class="fl">2.3</span>, <span class="fl">2.4</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">sales</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>    id <span class="op">=</span> <span class="fl">1</span><span class="op">:</span><span class="fl">50</span>,</span></span>
+<span class="r-in"><span>    country_id <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"DE"</span>, <span class="st">"FR"</span>, <span class="st">"IT"</span>, <span class="st">"ES"</span>, <span class="st">"PT"</span>, <span class="st">"GR"</span>, <span class="st">"NL"</span>, <span class="st">"BE"</span>, <span class="st">"LU"</span>, <span class="st">"AT"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>      size <span class="op">=</span> <span class="fl">50</span>,</span></span>
+<span class="r-in"><span>      replace <span class="op">=</span> <span class="cn">TRUE</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span>,</span></span>
+<span class="r-in"><span>    year <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/sort.html" class="external-link">sort</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fl">2010</span><span class="op">:</span><span class="fl">2020</span>, <span class="fl">50</span>, replace <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    venue <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"small"</span>, <span class="st">"medium"</span>, <span class="st">"large"</span>, <span class="st">"online"</span><span class="op">)</span>, <span class="fl">50</span>, replace <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    cancelled <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="cn">TRUE</span>, <span class="cn">FALSE</span><span class="op">)</span>, <span class="fl">50</span>, replace <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    quantity <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">50</span>, <span class="fl">100</span>, <span class="fl">20</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    costs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">50</span>, <span class="fl">80</span>, <span class="fl">20</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>    profit <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">50</span>, <span class="fl">20</span>, <span class="fl">10</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"countries"</span>, <span class="st">"sales"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu">join_keys</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  <span class="fu">join_key</span><span class="op">(</span><span class="st">"countries"</span>, <span class="st">"countries"</span>, <span class="st">"id"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>  <span class="fu">join_key</span><span class="op">(</span><span class="st">"sales"</span>, <span class="st">"sales"</span>, <span class="st">"id"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>  <span class="fu">join_key</span><span class="op">(</span><span class="st">"countries"</span>, <span class="st">"sales"</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"id"</span> <span class="op">=</span> <span class="st">"country_id"</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_scatterplotmatrix</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Scatterplot matrix"</span>,</span></span>
+<span class="r-in"><span>      variables <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"countries"</span>,</span></span>
+<span class="r-in"><span>          select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
+<span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"countries"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"area"</span>, <span class="st">"gdp"</span>, <span class="st">"debt"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>            ordered <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>            fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span>,</span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"sales"</span>,</span></span>
+<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>            vars <span class="op">=</span> <span class="st">"country_id"</span>,</span></span>
+<span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"sales"</span><span class="op">]</span><span class="op">]</span>, <span class="st">"country_id"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"DE"</span>, <span class="st">"FR"</span>, <span class="st">"IT"</span>, <span class="st">"ES"</span>, <span class="st">"PT"</span>, <span class="st">"GR"</span>, <span class="st">"NL"</span>, <span class="st">"BE"</span>, <span class="st">"LU"</span>, <span class="st">"AT"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            multiple <span class="op">=</span> <span class="cn">TRUE</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span>,</span></span>
+<span class="r-in"><span>          select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
+<span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"sales"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"quantity"</span>, <span class="st">"costs"</span>, <span class="st">"profit"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"quantity"</span>, <span class="st">"costs"</span>, <span class="st">"profit"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>            ordered <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>            fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:16.5032 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
 <span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
-<span class="r-in"><span>  <span class="va">ADRS</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADRS.html">rADRS</a></span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span>  <span class="va">ADRS</span> <span class="op">&lt;-</span> <span class="va">rADRS</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADRS"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADRS"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_g_scatterplotmatrix</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_g_scatterplotmatrix</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Scatterplot matrix"</span>,</span></span>
 <span class="r-in"><span>      variables <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
 <span class="r-in"><span>          select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variables:"</span>,</span></span>
@@ -167,9 +240,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>            fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>          <span class="op">)</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span>,</span></span>
-<span class="r-in"><span>        <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"ADRS"</span>,</span></span>
-<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/filter_spec.html" class="external-link">filter_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select endpoints:"</span>,</span></span>
 <span class="r-in"><span>            vars <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"PARAMCD"</span>, <span class="st">"AVISIT"</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADRS"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"PARAMCD"</span>, <span class="st">"AVISIT"</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"PARAM"</span>, <span class="st">"AVISIT"</span><span class="op">)</span><span class="op">)</span>,</span></span>
@@ -189,10 +262,11 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:22:59.6336 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:16.6100 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_missing_data.html b/main/reference/tm_missing_data.html
index 69b865ed3..c36228c95 100644
--- a/main/reference/tm_missing_data.html
+++ b/main/reference/tm_missing_data.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -43,15 +43,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -148,34 +139,66 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># module specification used in apps below</span></span></span>
+<span class="r-in"><span><span class="va">tm_missing_data_module</span> <span class="op">&lt;-</span> <span class="fu">tm_missing_data</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="st">"Combinations Hist"</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot produced by Missing Data Module"</span>, caption <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span>,</span></span>
+<span class="r-in"><span>    <span class="st">"Combinations Main"</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span>labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>title <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:17.2417 pid:1211 token:[] teal.modules.general Initializing tm_missing_data</span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># general example data</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
-<span class="r-in"><span>  <span class="va">ADRS</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADRS.html">rADRS</a></span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span>  <span class="va">add_nas</span> <span class="op">&lt;-</span> <span class="kw">function</span><span class="op">(</span><span class="va">x</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>    <span class="va">x</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/seq.html" class="external-link">seq_along</a></span><span class="op">(</span><span class="va">x</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/Round.html" class="external-link">floor</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/length.html" class="external-link">length</a></span><span class="op">(</span><span class="va">x</span><span class="op">)</span> <span class="op">*</span> <span class="fu"><a href="https://rdrr.io/r/stats/Uniform.html" class="external-link">runif</a></span><span class="op">(</span><span class="fl">1</span>, <span class="fl">.05</span>, <span class="fl">.17</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="cn">NA</span></span></span>
+<span class="r-in"><span>    <span class="va">x</span></span></span>
+<span class="r-in"><span>  <span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span>  <span class="va">iris</span> <span class="op">&lt;-</span> <span class="va">iris</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span> <span class="op">&lt;-</span> <span class="va">mtcars</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span>  <span class="va">iris</span><span class="op">[</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">lapply</a></span><span class="op">(</span><span class="va">iris</span>, <span class="va">add_nas</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span><span class="op">[</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">lapply</a></span><span class="op">(</span><span class="va">mtcars</span>, <span class="va">add_nas</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span><span class="op">[[</span><span class="st">"cyl"</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">mtcars</span><span class="op">[[</span><span class="st">"cyl"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span><span class="op">[[</span><span class="st">"gear"</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">mtcars</span><span class="op">[[</span><span class="st">"gear"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADRS"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"iris"</span>, <span class="st">"mtcars"</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_missing_data</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        <span class="st">"Combinations Hist"</span> <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>          labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot produced by Missing Data Module"</span>, caption <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></span>
-<span class="r-in"><span>        <span class="op">)</span>,</span></span>
-<span class="r-in"><span>        <span class="st">"Combinations Main"</span> <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span>labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>title <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span><span class="op">)</span></span></span>
-<span class="r-in"><span>      <span class="op">)</span></span></span>
-<span class="r-in"><span>    <span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span><span class="va">tm_missing_data_module</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>'package:nestcolor' may not be available when loading</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC example data</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/nestcolor/" class="external-link">nestcolor</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span>  <span class="va">ADRS</span> <span class="op">&lt;-</span> <span class="va">rADRS</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADRS"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span><span class="va">tm_missing_data_module</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:23:00.0454 pid:1211 token:[] teal.modules.general Initializing tm_missing_data</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_outliers.html b/main/reference/tm_outliers.html
index 8362ffc7f..e3ffb8383 100644
--- a/main/reference/tm_outliers.html
+++ b/main/reference/tm_outliers.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -149,24 +140,78 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="va">CO2</span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span><span class="op">[[</span><span class="st">"primary_key"</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/seq.html" class="external-link">seq_len</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/nrow.html" class="external-link">nrow</a></span><span class="op">(</span><span class="va">CO2</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"CO2"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu">join_keys</span><span class="op">(</span><span class="fu">join_key</span><span class="op">(</span><span class="st">"CO2"</span>, <span class="st">"CO2"</span>, <span class="st">"primary_key"</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">vars</span> <span class="op">&lt;-</span> <span class="fu">choices_selected</span><span class="op">(</span><span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Plant"</span>, <span class="st">"Type"</span>, <span class="st">"Treatment"</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_outliers</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      outlier_var <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>          select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"conc"</span>, <span class="st">"uptake"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            selected <span class="op">=</span> <span class="st">"uptake"</span>,</span></span>
+<span class="r-in"><span>            multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>            fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      categorical_var <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"CO2"</span>,</span></span>
+<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>            vars <span class="op">=</span> <span class="va">vars</span>,</span></span>
+<span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="va">vars</span><span class="op">$</span><span class="va">selected</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            selected <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"CO2"</span><span class="op">]</span><span class="op">]</span>, <span class="va">vars</span><span class="op">$</span><span class="va">selected</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>            multiple <span class="op">=</span> <span class="cn">TRUE</span></span></span>
+<span class="r-in"><span>          <span class="op">)</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Outliers Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:17.7714 pid:1211 token:[] teal.modules.general Initializing tm_outliers</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">fact_vars_adsl</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/names.html" class="external-link">names</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/funprog.html" class="external-link">Filter</a></span><span class="op">(</span><span class="va">isTRUE</span>, <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">sapply</a></span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="va">is.factor</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">vars</span> <span class="op">&lt;-</span> <span class="fu">choices_selected</span><span class="op">(</span><span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="va">fact_vars_adsl</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_outliers</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_outliers</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      outlier_var <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
 <span class="r-in"><span>          select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
@@ -178,9 +223,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
 <span class="r-in"><span>      categorical_var <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/filter_spec.html" class="external-link">filter_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>          filter <span class="op">=</span> <span class="fu">filter_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>            vars <span class="op">=</span> <span class="va">vars</span>,</span></span>
 <span class="r-in"><span>            choices <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="va">vars</span><span class="op">$</span><span class="va">selected</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>            selected <span class="op">=</span> <span class="fu">value_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, <span class="va">vars</span><span class="op">$</span><span class="va">selected</span><span class="op">)</span>,</span></span>
@@ -189,17 +234,18 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
 <span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>          labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Outliers Module"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:23:00.3738 pid:1211 token:[] teal.modules.general Initializing tm_outliers</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:17.8844 pid:1211 token:[] teal.modules.general Initializing tm_outliers</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_t_crosstable.html b/main/reference/tm_t_crosstable.html
index 155b86296..0b64694c4 100644
--- a/main/reference/tm_t_crosstable.html
+++ b/main/reference/tm_t_crosstable.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -150,24 +141,75 @@ <h2 id="note">Note<a class="anchor" aria-label="anchor" href="#note"></a></h2>
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># Percentage cross table of variables from ADSL dataset</span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># general data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span> <span class="op">&lt;-</span> <span class="va">mtcars</span></span></span>
+<span class="r-in"><span>  <span class="kw">for</span> <span class="op">(</span><span class="va">v</span> <span class="kw">in</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"vs"</span>, <span class="st">"am"</span>, <span class="st">"gear"</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>    <span class="va">mtcars</span><span class="op">[[</span><span class="va">v</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">mtcars</span><span class="op">[[</span><span class="va">v</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">}</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span><span class="op">[[</span><span class="st">"primary_key"</span><span class="op">]</span><span class="op">]</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/seq.html" class="external-link">seq_len</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/nrow.html" class="external-link">nrow</a></span><span class="op">(</span><span class="va">mtcars</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"mtcars"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu">join_keys</span><span class="op">(</span><span class="fu">join_key</span><span class="op">(</span><span class="st">"mtcars"</span>, <span class="st">"mtcars"</span>, <span class="st">"primary_key"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/teal_modules.html" class="external-link">modules</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_t_crosstable</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_t_crosstable</span><span class="op">(</span></span></span>
 <span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Cross Table"</span>,</span></span>
-<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"mtcars"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"mtcars"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"vs"</span>, <span class="st">"am"</span>, <span class="st">"gear"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"gear"</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>          ordered <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"mtcars"</span>,</span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
+<span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
+<span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"mtcars"</span><span class="op">]</span><span class="op">]</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"cyl"</span>, <span class="st">"vs"</span>, <span class="st">"am"</span>, <span class="st">"gear"</span><span class="op">)</span><span class="op">)</span>,</span></span>
+<span class="r-in"><span>          selected <span class="op">=</span> <span class="st">"vs"</span>,</span></span>
+<span class="r-in"><span>          multiple <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
+<span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
+<span class="r-in"><span>        <span class="op">)</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span>,</span></span>
+<span class="r-in"><span>      basic_table_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/basic_table_args.html" class="external-link">basic_table_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        subtitles <span class="op">=</span> <span class="st">"Table generated by Crosstable Module"</span></span></span>
+<span class="r-in"><span>      <span class="op">)</span></span></span>
+<span class="r-in"><span>    <span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:18.4055 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable</span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC data example</span></span></span>
+<span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="st">"ADSL"</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span></span></span>
+<span class="r-in"><span>    <span class="fu">tm_t_crosstable</span><span class="op">(</span></span></span>
+<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Cross Table"</span>,</span></span>
+<span class="r-in"><span>      x <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
 <span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, subset <span class="op">=</span> <span class="kw">function</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>            <span class="va">idx</span> <span class="op">&lt;-</span> <span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">vapply</a></span><span class="op">(</span><span class="va">data</span>, <span class="va">inherits</span>, <span class="fu"><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a></span><span class="op">(</span><span class="fl">1</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Date"</span>, <span class="st">"POSIXct"</span>, <span class="st">"POSIXlt"</span><span class="op">)</span><span class="op">)</span></span></span>
@@ -179,9 +221,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/data_extract_spec.html" class="external-link">data_extract_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      y <span class="op">=</span> <span class="fu">data_extract_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>        dataname <span class="op">=</span> <span class="st">"ADSL"</span>,</span></span>
-<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">teal.transform</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal.transform/latest-tag/reference/select_spec.html" class="external-link">select_spec</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>        select <span class="op">=</span> <span class="fu">select_spec</span><span class="op">(</span></span></span>
 <span class="r-in"><span>          label <span class="op">=</span> <span class="st">"Select variable:"</span>,</span></span>
 <span class="r-in"><span>          choices <span class="op">=</span> <span class="fu">variable_choices</span><span class="op">(</span><span class="va">data</span><span class="op">[[</span><span class="st">"ADSL"</span><span class="op">]</span><span class="op">]</span>, subset <span class="op">=</span> <span class="kw">function</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>            <span class="va">idx</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">vapply</a></span><span class="op">(</span><span class="va">data</span>, <span class="va">is.factor</span>, <span class="fu"><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a></span><span class="op">(</span><span class="fl">1</span><span class="op">)</span><span class="op">)</span></span></span>
@@ -192,16 +234,17 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>          fixed <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span>        <span class="op">)</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>      basic_table_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/basic_table_args.html" class="external-link">basic_table_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>      basic_table_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/basic_table_args.html" class="external-link">basic_table_args</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>        subtitles <span class="op">=</span> <span class="st">"Table generated by Crosstable Module"</span></span></span>
 <span class="r-in"><span>      <span class="op">)</span></span></span>
 <span class="r-in"><span>    <span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:23:00.7550 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:18.4972 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/tm_variable_browser.html b/main/reference/tm_variable_browser.html
index 35c8398b2..19db4f7d4 100644
--- a/main/reference/tm_variable_browser.html
+++ b/main/reference/tm_variable_browser.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -45,15 +45,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
@@ -148,31 +139,53 @@ <h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></
 
     <div class="section level2">
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span></span></span>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://insightsengineering.github.io/teal.widgets/" class="external-link">teal.widgets</a></span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># module specification used in apps below</span></span></span>
+<span class="r-in"><span><span class="va">tm_variable_browser_module</span> <span class="op">&lt;-</span> <span class="fu">tm_variable_browser</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  label <span class="op">=</span> <span class="st">"Variable browser"</span>,</span></span>
+<span class="r-in"><span>  ggplot2_args <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span>    labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Variable Browser Module"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-22 12:11:19.0145 pid:1211 token:[] teal.modules.general Initializing tm_variable_browser</span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># general data example</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
-<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADSL.html">rADSL</a></span></span></span>
-<span class="r-in"><span>  <span class="va">ADTTE</span> <span class="op">&lt;-</span> <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="va"><a href="rADTTE.html">rADTTE</a></span></span></span>
+<span class="r-in"><span>  <span class="va">iris</span> <span class="op">&lt;-</span> <span class="va">iris</span></span></span>
+<span class="r-in"><span>  <span class="va">mtcars</span> <span class="op">&lt;-</span> <span class="va">mtcars</span></span></span>
+<span class="r-in"><span>  <span class="va">women</span> <span class="op">&lt;-</span> <span class="va">women</span></span></span>
+<span class="r-in"><span>  <span class="va">faithful</span> <span class="op">&lt;-</span> <span class="va">faithful</span></span></span>
+<span class="r-in"><span>  <span class="va">CO2</span> <span class="op">&lt;-</span> <span class="va">CO2</span></span></span>
 <span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="va">datanames</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADTTE"</span><span class="op">)</span></span></span>
-<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">datanames</span></span></span>
-<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="va">datanames</span><span class="op">]</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"iris"</span>, <span class="st">"mtcars"</span>, <span class="st">"women"</span>, <span class="st">"faithful"</span>, <span class="st">"CO2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
-<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">teal</span><span class="fu">::</span><span class="fu"><a href="https://insightsengineering.github.io/teal/latest-tag/reference/init.html" class="external-link">init</a></span><span class="op">(</span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
-<span class="r-in"><span>  <span class="fu">modules</span><span class="op">(</span></span></span>
-<span class="r-in"><span>    <span class="fu">teal.modules.general</span><span class="fu">::</span><span class="fu">tm_variable_browser</span><span class="op">(</span></span></span>
-<span class="r-in"><span>      label <span class="op">=</span> <span class="st">"Variable browser"</span>,</span></span>
-<span class="r-in"><span>      ggplot2_args <span class="op">=</span> <span class="fu">teal.widgets</span><span class="fu">::</span><span class="fu"><a href="https://rdrr.io/pkg/teal.widgets/man/ggplot2_args.html" class="external-link">ggplot2_args</a></span><span class="op">(</span></span></span>
-<span class="r-in"><span>        labs <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>subtitle <span class="op">=</span> <span class="st">"Plot generated by Variable Browser Module"</span><span class="op">)</span></span></span>
-<span class="r-in"><span>      <span class="op">)</span>,</span></span>
-<span class="r-in"><span>    <span class="op">)</span></span></span>
-<span class="r-in"><span>  <span class="op">)</span></span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span><span class="va">tm_variable_browser_module</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="co"># CDISC example data</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">teal_data</span><span class="op">(</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">within</a></span><span class="op">(</span><span class="va">data</span>, <span class="op">{</span></span></span>
+<span class="r-in"><span>  <span class="va">ADSL</span> <span class="op">&lt;-</span> <span class="va">rADSL</span></span></span>
+<span class="r-in"><span>  <span class="va">ADTTE</span> <span class="op">&lt;-</span> <span class="va">rADTTE</span></span></span>
+<span class="r-in"><span><span class="op">}</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"ADSL"</span>, <span class="st">"ADTTE"</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="fu">join_keys</span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="va">default_cdisc_join_keys</span><span class="op">[</span><span class="fu">datanames</span><span class="op">(</span><span class="va">data</span><span class="op">)</span><span class="op">]</span></span></span>
+<span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">app</span> <span class="op">&lt;-</span> <span class="fu">init</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  data <span class="op">=</span> <span class="va">data</span>,</span></span>
+<span class="r-in"><span>  modules <span class="op">=</span> <span class="fu">modules</span><span class="op">(</span><span class="va">tm_variable_browser_module</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [INFO] 2024-02-15 15:23:01.1022 pid:1211 token:[] teal.modules.general Initializing tm_variable_browser</span>
 <span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/interactive.html" class="external-link">interactive</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
 <span class="r-in"><span>  <span class="fu">shinyApp</span><span class="op">(</span><span class="va">app</span><span class="op">$</span><span class="va">ui</span>, <span class="va">app</span><span class="op">$</span><span class="va">server</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="op">}</span></span></span>
+<span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
diff --git a/main/reference/validate_input.html b/main/reference/validate_input.html
index b62a299ef..1bc119f92 100644
--- a/main/reference/validate_input.html
+++ b/main/reference/validate_input.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/var_labels.html b/main/reference/var_labels.html
index 2269e5edf..bb1c0aad0 100644
--- a/main/reference/var_labels.html
+++ b/main/reference/var_labels.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -45,15 +45,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/var_missings_info.html b/main/reference/var_missings_info.html
index 48ab60d2d..8cea01bf4 100644
--- a/main/reference/var_missings_info.html
+++ b/main/reference/var_missings_info.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/var_summary_table.html b/main/reference/var_summary_table.html
index bac630496..34799925c 100644
--- a/main/reference/var_summary_table.html
+++ b/main/reference/var_summary_table.html
@@ -14,7 +14,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -45,15 +45,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/variable_type_icons.html b/main/reference/variable_type_icons.html
index 7a9b1d483..043514c27 100644
--- a/main/reference/variable_type_icons.html
+++ b/main/reference/variable_type_icons.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
-          aria-expanded="false" aria-haspopup="true"
-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/latest-tag">latest-tag</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
-<!-- end dropdown for versions -->
 <li class="nav-item dropdown">
   <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-reports">Reports</a>
   <div class="dropdown-menu" aria-labelledby="dropdown-reports">
diff --git a/main/reference/varname_w_label.html b/main/reference/varname_w_label.html
index 069b672c2..81a8e3c08 100644
--- a/main/reference/varname_w_label.html
+++ b/main/reference/varname_w_label.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">teal.modules.general</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9020</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.2.16.9022</small>
 
     <div style="width: 140px; margin-left: 0.5rem;"> <small class="nav-text text-muted me-auto">part of</small> <img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/nest.png?raw=true" alt="NEST" style="height: 30px;"><a href="https://pharmaverse.org/" class="external-link"><img src="https://github.com/insightsengineering/hex-stickers/blob/main/PNG/pharmaverse.png?raw=true" alt="pharmaverse" style="height: 28px;"></a> </div>
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -41,15 +41,6 @@
 <li class="nav-item">
   <a class="nav-link" href="../news/index.html">Changelog</a>
 </li>
-<!-- start dropdown for versions --> <li class="nav-item dropdown">
-        <a href="#" class="nav-link dropdown-toggle"
-          data-bs-toggle="dropdown" role="button"
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-          id="dropdown-versions">Versions</a> <div class="dropdown-menu" aria-labelledby="dropdown-versions"> <a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/main">main</a>
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-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.16">v0.2.16</a>
-<a class="dropdown-item" data-toggle="tooltip" title="" href="https://insightsengineering.github.io/teal.modules.general/v0.2.15">v0.2.15</a> </div></li>
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diff --git a/main/search.json b/main/search.json
index 96c0e4f1b..059b6be44 100644
--- a/main/search.json
+++ b/main/search.json
@@ -1 +1 @@
-[{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behavior contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behavior include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible enforcement [INSERT CONTACT METHOD]. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behavior deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behavior inappropriate. public apology may requested.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behavior. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behavior. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.1, available https://www.contributor-covenant.org/version/2/1/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contribution Guidelines","title":"Contribution Guidelines","text":"🙏 Thank taking time contribute! input deeply valued, whether issue, pull request, even feedback, regardless size, content scope.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"table-of-contents","dir":"","previous_headings":"","what":"Table of contents","title":"Contribution Guidelines","text":"👶 Getting started 📔 Code Conduct 🗃 License 📜 Issues 🚩 Pull requests 💻 Coding guidelines 🏆 Recognition model ❓ Questions","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"getting-started","dir":"","previous_headings":"","what":"Getting started","title":"Contribution Guidelines","text":"Please refer project documentation brief introduction. Please also see articles within project documentation additional information.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"Contribution Guidelines","text":"Code Conduct governs project. Participants contributors expected follow rules outlined therein.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"license","dir":"","previous_headings":"","what":"License","title":"Contribution Guidelines","text":"contributions covered project’s license.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"issues","dir":"","previous_headings":"","what":"Issues","title":"Contribution Guidelines","text":"use GitHub track issues, feature requests, bugs. submitting new issue, please check issue already reported. issue already exists, please upvote existing issue 👍. new feature requests, please elaborate context benefit feature users, developers, relevant personas.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"github-flow","dir":"","previous_headings":"Pull requests","what":"GitHub Flow","title":"Contribution Guidelines","text":"repository uses GitHub Flow model collaboration. submit pull request: Create branch Please see branch naming convention . don’t write access repository, please fork . Make changes Make sure code passes checks imposed GitHub Actions well documented well tested unit tests sufficiently covering changes introduced Create pull request (PR) pull request description, please link relevant issue (), provide detailed description change, include assumptions. Address review comments, Post approval Merge PR write access. Otherwise, reviewer merge PR behalf. Pat back Congratulations! 🎉 now official contributor project! grateful contribution.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"branch-naming-convention","dir":"","previous_headings":"Pull requests","what":"Branch naming convention","title":"Contribution Guidelines","text":"Suppose changes related current issue current project; please name branch follows: <issue_id>_<short_description>. Please use underscore (_) delimiter word separation. example, 420_fix_ui_bug suitable branch name change resolving UI-related bug reported issue number 420 current project. change affects multiple repositories, please name branches follows: <issue_id>_<issue_repo>_<short description>. example, 69_awesomeproject_fix_spelling_error reference issue 69 reported project awesomeproject aims resolve one spelling errors multiple (likely related) repositories.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"monorepo-and-stageddependencies","dir":"","previous_headings":"Pull requests","what":"monorepo and staged.dependencies","title":"Contribution Guidelines","text":"Sometimes might need change upstream dependent package(s) able submit meaningful change. using staged.dependencies functionality simulate monorepo behavior. dependency configuration already specified project’s staged_dependencies.yaml file. need name feature branches appropriately. exception branch naming convention described . Please refer staged.dependencies package documentation details.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"coding-guidelines","dir":"","previous_headings":"","what":"Coding guidelines","title":"Contribution Guidelines","text":"repository follows unified processes standards adopted maintainers ensure software development carried consistently within teams cohesively across repositories.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"style-guide","dir":"","previous_headings":"Coding guidelines","what":"Style guide","title":"Contribution Guidelines","text":"repository follows standard tidyverse style guide uses lintr lint checks. Customized lint configurations available repository’s .lintr file.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"dependency-management","dir":"","previous_headings":"Coding guidelines","what":"Dependency management","title":"Contribution Guidelines","text":"Lightweight right weight. repository follows tinyverse recommedations limiting dependencies minimum.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"dependency-version-management","dir":"","previous_headings":"Coding guidelines","what":"Dependency version management","title":"Contribution Guidelines","text":"code compatible (!) historical versions given dependenct package, required specify minimal version DESCRIPTION file. particular: development version requires (imports) development version another package - required put abc (>= 1.2.3.9000).","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"r--package-versions","dir":"","previous_headings":"Coding guidelines > Recommended development environment & tools","what":"R & package versions","title":"Contribution Guidelines","text":"continuously test packages newest R version along recent dependencies CRAN BioConductor. recommend working environment also set way. can find details R version packages used R CMD check GitHub Action execution log - step prints R sessionInfo(). discover bugs older R versions older set dependencies, please create relevant bug reports.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"pre-commit","dir":"","previous_headings":"Coding guidelines > Recommended development environment & tools","what":"pre-commit","title":"Contribution Guidelines","text":"highly recommend use pre-commit tool combined R hooks pre-commit execute checks committing pushing changes. Pre-commit hooks already available repository’s .pre-commit-config.yaml file.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"recognition-model","dir":"","previous_headings":"","what":"Recognition model","title":"Contribution Guidelines","text":"mentioned previously, contributions deeply valued appreciated. contribution data available part repository insights, recognize significant contribution hence add contributor package authors list, following rules enforced: Minimum 5% lines code authored* (determined git blame query) top 5 contributors terms number commits lines added lines removed* *Excluding auto-generated code, including limited roxygen comments renv.lock files. package maintainer also reserves right adjust criteria recognize contributions.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/CONTRIBUTING.html","id":"questions","dir":"","previous_headings":"","what":"Questions","title":"Contribution Guidelines","text":"questions regarding contribution guidelines, please contact package/repository maintainer.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/SECURITY.html","id":"reporting-security-issues","dir":"","previous_headings":"","what":"Reporting Security Issues","title":"Security Policy","text":"believe found security vulnerability repositories organization, please report us coordinated disclosure. Please report security vulnerabilities public GitHub issues, discussions, pull requests. Instead, please send email vulnerability.management[@]roche.com. Please include much information listed can help us better understand resolve issue: type issue (e.g., buffer overflow, SQL injection, cross-site scripting) Full paths source file(s) related manifestation issue location affected source code (tag/branch/commit direct URL) special configuration required reproduce issue Step--step instructions reproduce issue Proof--concept exploit code (possible) Impact issue, including attacker might exploit issue information help us triage report quickly.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/SECURITY.html","id":"data-security-standards-dss","dir":"","previous_headings":"","what":"Data Security Standards (DSS)","title":"Security Policy","text":"Please make sure reporting issues form bug, feature, pull request, sensitive information PII, PHI, PCI completely removed text attachments, including pictures videos.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/teal-modules-general.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Getting started with teal.modules.general","text":"teal package extends shiny framework build interactive GUI applications using R programming language. shiny, hence teal, implemented allow building large applications combining small, decoupled modules. teal.modules.general package consisting set modules used build teal applications. “general” sense intended functions modules fundamental. contrast intended functions sister package, teal.modules.clinical, specialized around clinical data. modules teal.modules.general can combined modules teal.modules.clinical / shiny modules build large teal / shiny app. concepts presented require knowledge core features teal, specifically launch teal application pass data . Therefore, highly recommended refer README file introductory vignette teal package. See also teal.modules.clinical's README.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/teal-modules-general.html","id":"main-features","dir":"Articles","previous_headings":"","what":"Main features","title":"Getting started with teal.modules.general","text":"five areas data science teal.modules.general provides tools solutions (modules) : viewing data tabular form visualizing data plots graphs viewing data files directory examining missing extreme values data performing data analysis See package functions / modules.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/teal-modules-general.html","id":"example-application","dir":"Articles","previous_headings":"","what":"Example application","title":"Getting started with teal.modules.general","text":"simple application including tm_variable_browser module look like : Let’s break app pieces: line mentioned imports library required example loads data within library. Now, building teal_data object serve source data teal app. teal_data encapsulates data app, also houses code required create data maintain reproducibility. , create empty teal_data object evaluate code produce data within teal_data object, code data stored together. Following , set datanames join_keys. need load teal teal.modules.general already depends . next step, use teal create shiny ui server functions can launch using shiny. data argument tells teal input data - two datasets ADSL ADTTE - modules argument indicates modules included application. , include one - tm_variable_browser. shiny function shinyApp used ui server objects initialize teal app. teal app, data modules decoupled. app : app developer specified data assigned data argument. app developer specified module assigned modules argument. init function took arguments returned list, can demonstrated running: list contains two R objects named ui server.","code":"library(teal.modules.general)  # nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE }) datanames <- c(\"ADSL\", \"ADTTE\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end  app <- teal::init(   data = data,   modules = teal::modules(     tm_variable_browser(       label = \"Variable browser\",       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Variable Browser Module\")       ),     )   ) ) shinyApp(app$ui, app$server) library(teal.modules.general) # nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE }) datanames <- c(\"ADSL\", \"ADTTE\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end app <- teal::init(   data = data,   modules = teal::modules(     tm_variable_browser(       # module name to display in the GUI       label = \"Variable browser\",       # this argument takes a set of arguments to pass to ggplot2.       # the arguments must have the same names as its ggplot2 counterpart, e.g. `subtitle`       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Variable Browser Module\")       ),     )   ) ) shiny::shinyApp(app$ui, app$server) class(app) ## [1] \"list\" names(app) ## [1] \"ui\"     \"server\""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-association-plot.html","id":"section-teal-application-to-use-association-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use association plot with various datasets types","title":"Using association plot","text":"vignette guide 4 parts create teal application using various types datasets inside association plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-association-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Loading libraries","title":"Using association plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-association-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create data sets","title":"Using association plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start ADSL <- teal.modules.general::rADSL ADSL2 <- teal.modules.general::rADSL %>%   mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1)) ADRS <- teal.modules.general::rADRS ADTTE <- teal.modules.general::rADTTE ADLB <- teal.modules.general::rADLB %>%   mutate(CHGC = as.factor(case_when(     CHG < 1 ~ \"N\",     CHG > 1 ~ \"P\",     TRUE ~ \"-\"   ))) # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-association-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create an app variable","title":"Using association plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_association using different combinations data sets.","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- ADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\")  # nolint end  app <- teal::init(   data = data,   modules = teal::modules(     # tm_g_association ----     modules(       label = \"Association plot\",       tm_g_association(         label = \"Single wide dataset\",         ref = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"AGE\",             fixed = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"BMRKR1\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_g_association(         label = \"Two wide datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"STRATA1\", \"RACE\")),             selected = \"STRATA1\",             multiple = FALSE,             fixed = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\", \"RACE\", \"COUNTRY\")),             selected = c(\"AGE\", \"COUNTRY\", \"RACE\"),             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_g_association(         label = \"Multiple different long datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADTTE\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = c(\"PFS\", \"EFS\"),             multiple = TRUE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADRS\",           reshape = TRUE,           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"BMRKR1\", \"BMRKR2\", \"ARM\")),             selected = \"AVALC\",             multiple = TRUE,             fixed = FALSE           ),           filter = list(             filter_spec(               label = \"Select endpoints:\",               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = \"BESRSPI\",               multiple = TRUE             ),             filter_spec(               label = \"Select endpoints:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = \"SCREENING\",               multiple = TRUE             )           )         )       ),       tm_g_association(         label = \"Wide and long datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"AVALC\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Selected variable:\"           ),           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD),               multiple = TRUE,               label = \"Select response\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT),               multiple = TRUE,               label = \"Select visit:\"             )           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\", \"BMRKR1\", \"STRATA1\", \"ARM\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_association(         label = \"Same long datasets (same subsets)\",         ref = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"PARAMCD\",             multiple = TRUE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_association(         label = \"Same long datasets (different subsets)\",         ref = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\", \"PCHG2\")),             selected = \"AVAL\",             multiple = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select labs:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"STRATA1\",             multiple = TRUE           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-association-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Run the app","title":"Using association plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-bivariate-plot.html","id":"section-teal-application-to-use-bivariate-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use bivariate plot with various datasets types","title":"Using bivariate plot","text":"vignette guide 4 parts create teal application using various types datasets inside bivariate plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-bivariate-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Loading libraries","title":"Using bivariate plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-bivariate-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Create data sets","title":"Using bivariate plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-bivariate-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Create an app variable","title":"Using bivariate plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_bivariate using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # tm_g_bivariate ------     modules(       label = \"Bivariate plot\",       tm_g_bivariate(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"BMRKR1\",             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_bivariate(         label = \"Two wide datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"AGE\", \"SEX\", \"STRATA1\", \"RACE\")),             selected = c(\"BMRKR1\"),             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"COUNTRY\", \"AGE\", \"RACE\")),             selected = \"RACE\",             multiple = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_bivariate(         label = \"Multiple different long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = teal.transform::filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - END OF INDUCTION\",             multiple = TRUE           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"CNSR\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = c(\"PARAMCD\"),             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"OS\",             multiple = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = teal.transform::filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - SCREENING\",             multiple = TRUE           ),           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"PARAMCD\", \"AVISIT\")),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       ),       tm_g_bivariate(         label = \"Wide and long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select response:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = \"BMRKR1\",             multiple = FALSE,             label = \"Select variable:\",             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"ARMCD\", \"PARAMCD\")),             selected = \"SEX\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"ARMCD\", \"PARAMCD\", \"AVISIT\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_bivariate(         label = \"Wide and multiple long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select response:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"ARMCD\",             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       ),       tm_g_bivariate(         label = \"Same long datasets (same subset)\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARMCD\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVISIT\", \"PARAMCD\")),             selected = \"PARAMCD\",             multiple = FALSE,             label = \"Select variables:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVISIT\", \"PARAMCD\")),             selected = \"AVISIT\",             multiple = FALSE,             label = \"Select variables:\"           )         )       ),       tm_g_bivariate(         label = \"Same datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         use_density = FALSE,         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select category:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\", \"ARMCD\", \"ACTARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select category:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\", \"ARMCD\", \"ACTARMCD\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variables:\"           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-bivariate-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Run the app","title":"Using bivariate plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-cross-table.html","id":"section-teal-application-to-use-cross-table-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use cross table with various datasets types","title":"Using cross table","text":"vignette guide 4 parts create teal application using various types datasets inside cross table module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-cross-table.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Loading libraries","title":"Using cross table","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-cross-table.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Create data sets","title":"Using cross table","text":"Inside app 2 datasets used ADSL wide data set subject data ADLB long data set lab measurements subject","code":"data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-cross-table.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Create an app variable","title":"Using cross table","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_t_crosstable using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Cross table\",       tm_t_crosstable(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = names(data[[\"ADSL\"]])[5],             multiple = TRUE,             fixed = FALSE,             ordered = TRUE           )         ),         y = teal.transform::data_extract_spec(           \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = names(data[[\"ADSL\"]])[6],             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_t_crosstable(         label = \"Same long datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"AVISIT\",             multiple = TRUE,             fixed = FALSE,             ordered = TRUE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"LOQFL\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-cross-table.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Run the app","title":"Using cross table","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-data-table.html","id":"section-teal-application-to-use-association-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use association plot with various datasets types","title":"Using data table","text":"vignette guide 4 parts create teal application using various types datasets inside data table module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-data-table.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Loading libraries","title":"Using data table","text":"","code":"library(teal.modules.general) # used to create the app"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-data-table.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create data sets","title":"Using data table","text":"Inside app 3 datasets used ADSL wide data set subject data ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB }) datanames <- c(\"ADSL\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-data-table.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create an app variable","title":"Using data table","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_data_table using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # two-datasets example     tm_data_table(       label = \"Two datasets\",       variables_selected = list(         ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\"),         ADTTE = c(           \"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\",           \"PARAM\", \"PARAMCD\", \"ARM\", \"ARMCD\", \"AVAL\", \"CNSR\"         )       )     ),     # subsetting or changing order of datasets     tm_data_table(       label = \"Datasets order\",       variables_selected = list(         ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\"),         ADLB = c(           \"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\",           \"PARAM\", \"PARAMCD\", \"AVISIT\", \"AVISITN\", \"AVAL\", \"CHG\"         )       ),       datasets_selected = c(\"ADTTE\", \"ADLB\", \"ADSL\")     ),     # advanced usage of DT options and extensions     tm_data_table(       label = \"Advanced DT usage\",       dt_args = list(extensions = c(\"Buttons\", \"ColReorder\", \"FixedHeader\")),       dt_options = list(         searching = FALSE,         pageLength = 30,         lengthMenu = c(5, 15, 25, 50, 100),         scrollX = FALSE,         dom = \"lBrtip\",         buttons = c(\"copy\", \"csv\", \"excel\", \"pdf\", \"print\"),         colReorder = TRUE,         fixedHeader = TRUE       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-data-table.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Run the app","title":"Using data table","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-outliers-module.html","id":"section-teal-application-to-analyze-and-report-outliers-with-various-datasets-types-","dir":"Articles","previous_headings":"","what":"Teal application to analyze and report outliers with various datasets types.","title":"Using outliers module","text":"vignette guide 4 parts create teal application using various types datasets inside outliers module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-outliers-module.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Loading libraries","title":"Using outliers module","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-outliers-module.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Create data sets","title":"Using outliers module","text":"Inside app 5 datasets used ADSL wide data set subject data ADRS long data set response data subjects different time points study ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADRS <- teal.modules.general::rADRS   ADLB <- teal.modules.general::rADLB }) datanames <- c(\"ADSL\", \"ADRS\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-outliers-module.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Create an app variable","title":"Using outliers module","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_outliers using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # tm_outliers ----     modules(       label = \"Outliers module\",       tm_outliers(         label = \"Single wide dataset\",         outlier_var = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = \"AGE\",             fixed = FALSE           )         ),         categorical_var = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(               data[[\"ADSL\"]],               subset = names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor)))             ),             selected = \"RACE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_outliers(         label = \"Wide and long datasets\",         outlier_var = list(           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),               selected = \"AGE\",               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\")),               selected = \"AVAL\",               multiple = FALSE,               fixed = FALSE             )           )         ),         categorical_var =           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(                 data[[\"ADSL\"]],                 subset = names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor)))               ),               selected = \"RACE\",               multiple = FALSE,               fixed = FALSE             )           )       ),       tm_outliers(         label = \"Multiple long datasets\",         outlier_var = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADRS\"]], c(\"ADY\", \"EOSDY\")),               selected = \"ADY\",               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\")),               selected = \"AVAL\",               multiple = FALSE,               fixed = FALSE             )           )         ),         categorical_var = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADRS\"]], c(\"ARM\", \"ACTARM\")),               selected = \"ARM\",               multiple = FALSE,               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(                 data[[\"ADLB\"]],                 subset = names(Filter(isTRUE, sapply(data[[\"ADLB\"]], is.factor)))               ),               selected = \"RACE\",               multiple = FALSE,               fixed = FALSE             )           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-outliers-module.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Run the app","title":"Using outliers module","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-regression-plots.html","id":"section-teal-application-to-use-regression-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use regression plot with various datasets types","title":"Using regression plots","text":"vignette guide 4 parts create teal application using various types datasets inside regression plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-regression-plots.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Loading libraries","title":"Using regression plots","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-regression-plots.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Create data sets","title":"Using regression plots","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-regression-plots.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Create an app variable","title":"Using regression plots","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_a_regression using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Regression plots\",       tm_a_regression(         label = \"Single wide dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Two wide datasets\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = c(\"AGE\", \"RACE\"),             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Same long datasets (same subset)\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"CNSR\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select parameter:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"PFS\",             multiple = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AGE\", \"CNSR\", \"SEX\")),             selected = c(\"AGE\", \"CNSR\", \"SEX\"),             multiple = TRUE           ),           filter = teal.transform::filter_spec(             label = \"Select parameter:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"PFS\",             multiple = FALSE           )         )       ),       tm_a_regression(         label = \"Wide and long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],               multiple = TRUE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[2],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             label = \"Select variable:\",             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\", \"AGE\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Same long datasets (different subsets)\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = TRUE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select labs:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"AGE\", \"BMRKR1\", \"BMRKR2\", \"SEX\", \"ARM\")),             selected = c(\"AVAL\", \"BMRKR1\"),             multiple = TRUE           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-regression-plots.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Run the app","title":"Using regression plots","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-response-plot.html","id":"section-teal-application-to-use-response-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use response plot with various datasets types","title":"Using response plot","text":"vignette guide 4 parts create teal application using various types datasets inside response plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-response-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Loading libraries","title":"Using response plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-response-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Create data sets","title":"Using response plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-response-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Create an app variable","title":"Using response plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_response using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Response plot\",       tm_g_response(         label = \"Single wide dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARMCD\", \"STRATA1\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_response(         label = \"Two wide datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = c(\"SEX\", \"COUNTRY\", \"RACE\", \"STRATA1\", \"ARMCD\"),             selected = \"ARMCD\",             multiple = FALSE           )         )       ),       tm_g_response(         label = \"Multiple long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               label = \"Select parameter:\",               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE             ),             filter_spec(               label = \"Select visit:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE             )           ),           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADLB\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               label = \"Select parameter:\",               vars = \"PARAMCD\",               choices = levels(data[[\"ADRS\"]]$PARAMCD),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[3],               multiple = FALSE             ),             filter_spec(               label = \"Select visit:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[3],               multiple = FALSE             )           ),           select = select_spec(             choices = c(\"AVALC\", \"ITTFL\", \"BEP01FL\"),             selected = \"AVALC\",             multiple = FALSE,             fixed = TRUE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = \"SEX\",             selected = NULL,             multiple = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE           )         )       ),       tm_g_response(         label = \"Wide and long dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],               multiple = TRUE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[2],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"ARMCD\", \"BMRKR1\", \"BMRKR2\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_response(         label = \"Same long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"BMRKR2\", \"AVALC\", \"BEP01FL\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = TRUE,             label = \"Select variable:\"           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AGE\", \"SEX\", \"ARMCD\", \"STRATA1\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = \"PARAMCD\",             selected = \"PARAMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = \"AVISIT\",             selected = \"AVISIT\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_response(         label = \"Same long datasets  (different subsets)\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = levels(data[[\"ADLB\"]]$PARAMCD),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],             multiple = FALSE,             label = \"Select lab:\"           ),           select = select_spec(             choices = \"BMRKR2\",             selected = \"BMRKR2\",             multiple = FALSE,             fixed = TRUE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = levels(data[[\"ADLB\"]]$PARAMCD),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE,             label = \"Select lab:\"           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVISIT\", \"PARAMCD\", \"BEP01FL\")),             selected = \"AVISIT\",             multiple = FALSE,             fixed = TRUE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"SEX\", \"RACE\", \"ARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select Variable\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"SEX\", \"RACE\", \"ARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-response-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Run the app","title":"Using response plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot-matrix.html","id":"section-teal-application-to-use-scatter-plot-matrix-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use scatter plot matrix with various datasets types","title":"Using scatterplot matrix","text":"vignette guide 4 parts create teal application using various types datasets inside scatter plot matrix module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot-matrix.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Loading libraries","title":"Using scatterplot matrix","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot-matrix.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Create data sets","title":"Using scatterplot matrix","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot-matrix.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Create an app variable","title":"Using scatterplot matrix","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_scatterplotmatrix using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Scatterplot matrix\",       # .. single wide ----       tm_g_scatterplotmatrix(         label = \"Single wide dataset\",         variables = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = c(\"AGE\", \"RACE\", \"SEX\", \"BMRKR1\", \"BMRKR2\"),             multiple = TRUE,             fixed = FALSE,             ordered = TRUE           )         )       ),       tm_g_scatterplotmatrix(         label = \"Multiple wide datasets\",         variables = list(           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADSL\"]]),               selected = c(\"AGE\", \"ACTARM\", \"SEX\", \"BMRKR1\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADSL2\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADSL2\"]]),               selected = c(\"COUNTRY\", \"ACTARM\", \"STRATA1\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             )           )         )       ),       tm_g_scatterplotmatrix(         \"One long dataset\",         variables = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = c(\"AVAL\", \"BMRKR1\", \"BMRKR2\"),             multiple = TRUE,             fixed = FALSE,             ordered = TRUE,             label = \"Select variables:\"           )         )       ),       tm_g_scatterplotmatrix(         label = \"Two long datasets\",         variables = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADRS\"]]),               selected = c(\"AVAL\", \"AVALC\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE,             ),             filter = teal.transform::filter_spec(               label = \"Select endpoints:\",               vars = c(\"PARAMCD\", \"AVISIT\"),               choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),               selected = \"OVRINV - SCREENING\",               multiple = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADTTE\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADTTE\"]]),               selected = c(\"AVAL\", \"CNSR\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             ),             filter = teal.transform::filter_spec(               label = \"Select parameters:\",               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),               selected = \"OS\",               multiple = TRUE             )           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot-matrix.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Run the app","title":"Using scatterplot matrix","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot.html","id":"section-teal-application-to-use-scatter-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use scatter plot with various datasets types","title":"Using scatterplot","text":"vignette guide 4 parts create teal application using various types datasets inside scatter plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Loading libraries","title":"Using scatterplot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Create data sets","title":"Using scatterplot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Create an app variable","title":"Using scatterplot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_scatterplot using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Scatterplot\",       tm_g_scatterplot(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"RACE\", \"SEX\")),             selected = NULL,             multiple = TRUE,             fixed = FALSE           )         )       ),       # .. Two wide -----       tm_g_scatterplot(         label = \"Two wide datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"COUNTRY\", \"AGE\", \"RACE\")),             selected = \"COUNTRY\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Different long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - SCREENING\",             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select parameters:\",             vars = c(\"PARAMCD\"),             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"OS\",             multiple = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Wide and long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"BMRKR1\", \"COUNTRY\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             label = \"Selected variable:\",             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Same long datasets (same subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_scatterplot(         label = \"Same long datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\")),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/articles/using-scatterplot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Run the app","title":"Using scatterplot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Dawid Kaledkowski. Author, maintainer. Pawel Rucki. Author. Mahmoud Hallal. Author. Ondrej Slama. Contributor. Maciej Nasinski. Author. Konrad Pagacz. Author. Nikolas Burkoff. Author. F. Hoffmann-La Roche AG. Copyright holder, funder.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Kaledkowski D, Rucki P, Hallal M, Nasinski M, Pagacz K, Burkoff N (2024). teal.modules.general: General Modules Add 'teal' Application. R package version 0.2.16.9020,  https://github.com/insightsengineering/teal.modules.general/, https://insightsengineering.github.io/teal.modules.general/main/.","code":"@Manual{,   title = {teal.modules.general: General Modules to Add to a `teal` Application},   author = {Dawid Kaledkowski and Pawel Rucki and Mahmoud Hallal and Maciej Nasinski and Konrad Pagacz and Nikolas Burkoff},   year = {2024},   note = {R package version 0.2.16.9020,  https://github.com/insightsengineering/teal.modules.general/},   url = {https://insightsengineering.github.io/teal.modules.general/main/}, }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/index.html","id":"tealmodulesgeneral","dir":"","previous_headings":"","what":"General Modules to Add to a `teal` Application","title":"General Modules to Add to a `teal` Application","text":"package contains set standard teal modules include applications. include modules : viewing data (including tm_variable_browser, tm_data_table, tm_file_viewer, …) visualizing data (tm_g_scatterplot, tm_g_association, …) understanding missing outlier values within data (tm_missing_data, tm_outliers, …) performing simple data analysis (tm_a_pca, tm_g_distribution, tm_a_regression, …). modules work CDISC data, independent datasets general relational data. Please see teal gallery TLG Catalog see examples teal apps modules package.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"General Modules to Add to a `teal` Application","text":"July 2023 insightsengineering packages available r-universe. See package vignettes browseVignettes(package = \"teal.modules.general\") usage package.","code":"# stable versions install.packages('teal.modules.general', repos = c('https://insightsengineering.r-universe.dev', 'https://cloud.r-project.org'))  # beta versions install.packages('teal.modules.general', repos = c('https://pharmaverse.r-universe.dev', 'https://cloud.r-project.org'))"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/index.html","id":"acknowledgment","dir":"","previous_headings":"","what":"Acknowledgment","title":"General Modules to Add to a `teal` Application","text":"package result joint efforts many developers stakeholders. like thank everyone contributed far!","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/pull_request_template.html","id":null,"dir":"","previous_headings":"","what":"Pull Request","title":"Pull Request","text":"Fixes #nnn","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/add_facet_labels.html","id":null,"dir":"Reference","previous_headings":"","what":"Add axis labels that show facetting variable — add_facet_labels","title":"Add axis labels that show facetting variable — add_facet_labels","text":"Add axis labels show facetting variable","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/add_facet_labels.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add axis labels that show facetting variable — add_facet_labels","text":"","code":"add_facet_labels(p, xfacet_label = NULL, yfacet_label = NULL)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/add_facet_labels.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add axis labels that show facetting variable — add_facet_labels","text":"p ggplot2 object add facet labels xfacet_label label facet along x axis (nothing created NULL), vector, concatenated \" & \" yfacet_label label facet along y axis (nothing created NULL), vector, concatenated \" & \"","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/add_facet_labels.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add axis labels that show facetting variable — add_facet_labels","text":"grid grob object (drawn grid.draw)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/add_facet_labels.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add axis labels that show facetting variable — add_facet_labels","text":"","code":"# we put donttest to avoid strictr error with seq along.with argument # \\donttest{ library(ggplot2) library(grid)  p <- ggplot(mtcars) +   aes(x = mpg, y = disp) +   geom_point() +   facet_grid(gear ~ cyl) p  xfacet_label <- \"cylinders\" yfacet_label <- \"gear\" res <- add_facet_labels(p, xfacet_label, yfacet_label) grid.newpage() grid.draw(res)   grid.newpage() grid.draw(add_facet_labels(p, xfacet_label = NULL, yfacet_label))  grid.newpage() grid.draw(add_facet_labels(p, xfacet_label, yfacet_label = NULL))  grid.newpage() grid.draw(add_facet_labels(p, xfacet_label = NULL, yfacet_label = NULL))  # }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/call_fun_dots.html","id":null,"dir":"Reference","previous_headings":"","what":"Call a function with a character vector for the ... argument — call_fun_dots","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"Call function character vector ... argument","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/call_fun_dots.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"","code":"call_fun_dots(fun, str_args)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/call_fun_dots.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"fun (character) Name function ... argument shall replaced values str_args. str_args (character) character vector function shall executed ","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/call_fun_dots.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":": call (.e. expression) function provided fun arguments provided str_args.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/call_fun_dots.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"","code":"if (FALSE) { a <- 1 b <- 2 call_fun_dots(\"sum\", c(\"a\", \"b\")) eval(call_fun_dots(\"sum\", c(\"a\", \"b\"))) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/create_sparklines.html","id":null,"dir":"Reference","previous_headings":"","what":"S3 generic for sparkline widget HTML — create_sparklines","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"Generates sparkline HTML code corresponding input array. numeric variables creates box plot, character factors - bar plot. Produces empty string variables types. Coerces character vector factor delegates create_sparklines.factor Coerces logical vector factor delegates create_sparklines.factor","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/create_sparklines.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"","code":"create_sparklines(arr, width = 150, ...)  # S3 method for default create_sparklines(arr, width = 150, ...)  # S3 method for Date create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for POSIXct create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for POSIXlt create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for character create_sparklines(arr, ...)  # S3 method for logical create_sparklines(arr, ...)  # S3 method for factor create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for numeric create_sparklines(arr, width = 150, ...)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/create_sparklines.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"arr vector type length width numeric width sparkline widget (pixels) ... list additional options passed bar plots jquery.sparkline;  see jquery.sparkline docs bar_spacing numeric spacing bars (pixels) bar_width numeric width bars (pixels)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/create_sparklines.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"character variable containing HTML code sparkline HTML widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/establish_updating_selection.html","id":null,"dir":"Reference","previous_headings":"","what":"Creates observers updating the currently selected column — establish_updating_selection","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"created observers update column currently selected left-hand side tabset panel.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/establish_updating_selection.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"","code":"establish_updating_selection(datanames, input, plot_var, columns_names)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/establish_updating_selection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"datanames (character) name dataset input (session$input) shiny session input plot_var (list) list containing currently selected dataset (tab) column names columns_names (environment) environment containing bindings dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/establish_updating_selection.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"Creates observer dataset (tab tabset panel).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/extract_input.html","id":null,"dir":"Reference","previous_headings":"","what":"Extract html id for data_extract_ui — extract_input","title":"Extract html id for data_extract_ui — extract_input","text":"data_extract_ui located extended html id. use ns(\"original id\") reference, extended specific suffixes.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/extract_input.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Extract html id for data_extract_ui — extract_input","text":"","code":"extract_input(varname, dataname, filter = FALSE)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/extract_input.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Extract html id for data_extract_ui — extract_input","text":"varname character original html id. mostly retrieved ns(\"original id\") ui session$ns(\"original id\") server function. dataname character dataname data_extract input. might retrieved like teal.transform::data_extract_spec(...)[[1]]$dataname. filter logical connected extract_data_spec used filter option.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":null,"dir":"Reference","previous_headings":"","what":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"uses stats::cor.test per default numerical input variables converts results character vector. extended different stats different variable types needed. Meant called lattice::panel.text.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"","code":"get_scatterplotmatrix_stats(   x,   y,   .f = stats::cor.test,   .f_args = list(),   round_stat = 2,   round_pval = 4 )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"x numeric y numeric .f function, function accepts x y formula input ~ x + y. Default stats::cor.test .f_args list arguments passed .f round_stat integer round_pval integer","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"character stats. stats::cor.test correlation coefficient p-value.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"presently need use formula input stats::cor.test na.fail gets evaluated formula passed (see ).","code":"x = c(1,3,5,7,NA) y = c(3,6,7,8,1) stats::cor.test(x, y, na.action = \"na.fail\") stats::cor.test(~ x + y,  na.action = \"na.fail\")"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/get_scatterplotmatrix_stats.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"","code":"set.seed(1) x <- runif(25, 0, 1) y <- runif(25, 0, 1) x[c(3, 10, 18)] <- NA  get_scatterplotmatrix_stats(x, y, .f = stats::cor.test, .f_args = list(method = \"pearson\")) #> [1] \"cor:0.11\\nP:0.6255\" get_scatterplotmatrix_stats(x, y, .f = stats::cor.test, .f_args = list(   method = \"pearson\",   na.action = na.fail )) #> [1] \"NA\""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/include_css_files.html","id":null,"dir":"Reference","previous_headings":"","what":"Include CSS files from /inst/css/ package directory to application header — include_css_files","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"system.file used access files packages, work devtools. Therefore, redefine method package needed. Thus, export method","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/include_css_files.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"","code":"include_css_files(pattern = \"*\")"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/include_css_files.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"pattern (character) pattern files included","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/include_css_files.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"HTML code includes CSS files","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/is_tab_active_js.html","id":null,"dir":"Reference","previous_headings":"","what":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"input shiny::conditionalPanel()","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/is_tab_active_js.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"","code":"is_tab_active_js(id, name)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/is_tab_active_js.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"id character(1) id tab panel tabs. name character(1) name tab.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/plot_var_summary.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot variable — plot_var_summary","title":"Plot variable — plot_var_summary","text":"Creates summary plot statistics relevant data type.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/plot_var_summary.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot variable — plot_var_summary","text":"","code":"plot_var_summary(   var,   var_lab,   wrap_character = NULL,   numeric_as_factor,   display_density = is.numeric(var),   remove_NA_hist = FALSE,   outlier_definition,   records_for_factor,   ggplot2_args )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/plot_var_summary.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot variable — plot_var_summary","text":"var vector type plotted. numeric variables produces histogram density line, factors creates frequency plot var_lab text describing selected variable displayed plot wrap_character (numeric) number characters wrap text values var numeric_as_factor (logical) numeric variable treated factor display_density (logical) density estimation displayed numeric values remove_NA_hist (logical) (NA) values removed histogram factor like variables outlier_definition 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3 removed) records_for_factor (numeric) number factor levels >= value graph factors shown, list values ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/plot_var_summary.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot variable — plot_var_summary","text":"plot","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADAE.html","id":null,"dir":"Reference","previous_headings":"","what":"Random adverse events — rADAE","title":"Random adverse events — rADAE","text":"Random adverse events","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADAE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random adverse events — rADAE","text":"","code":"rADAE"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADAE.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random adverse events — rADAE","text":"object class tbl_df (inherits tbl, data.frame) 1934 rows 92 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADAE.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random adverse events — rADAE","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADLB.html","id":null,"dir":"Reference","previous_headings":"","what":"Random lab analysis — rADLB","title":"Random lab analysis — rADLB","text":"Random lab analysis","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADLB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random lab analysis — rADLB","text":"","code":"rADLB"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADLB.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random lab analysis — rADLB","text":"object class tbl_df (inherits tbl, data.frame) 8400 rows 102 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADLB.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random lab analysis — rADLB","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADRS.html","id":null,"dir":"Reference","previous_headings":"","what":"Random response — rADRS","title":"Random response — rADRS","text":"Random response","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADRS.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random response — rADRS","text":"","code":"rADRS"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADRS.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random response — rADRS","text":"object class tbl_df (inherits tbl, data.frame) 3200 rows 65 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADRS.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random response — rADRS","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADSL.html","id":null,"dir":"Reference","previous_headings":"","what":"Random patient listing — rADSL","title":"Random patient listing — rADSL","text":"Random patient listing","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADSL.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random patient listing — rADSL","text":"","code":"rADSL"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADSL.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random patient listing — rADSL","text":"object class tbl_df (inherits tbl, data.frame) 400 rows 55 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADSL.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random patient listing — rADSL","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADTTE.html","id":null,"dir":"Reference","previous_headings":"","what":"Random Time to Event Analysis Dataset — rADTTE","title":"Random Time to Event Analysis Dataset — rADTTE","text":"Random Time Event Analysis Dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADTTE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random Time to Event Analysis Dataset — rADTTE","text":"","code":"rADTTE"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADTTE.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random Time to Event Analysis Dataset — rADTTE","text":"object class tbl_df (inherits tbl, data.frame) 2000 rows 67 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/rADTTE.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random Time to Event Analysis Dataset — rADTTE","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/remove_outliers_from.html","id":null,"dir":"Reference","previous_headings":"","what":"Removes the outlier observation from an array — remove_outliers_from","title":"Removes the outlier observation from an array — remove_outliers_from","text":"Removes outlier observation array","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/remove_outliers_from.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Removes the outlier observation from an array — remove_outliers_from","text":"","code":"remove_outliers_from(var, outlier_definition)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/remove_outliers_from.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Removes the outlier observation from an array — remove_outliers_from","text":"var (numeric) numeric vector outlier_definition (numeric) 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3) removed","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/remove_outliers_from.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Removes the outlier observation from an array — remove_outliers_from","text":"(numeric) vector without outlier values","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_single_tab.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders a single tab in the left-hand side tabset panel — render_single_tab","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"Renders single tab left-hand side tabset panel. rendered tab contains information one dataset many presented module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_single_tab.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"","code":"render_single_tab(   dataset_name,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_single_tab.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"dataset_name (character) name dataset contained rendered tab parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_header.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"Renders text headlining single tab left-hand side tabset panel","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_header.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"","code":"render_tab_header(dataset_name, output, data)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_header.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"dataset_name (character) name dataset tab output (session$output) shiny session output data (tdata) object containing datasets","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"table contains column names, column labels, small summary NA values sparkline (appropriate).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"","code":"render_tab_table(   dataset_name,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tab_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"dataset_name (character) name dataset parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tabset_panel_content.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"Renders left-hand side tabset panel module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tabset_panel_content.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"","code":"render_tabset_panel_content(   datanames,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/render_tabset_panel_content.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"datanames (character) name dataset parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/shared_params.html","id":null,"dir":"Reference","previous_headings":"","what":"Shared Parameters — shared_params","title":"Shared Parameters — shared_params","text":"Contains arguments shared multiple functions package avoid repetition using inheritParams.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/shared_params.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Shared Parameters — shared_params","text":"plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") basic_table_args (basic_table_args) object created teal.widgets::basic_table_args() settings module table. argument merged options variable teal.basic_table_args default module setup. details see vignette: vignette(\"custom-basic-table-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/teal.modules.general.html","id":null,"dir":"Reference","previous_headings":"","what":"teal.modules.general: General modules to add to a teal application — teal.modules.general","title":"teal.modules.general: General modules to add to a teal application — teal.modules.general","text":"modules package generic modules work data set (necessarily clinical trials data).","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/teal.modules.general.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"teal.modules.general: General modules to add to a teal application — teal.modules.general","text":"Maintainer: Dawid Kaledkowski dawid.kaledkowski@roche.com Authors: Pawel Rucki pawel.rucki@roche.com Mahmoud Hallal mahmoud.hallal@roche.com Maciej Nasinski Konrad Pagacz Nikolas Burkoff contributors: Ondrej Slama ondrej.slama@roche.com [contributor] F. Hoffmann-La Roche AG [copyright holder, funder]","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_pca.html","id":null,"dir":"Reference","previous_headings":"","what":"Principal component analysis module — tm_a_pca","title":"Principal component analysis module — tm_a_pca","text":"Principal component analysis module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_pca.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Principal component analysis module — tm_a_pca","text":"","code":"tm_a_pca(   label = \"Principal Component Analysis\",   dat,   plot_height = c(600, 200, 2000),   plot_width = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   rotate_xaxis_labels = FALSE,   font_size = c(12, 8, 20),   alpha = c(1, 0, 1),   size = c(2, 1, 8),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_pca.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Principal component analysis module — tm_a_pca","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. dat (data_extract_spec list multiple data_extract_spec) Columns used compute PCA. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Elbow plot\", \"Circle plot\", \"Biplot\", \"Eigenvector plot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). font_size optional, (numeric) font size control title, x-axis label, y-axis label legend. scalar font size fixed size. slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). size optional, (numeric) scalar plot point sizes fixed size. slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_pca.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Principal component analysis module — tm_a_pca","text":"","code":"# ADSL example  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_a_pca(       \"PCA\",       dat = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           choices = teal.transform::variable_choices(             data = data[[\"ADSL\"]], c(\"BMRKR1\", \"AGE\", \"EOSDY\")           ),           selected = c(\"BMRKR1\", \"AGE\"),           multiple = TRUE         ),         filter = NULL       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by PCA Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:54.8432 pid:1211 token:[] teal.modules.general Initializing tm_a_pca if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_regression.html","id":null,"dir":"Reference","previous_headings":"","what":"Scatterplot and Regression Model — tm_a_regression","title":"Scatterplot and Regression Model — tm_a_regression","text":"Scatterplot Regression Model","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_regression.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scatterplot and Regression Model — tm_a_regression","text":"","code":"tm_a_regression(   label = \"Regression Analysis\",   regressor,   response,   plot_height = c(600, 200, 2000),   plot_width = NULL,   alpha = c(1, 0, 1),   size = c(2, 1, 8),   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL,   default_plot_type = 1,   default_outlier_label = \"USUBJID\" )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_regression.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scatterplot and Regression Model — tm_a_regression","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. regressor (data_extract_spec list multiple data_extract_spec) Regressor variables incoming dataset filtering selecting. response (data_extract_spec list multiple data_extract_spec) Response variables incoming dataset filtering selecting. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). size optional, (numeric) scalar plot point sizes fixed size slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Response vs Regressor\", \"Residuals vs Fitted\", \"Scale-Location\", \"Cook's distance\", \"Residuals vs Leverage\"\", \"Cook's dist vs Leverage\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. default_plot_type optional, (numeric) Defaults Response vs Regressor. Response vs Regressor Residuals vs Fitted Normal Q-Q Scale-Location Cook's distance Residuals vs Leverage Cook's dist vs Leverage default_outlier_label optional, (character) default column selected label outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_regression.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Scatterplot and Regression Model — tm_a_regression","text":"examples, please see vignette \"Using regression plots\" via vignette(\"using-regression-plots\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_a_regression.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Scatterplot and Regression Model — tm_a_regression","text":"","code":"# Regression graphs from selected response variable (BMRKR1) and # selected regressors (AGE)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_a_regression(       label = \"Regression\",       response = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = \"BMRKR1\",           selected = \"BMRKR1\",           multiple = FALSE,           fixed = TRUE         )       ),       regressor = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variables:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"RACE\")),           selected = \"AGE\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Regression Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:55.2943 pid:1211 token:[] teal.modules.general Initializing tm_a_regression if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_data_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Data Table Viewer Teal Module — tm_data_table","title":"Data Table Viewer Teal Module — tm_data_table","text":"data table viewer shows data using paginated table. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_data_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Data Table Viewer Teal Module — tm_data_table","text":"","code":"tm_data_table(   label = \"Data Table\",   variables_selected = list(),   datasets_selected = character(0),   dt_args = list(),   dt_options = list(searching = FALSE, pageLength = 30, lengthMenu = c(5, 15, 30, 100),     scrollX = TRUE),   server_rendering = FALSE,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_data_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Data Table Viewer Teal Module — tm_data_table","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. variables_selected (list) named list character vectors variables (.e. columns) initially shown dataset. Names list elements correspond names datasets available app. entry specified dataset, first six variables dataset initially shown. datasets_selected (character) vector datasets shown order. Names vector correspond datasets names. vector length zero (default) datasets shown. Note: datasets data.frame class compatible; using types cause error. dt_args (named list) Additional arguments passed DT::datatable (must include data options). dt_options (named list) options argument DT::datatable. default list(searching = FALSE, pageLength = 30, lengthMenu = c(5, 15, 30, 100), scrollX = TRUE) server_rendering (logical) data table rendered server side (see server argument DT::renderDataTable()) pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_data_table.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Data Table Viewer Teal Module — tm_data_table","text":"DT package option DT.TOJSON_ARGS show Inf NA data tables. something require set options(DT.TOJSON_ARGS =  list(na = \"string\")) running module. Note though sorting numeric columns NA/Inf lexicographic numerical.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_data_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Data Table Viewer Teal Module — tm_data_table","text":"","code":"data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_data_table(       variables_selected = list(ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\")),       dt_args = list(caption = \"ADSL Table Caption\")     )   ) ) #> [INFO] 2024-02-15 15:22:55.6453 pid:1211 token:[] teal.modules.general Initializing tm_data_table if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_file_viewer.html","id":null,"dir":"Reference","previous_headings":"","what":"File Viewer Teal Module — tm_file_viewer","title":"File Viewer Teal Module — tm_file_viewer","text":"file viewer module provides tool view static files. Supported formats include text formats, PDF, PNG, APNG, JPEG, SVG, WEBP, GIF BMP.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_file_viewer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"File Viewer Teal Module — tm_file_viewer","text":"","code":"tm_file_viewer(   label = \"File Viewer Module\",   input_path = list(`Current Working Directory` = \".\") )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_file_viewer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"File Viewer Teal Module — tm_file_viewer","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. input_path optional, (list) input paths either: specific files accepted formats, directory URL. paths can specified absolute paths relative running directory application. default current working directory supplied.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_file_viewer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"File Viewer Teal Module — tm_file_viewer","text":"","code":"data <- teal_data() data <- within(data, {   data <- data.frame(1) }) datanames(data) <- c(\"data\")  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_file_viewer(       input_path = list(         folder = system.file(\"sample_files\", package = \"teal.modules.general\"),         png = system.file(\"sample_files/sample_file.png\", package = \"teal.modules.general\"),         txt = system.file(\"sample_files/sample_file.txt\", package = \"teal.modules.general\"),         url =           \"https://www.fda.gov/files/drugs/published/Portable-Document-Format-Specifications.pdf\"       )     )   ) ) #> [INFO] 2024-02-15 15:22:56.1445 pid:1211 token:[] teal.modules.general Initializing tm_file_viewer if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_front_page.html","id":null,"dir":"Reference","previous_headings":"","what":"Front page module — tm_front_page","title":"Front page module — tm_front_page","text":"teal module creates simple front page teal applications","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_front_page.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Front page module — tm_front_page","text":"","code":"tm_front_page(   label = \"Front page\",   header_text = character(0),   tables = list(),   additional_tags = tagList(),   footnotes = character(0),   show_metadata = FALSE )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_front_page.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Front page module — tm_front_page","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. header_text character vector text shown top module, element, named name shown first bold header followed value. first element's header displayed larger others tables named list dataframes tables shown module additional_tags shiny.tag.list html additional shiny tags html included table, example include image, tagList(tags$img(src = \"image.png\")) include html, HTML(\"html text \") footnotes character vector text shown bottom module, element, named name shown first bold, followed value show_metadata logical metadata datasets available module?","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_front_page.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Front page module — tm_front_page","text":"teal module used teal applications","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_front_page.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Front page module — tm_front_page","text":"","code":"data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL   attr(ADSL, \"metadata\") <- list(\"Author\" = \"NEST team\", \"data_source\" = \"synthetic data\") }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  table_1 <- data.frame(Info = c(\"A\", \"B\"), Text = c(\"A\", \"B\")) table_2 <- data.frame(`Column 1` = c(\"C\", \"D\"), `Column 2` = c(5.5, 6.6), `Column 3` = c(\"A\", \"B\")) table_3 <- data.frame(Info = c(\"E\", \"F\"), Text = c(\"G\", \"H\"))  table_input <- list(   \"Table 1\" = table_1,   \"Table 2\" = table_2,   \"Table 3\" = table_3 )  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_front_page(       header_text = c(         \"Important information\" = \"It can go here.\",         \"Other information\" = \"Can go here.\"       ),       tables = table_input,       additional_tags = HTML(\"Additional HTML or shiny tags go here <br>\"),       footnotes = c(\"X\" = \"is the first footnote\", \"Y is the second footnote\"),       show_metadata = TRUE     )   ),   header = tags$h1(\"Sample Application\"),   footer = tags$p(\"Application footer\"), ) #> [INFO] 2024-02-15 15:22:56.8331 pid:1211 token:[] teal.modules.general Initializing tm_front_page if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_association.html","id":null,"dir":"Reference","previous_headings":"","what":"Stack Plots of variables and show association with reference variable — tm_g_association","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"Stack Plots variables show association reference variable","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_association.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"","code":"tm_g_association(   label = \"Association\",   ref,   vars,   show_association = TRUE,   plot_height = c(600, 400, 5000),   plot_width = NULL,   distribution_theme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\",     \"void\"),   association_theme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\",     \"void\"),   pre_output = NULL,   post_output = NULL,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_association.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. ref (data_extract_spec list multiple data_extract_spec) reference variable, must set multiple = FALSE. vars (data_extract_spec list multiple data_extract_spec) associated variables. show_association optional, (logical) Whether show association vars reference variable. Defaults TRUE. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. distribution_theme, association_theme optional, (character) ggplot2 themes used default. Default \"gray\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Bivariate1\", \"Bivariate2\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_association.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"examples, please see vignette \"Using association plot\" via vignette(\"using-association-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_association.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"","code":"# Association plot of selected reference variable (SEX) # against other selected variables (BMRKR1) data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_association(       ref = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"STRATA1\", \"STRATA2\", \"ITTFL\", \"BMRKR2\")           ),           selected = \"RACE\",           fixed = FALSE         )       ),       vars = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variables:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"STRATA1\", \"STRATA2\", \"ITTFL\", \"BMRKR2\")           ),           selected = \"BMRKR2\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Association Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:57.2103 pid:1211 token:[] teal.modules.general Initializing tm_g_association if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":null,"dir":"Reference","previous_headings":"","what":"Univariate and bivariate visualizations — tm_g_bivariate","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"Univariate bivariate visualizations","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"","code":"tm_g_bivariate(   label = \"Bivariate Plots\",   x,   y,   row_facet = NULL,   col_facet = NULL,   facet = !is.null(row_facet) || !is.null(col_facet),   color = NULL,   fill = NULL,   size = NULL,   use_density = FALSE,   color_settings = FALSE,   free_x_scales = FALSE,   free_y_scales = FALSE,   plot_height = c(600, 200, 2000),   plot_width = NULL,   rotate_xaxis_labels = FALSE,   swap_axes = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Variable names selected plot along x-axis default. Variable can numeric, factor character. empty selections allowed! y (data_extract_spec list multiple data_extract_spec) Variable names selected plot along y-axis default. Variable can numeric, factor character. row_facet optional, (data_extract_spec list multiple data_extract_spec) Variables row facetting. col_facet optional, (data_extract_spec list multiple data_extract_spec) Variables col facetting. facet optional, (logical) specify whether facet encodings ui elements toggled shown user default. Defaults TRUE either row_facet column_facet supplied. color optional, (data_extract_spec list multiple data_extract_spec) Variables selected outline color inside coloring settings. applied color_settings set TRUE. fill optional, (data_extract_spec list multiple data_extract_spec) Variables selected fill color inside coloring settings. applied color_settings set TRUE. size optional, (data_extract_spec list multiple data_extract_spec) Variables selected size geom_point plots inside coloring settings. applied color_settings set TRUE. use_density optional, (logical) value whether density (TRUE) plotted frequency (FALSE). Defaults frequency (FALSE). color_settings (logical) Whether coloring, filling size applied UI tool offered user. free_x_scales optional, (logical) Whether X scaling shall changeable. allow scaling changed default (FALSE). free_y_scales optional, (logical) Whether Y scaling shall changeable. allow scaling changed default (FALSE). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). swap_axes optional, (logical) Whether swap X Y axes. Defaults FALSE. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"general module visualize 1 & 2 dimensional data.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"examples, please see vignette \"Using bivariate plot\" via vignette(\"using-bivariate-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_bivariate.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"","code":"# Bivariate plot of selected variable (AGE) against selected (SEX) data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_bivariate(       x = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]]),           selected = \"AGE\",           fixed = FALSE         )       ),       y = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]]),           selected = \"SEX\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]]),           selected = \"ARM\",           fixed = FALSE         )       ),       col_facet = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]]),           selected = \"COUNTRY\",           fixed = FALSE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Bivariate Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:57.5401 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Distribution Module — tm_g_distribution","title":"Distribution Module — tm_g_distribution","text":"Distribution Module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Distribution Module — tm_g_distribution","text":"","code":"tm_g_distribution(   label = \"Distribution Module\",   dist_var,   strata_var = NULL,   group_var = NULL,   freq = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   bins = c(30L, 1L, 100L),   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Distribution Module — tm_g_distribution","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. dist_var (data_extract_spec list multiple data_extract_spec) Variable consider distribution analysis. strata_var (data_extract_spec list multiple data_extract_spec) Categorical variable split selected distribution variable . group_var optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. freq optional, (logical) Whether display frequency (TRUE) density (FALSE). Defaults density (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Histogram\", \"QQplot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). bins optional, (integer(1) integer(3)) scalar histogram bins fixed size. slider presented adjust number histogram bins dynamically can vector length three c(value, min, max). Defaults c(30L, 1L, 100L). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_distribution.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Distribution Module — tm_g_distribution","text":"Module analyze explore univariate variable distribution","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Distribution Module — tm_g_distribution","text":"","code":"# Example with non-clinical data  data <- teal_data() data <- within(data, {   iris <- iris }) datanames(data) <- c(\"iris\")  app <- teal::init(   data = data,   modules = list(     teal.modules.general::tm_g_distribution(       dist_var = teal.transform::data_extract_spec(         dataname = \"iris\",         select = teal.transform::select_spec(variable_choices(\"iris\"), \"Petal.Length\")       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Distribution Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:57.8925 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution #> Registered S3 methods overwritten by 'ggpp': #>   method                  from    #>   heightDetails.titleGrob ggplot2 #>   widthDetails.titleGrob  ggplot2 #> Registered S3 method overwritten by 'ggpmisc': #>   method                  from    #>   as.character.polynomial polynom if (interactive()) {   shinyApp(app$ui, app$server) }  # Example with clinical data data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  vars1 <- choices_selected(   variable_choices(data[[\"ADSL\"]], c(\"ARM\", \"COUNTRY\", \"SEX\")),   selected = NULL )  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_distribution(       dist_var = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           choices = teal.transform::variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),           selected = \"BMRKR1\",           multiple = FALSE,           fixed = FALSE         )       ),       strata_var = teal.transform::data_extract_spec(         dataname = \"ADSL\",         filter = teal.transform::filter_spec(           vars = vars1,           multiple = TRUE         )       ),       group_var = teal.transform::data_extract_spec(         dataname = \"ADSL\",         filter = teal.transform::filter_spec(           vars = vars1,           multiple = TRUE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Distribution Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:58.1950 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_response.html","id":null,"dir":"Reference","previous_headings":"","what":"Response Plots — tm_g_response","title":"Response Plots — tm_g_response","text":"Response Plots","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_response.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Response Plots — tm_g_response","text":"","code":"tm_g_response(   label = \"Response Plot\",   response,   x,   row_facet = NULL,   col_facet = NULL,   coord_flip = FALSE,   count_labels = TRUE,   rotate_xaxis_labels = FALSE,   freq = FALSE,   plot_height = c(600, 400, 5000),   plot_width = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_response.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Response Plots — tm_g_response","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. response (data_extract_spec list multiple data_extract_spec) variable use response. can define one fixed column using setting fixed = TRUE inside select_spec. data_extract_spec must allow multiple selection case. x (data_extract_spec list multiple data_extract_spec) variable use X-axis response plot. Allow user select multiple columns data allowed teal. data_extract_spec must allow multiple selection case. row_facet optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. col_facet optional, (data_extract_spec list multiple data_extract_spec) data use faceting columns. coord_flip optional, (logical) Whether flip coordinates x response. count_labels optional, (logical) Whether show count labels. Defaults TRUE. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). freq optional, (logical) Whether display frequency (TRUE) density (FALSE). Defaults density (FALSE). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_response.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Response Plots — tm_g_response","text":"examples, please see vignette \"Using response plot\" via vignette(\"using-response-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_response.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Response Plots — tm_g_response","text":"","code":"# Response plot with selected response (BMRKR1) and selected x variable (RACE)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_response(       label = \"Response Plots\",       response = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"COUNTRY\")),           selected = \"BMRKR2\",           multiple = FALSE,           fixed = FALSE         )       ),       x = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\")),           selected = \"RACE\",           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Response Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:58.9032 pid:1211 token:[] teal.modules.general Initializing tm_g_response if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplot.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a simple scatterplot — tm_g_scatterplot","title":"Create a simple scatterplot — tm_g_scatterplot","text":"Create plot ggplot2[geom_point] function","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a simple scatterplot — tm_g_scatterplot","text":"","code":"tm_g_scatterplot(   label = \"Scatterplot\",   x,   y,   color_by = NULL,   size_by = NULL,   row_facet = NULL,   col_facet = NULL,   plot_height = c(600, 200, 2000),   plot_width = NULL,   alpha = c(1, 0, 1),   shape = shape_names,   size = c(5, 1, 15),   max_deg = 5L,   rotate_xaxis_labels = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   pre_output = NULL,   post_output = NULL,   table_dec = 4,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a simple scatterplot — tm_g_scatterplot","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Variable names selected plot along x-axis default. y (data_extract_spec list multiple data_extract_spec) Variable names selected plot along y-axis default. color_by optional (data_extract_spec list multiple data_extract_spec) Defines color encoding. NULL color encoding option displayed. size_by optional (data_extract_spec list multiple data_extract_spec) Defines point size encoding. NULL size encoding option displayed. row_facet optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. col_facet optional, (data_extract_spec list multiple data_extract_spec) data use faceting columns. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). shape optional, (character) character vector English names shape, e.g. c(\"triangle\", \"square\", \"circle\"). defaults shape_names. complete list vignette(\"ggplot2-specs\", package=\"ggplot2\"). size optional, (numeric) scalar plot point sizes fixed size slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). max_deg optional, (integer) maximum degree polynomial trend line. Must less 1. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. table_dec optional, (integer) Number decimal places used round numeric values table. ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplot.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a simple scatterplot — tm_g_scatterplot","text":"examples, please see vignette \"Using scatterplot\" via vignette(\"using-scatterplot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a simple scatterplot — tm_g_scatterplot","text":"","code":"# Scatterplot of variables from ADSL dataset  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_scatterplot(       label = \"Scatterplot Choices\",       x = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"AGE\", \"BMRKR1\", \"BMRKR2\")           ),           selected = \"AGE\",           multiple = FALSE,           fixed = FALSE         )       ),       y = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"AGE\", \"BMRKR1\", \"BMRKR2\")           ),           selected = \"BMRKR1\",           multiple = FALSE,           fixed = FALSE         )       ),       color_by = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"AGE\", \"BMRKR1\", \"BMRKR2\", \"RACE\", \"REGION1\")           ),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       size_by = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"AGE\", \"BMRKR1\", \"BMRKR2\", \"RACE\", \"REGION1\")           ),           selected = \"AGE\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"BMRKR2\", \"RACE\", \"REGION1\")           ),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       col_facet = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = teal.transform::variable_choices(             data[[\"ADSL\"]],             c(\"BMRKR2\", \"RACE\", \"REGION1\")           ),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Scatterplot Module\")       )     )   ) ) #> [INFO] 2024-02-15 15:22:59.2547 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplotmatrix.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a scatterplot matrix — tm_g_scatterplotmatrix","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"available datasets choose dataset selector determined argument variables.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplotmatrix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"","code":"tm_g_scatterplotmatrix(   label = \"Scatterplot Matrix\",   variables,   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplotmatrix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. variables (data_extract_spec list multiple data_extract_spec) Plotting variables incoming dataset filtering selecting. case data_extract_spec use select_spec(..., ordered = TRUE) plot elements rendered according selection order. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplotmatrix.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"examples, please see vignette \"Using scatterplot matrix\" via vignette(\"using-scatterplot-matrix\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_g_scatterplotmatrix.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"","code":"# Scatterplot matrix of variables from ADSL dataset  data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADRS <- teal.modules.general::rADRS }) datanames <- c(\"ADSL\", \"ADRS\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_g_scatterplotmatrix(       label = \"Scatterplot matrix\",       variables = list(         teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = c(\"AGE\", \"RACE\", \"SEX\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         ),         teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = teal.transform::filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"INVET - END OF INDUCTION\",             multiple = TRUE           ),           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADRS\"]]),             selected = c(\"AGE\", \"AVAL\", \"ADY\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         )       )     )   ) ) #> [INFO] 2024-02-15 15:22:59.6336 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_missing_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Missing data module — tm_missing_data","title":"Missing data module — tm_missing_data","text":"Present analysis missing observations patients. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_missing_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Missing data module — tm_missing_data","text":"","code":"tm_missing_data(   label = \"Missing data\",   plot_height = c(600, 400, 5000),   plot_width = NULL,   parent_dataname = \"ADSL\",   ggtheme = c(\"classic\", \"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"void\"),   ggplot2_args = list(`Combinations Hist` = teal.widgets::ggplot2_args(labs =     list(caption = NULL)), `Combinations Main` = teal.widgets::ggplot2_args(labs =     list(title = NULL))),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_missing_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Missing data module — tm_missing_data","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. parent_dataname (character(1)) dataname exists \"subject\"graph displayed. CDISC data. non CDISC data can ignored. Defaults \"ADSL\". ggtheme optional, (character) ggplot2 theme used default. Defaults \"classic\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Summary Obs\", \"Summary Patients\", \"Combinations Main\", \"Combinations Hist\", \"Subject\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_missing_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Missing data module — tm_missing_data","text":"","code":"data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL   ADRS <- teal.modules.general::rADRS }) datanames <- c(\"ADSL\", \"ADRS\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_missing_data(       ggplot2_args = list(         \"Combinations Hist\" = teal.widgets::ggplot2_args(           labs = list(subtitle = \"Plot produced by Missing Data Module\", caption = NULL)         ),         \"Combinations Main\" = teal.widgets::ggplot2_args(labs = list(title = NULL))       )     )   ) ) #> [INFO] 2024-02-15 15:23:00.0454 pid:1211 token:[] teal.modules.general Initializing tm_missing_data if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_outliers.html","id":null,"dir":"Reference","previous_headings":"","what":"Outliers Module — tm_outliers","title":"Outliers Module — tm_outliers","text":"Module analyze identify outliers using different methods","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_outliers.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Outliers Module — tm_outliers","text":"","code":"tm_outliers(   label = \"Outliers Module\",   outlier_var,   categorical_var = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_outliers.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Outliers Module — tm_outliers","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. outlier_var (data_extract_spec list multiple data_extract_spec) variable consider outliers analysis. categorical_var (data_extract_spec list multiple data_extract_spec) categorical factor split selected outlier variables . ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Boxplot\",\"Density Plot\",\"Cumulative Distribution Plot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_outliers.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Outliers Module — tm_outliers","text":"","code":"data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  fact_vars_adsl <- names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor))) vars <- choices_selected(variable_choices(data[[\"ADSL\"]], fact_vars_adsl))  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_outliers(       outlier_var = list(         teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       categorical_var = list(         teal.transform::data_extract_spec(           dataname = \"ADSL\",           filter = teal.transform::filter_spec(             vars = vars,             choices = value_choices(data[[\"ADSL\"]], vars$selected),             selected = value_choices(data[[\"ADSL\"]], vars$selected),             multiple = TRUE           )         )       ),       ggplot2_args = list(         teal.widgets::ggplot2_args(           labs = list(subtitle = \"Plot generated by Outliers Module\")         )       )     )   ) ) #> [INFO] 2024-02-15 15:23:00.3738 pid:1211 token:[] teal.modules.general Initializing tm_outliers if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_t_crosstable.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a simple cross-table — tm_t_crosstable","title":"Create a simple cross-table — tm_t_crosstable","text":"Create simple cross-table","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_t_crosstable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a simple cross-table — tm_t_crosstable","text":"","code":"tm_t_crosstable(   label = \"Cross Table\",   x,   y,   show_percentage = TRUE,   show_total = TRUE,   pre_output = NULL,   post_output = NULL,   basic_table_args = teal.widgets::basic_table_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_t_crosstable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a simple cross-table — tm_t_crosstable","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Object available choices pre-selected option variable X - row values. case data_extract_spec use select_spec(..., ordered = TRUE) table elements rendered according selection order. y (data_extract_spec list multiple data_extract_spec) Object available choices pre-selected option variable Y - column values data_extract_spec must allow multiple selection case. show_percentage optional, (logical) Whether show percentages (relevant x factor). Defaults TRUE. show_total optional, (logical) Whether show total column. Defaults TRUE. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. basic_table_args (basic_table_args) object created teal.widgets::basic_table_args() settings module table. argument merged options variable teal.basic_table_args default module setup. details see vignette: vignette(\"custom-basic-table-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_t_crosstable.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a simple cross-table — tm_t_crosstable","text":"examples, please see vignette \"Using cross table\" via vignette(\"using-cross-table\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_t_crosstable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a simple cross-table — tm_t_crosstable","text":"","code":"# Percentage cross table of variables from ADSL dataset  data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_t_crosstable(       label = \"Cross Table\",       x = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], subset = function(data) {             idx <- !vapply(data, inherits, logical(1), c(\"Date\", \"POSIXct\", \"POSIXlt\"))             return(names(data)[idx])           }),           selected = \"COUNTRY\",           multiple = TRUE,           ordered = TRUE,           fixed = FALSE         )       ),       y = teal.transform::data_extract_spec(         dataname = \"ADSL\",         select = teal.transform::select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], subset = function(data) {             idx <- vapply(data, is.factor, logical(1))             return(names(data)[idx])           }),           selected = \"SEX\",           multiple = FALSE,           fixed = FALSE         )       ),       basic_table_args = teal.widgets::basic_table_args(         subtitles = \"Table generated by Crosstable Module\"       )     )   ) ) #> [INFO] 2024-02-15 15:23:00.7550 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_variable_browser.html","id":null,"dir":"Reference","previous_headings":"","what":"Variable Browser Teal Module — tm_variable_browser","title":"Variable Browser Teal Module — tm_variable_browser","text":"variable browser provides table variable names labels plot visualizes content particular variable. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_variable_browser.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Variable Browser Teal Module — tm_variable_browser","text":"","code":"tm_variable_browser(   label = \"Variable Browser\",   datasets_selected = character(0),   parent_dataname = \"ADSL\",   pre_output = NULL,   post_output = NULL,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_variable_browser.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Variable Browser Teal Module — tm_variable_browser","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. datasets_selected (character) vector datasets shown order. Names vector correspond datasets names. vector length zero (default) datasets shown. Note: datasets data.frame class compatible; using types cause error. parent_dataname (character(1)) dataname exists datasets_selected extra checkbox shown allow users show variables datasets exist dataname. typically used remove ADSL columns CDISC data. non CDISC data can ignored. Defaults \"ADSL\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_variable_browser.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Variable Browser Teal Module — tm_variable_browser","text":"Numeric columns fewer 30 distinct values can treated either factors numbers checkbox allowing users switch treated (< 6 unique values default categorical, otherwise numeric).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/tm_variable_browser.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Variable Browser Teal Module — tm_variable_browser","text":"","code":"data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE }) datanames <- c(\"ADSL\", \"ADTTE\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  app <- teal::init(   data = data,   modules(     teal.modules.general::tm_variable_browser(       label = \"Variable browser\",       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Variable Browser Module\")       ),     )   ) ) #> [INFO] 2024-02-15 15:23:01.1022 pid:1211 token:[] teal.modules.general Initializing tm_variable_browser if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/validate_input.html","id":null,"dir":"Reference","previous_headings":"","what":"Validates the variable browser inputs — validate_input","title":"Validates the variable browser inputs — validate_input","text":"Validates variable browser inputs","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/validate_input.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Validates the variable browser inputs — validate_input","text":"","code":"validate_input(input, plot_var, data)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/validate_input.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Validates the variable browser inputs — validate_input","text":"input (session$input) shiny session input plot_var (list) list data frame array variable names data (tdata) datasets passed module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/validate_input.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Validates the variable browser inputs — validate_input","text":"logical TRUE validations pass; Shiny validation error otherwise","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_labels.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Label Attributes of Variables in a data.frame — var_labels","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"Variable labels can stored label attribute variable. functions returns named character vector variable labels (empty sting specified)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_labels.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"","code":"var_labels(x, fill = FALSE)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_labels.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"x data.frame object fill boolean case label attribute exist TRUE variable names returned, otherwise NA","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_labels.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"named character vector variable labels, names correspond variable names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_labels.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"formatters package source function.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_missings_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarizes missings occurrence — var_missings_info","title":"Summarizes missings occurrence — var_missings_info","text":"Summarizes missings occurrence vector","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_missings_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarizes missings occurrence — var_missings_info","text":"","code":"var_missings_info(x)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_missings_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarizes missings occurrence — var_missings_info","text":"x vector type length","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_missings_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarizes missings occurrence — var_missings_info","text":"text describing NA occurrence.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_summary_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarizes variable — var_summary_table","title":"Summarizes variable — var_summary_table","text":"Creates html summary statistics relevant data type. numeric values returns central tendency measures, factor returns level counts, Date  date range, just number levels.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_summary_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarizes variable — var_summary_table","text":"","code":"var_summary_table(x, numeric_as_factor, dt_rows, outlier_definition)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_summary_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarizes variable — var_summary_table","text":"x vector type numeric_as_factor logical numeric variable treated factor dt_rows numeric current/latest DT page length outlier_definition 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3 removed)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/var_summary_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarizes variable — var_summary_table","text":"text simple statistics.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/variable_type_icons.html","id":null,"dir":"Reference","previous_headings":"","what":"Get icons to represent variable types in dataset — variable_type_icons","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"Get icons represent variable types dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/variable_type_icons.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"","code":"variable_type_icons(var_type)"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/variable_type_icons.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"var_type (character) R internal types (classes).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/variable_type_icons.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"(character) vector HTML icons corresponding data type column.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/variable_type_icons.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"","code":"teal.modules.general:::variable_type_icons(c(   \"integer\", \"numeric\", \"logical\", \"Date\", \"POSIXct\", \"POSIXlt\",   \"factor\", \"character\", \"unknown\", \"\" )) #>  [1] \"<i class=\\\"fas fa-arrow-up-1-9\\\" role=\\\"presentation\\\" aria-label=\\\"arrow-up-1-9 icon\\\"><\/i>\"       #>  [2] \"<i class=\\\"fas fa-arrow-up-1-9\\\" role=\\\"presentation\\\" aria-label=\\\"arrow-up-1-9 icon\\\"><\/i>\"       #>  [3] \"<i class=\\\"fas fa-pause\\\" role=\\\"presentation\\\" aria-label=\\\"pause icon\\\"><\/i>\"                     #>  [4] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [5] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [6] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [7] \"<i class=\\\"far fa-chart-bar\\\" role=\\\"presentation\\\" aria-label=\\\"chart-bar icon\\\"><\/i>\"             #>  [8] \"<i class=\\\"far fa-keyboard\\\" role=\\\"presentation\\\" aria-label=\\\"keyboard icon\\\"><\/i>\"               #>  [9] \"<i class=\\\"far fa-circle-question\\\" role=\\\"presentation\\\" aria-label=\\\"circle-question icon\\\"><\/i>\" #> [10] \"\""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/varname_w_label.html","id":null,"dir":"Reference","previous_headings":"","what":"Get variable name with label — varname_w_label","title":"Get variable name with label — varname_w_label","text":"Get variable name label","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/varname_w_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get variable name with label — varname_w_label","text":"","code":"varname_w_label(   var_names,   dataset,   wrap_width = 80,   prefix = NULL,   suffix = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/varname_w_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get variable name with label — varname_w_label","text":"var_names (character) Name variable extract labels . dataset (dataset) Name analysis dataset. wrap_width (numeric) Number characters wrap original label . Defaults 80. prefix (character) String paste beginning variable name label. suffix (character) String paste end variable name label.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/varname_w_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get variable name with label — varname_w_label","text":"(character) String variable name label.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/reference/varname_w_label.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get variable name with label — varname_w_label","text":"","code":"if (FALSE) { ADSL <- teal.modules.general::rADSL  varname_w_label(\"AGE\", ADSL) }"},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-16-9020","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.16.9020","text":"Updated package docs vignettes new way specifying data teal::init(). data argument accept teal_data object","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-16-9020","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.16.9020","text":"Removed teal.slice dependencies. Specified minimal version package dependencies.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"breaking-changes-0-2-16","dir":"Changelog","previous_headings":"","what":"Breaking changes","title":"teal.modules.general 0.2.16","text":"Replaced chunks simpler qenv class. Replaced datasets argument containing FilteredData new arguments data (tdata object) filter_panel_api (FilterPanelAPI).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-16","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.16","text":"Added parent_dataname argument tm_variable_browser tm_missing_data allow specification parent dataset modules. Improved UI labels plot panel title tm_g_association. Added inputs tm_variable_browser module text size plot theme. Forced ggplot theme always selected modules. Updated encodings input checks use shinyvalidate::InputValidator instead shiny::validate better UI experience.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-16","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.16","text":"Fixed bug tm_g_scatterplot selected x y facets . Fixed bug tm_g_distribution plot theoretical distribution newer ggplot2 version. Fixed bug tm_g_bivariate adding lines checkbox available one x y deselected. Fixed bug tm_variable_browser changing filters reset selected variable first list.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-16","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.16","text":"Removed scda package dependency examples. Replaced deprecated ggplot2 functions ..count.., ..density.. ..prop... Version bump forcats dependency.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-15","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.15","text":"Added teal.reporter functionality modules. Implemented nestcolor examples, refactored tm_a_pca tm_missing_data allow using nestcolor. Added log transformation options tm_g_scatterplot. Added server_rendering flag tm_data_table control whether table rendered server client side.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-15","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.15","text":"Fixed overflow wide tm_a_pca tables. Fixed join type functionality tm_t_crosstable. Fixed bug tm_missing_data selecting variables missings. Fixed bug tm_missing_data using any_na.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-15","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.15","text":"Moved packages used one module Imports Suggests DESCRIPTION file. Moved magrittr package Depends Imports DESCRIPTION file.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-14","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.14","text":"New teal module tm_front_page simplify creating front page teal apps. Added slider widget control font size label tm_g_scatterplot. Output integers without decimal places selecting points tm_g_scatterplot. Improved names code chunks shown Debug Info. Improved validation message number regressors big tm_a_regression.R.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-14","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.14","text":"Fixed wrong validation tm_a_pca. Fixed crash deselecting categorical factor tm_outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-14","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.14","text":"Added template pkgdown site. Updated package authors.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-13","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.13","text":"Rewrote modules use moduleServer updated call plot_with_settings_srv changes teal.devel. Fixed tracking selection order data_extract_ui. selectors can return ordered selection one specifies ordered = TRUE select_spec. Switched order tm_missing_data combination plot show data descending order. Changed variable levels output tm_missing_data allow numerical sorting.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-13","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.13","text":"Removed unneeded n row tm_t_crosstable. Replaced calls teal::root_modules teal::modules following deprecation teal::root_modules. Adjusted package imports take account changes teal framework. Added “Getting started teal.modules.general” vignette. Updated README file. Moved ggmosaic package Depends Imports DESCRIPTION file.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-12","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.12","text":"Added support logging logger package added info level logs upon initialization module. Added support custom arguments ggplot2::labs ggplot2::theme plot based modules. Added support custom arguments rtables::basic_table tm_t_crosstable. Updated tm_outliers, tm_g_scatterplotmatrix, tm_g_association, tm_t_crosstable modules adopt new teal.transform::data_merge_srv teal.transform::data_extract_multiple_srv modules. Distinguished bars representing NA plot depicting counts tm_variable_browser different color fill. Modified summary statistics table numeric columns tm_variable_browser reflect plot outliers removed. Added option remove missing values tm_variable_browser histogram factor like variables. Added ability sort Variable Type tm_variable_browser separating variable type icons column. Updated Grouped Subject tab tm_missing_data module present data way Summary tab . Added support NA level grouping variable variable levels table tm_missing_data module. Added informative labels level grouping variable variable levels table tm_missing_data module. Added checkbox tm_g_scatterplot toggle option free x y axis scales whenever faceting arguments provided. Used browser-side processing tm_data_table Buttons extension download full table. Added example advanced usage DT module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-12","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.12","text":"Fixed error tm_variable_browser selected column logical(1). Fixed bugs modules’ vignette examples.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-12","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.12","text":"Added R version requirement R >= 3.6. Removed input_id argument teal.transform::data_merge_module calls modules. Refactored defunct teal.devel::data_extract_input replacement teal.transform::data_extract_ui. Updated teal.transform::data_merge_srv use dplyr::inner_join instead dplyr::left_join tm_outliers module. Removed overlay statistics table tm_g_distribution module. Removed dependency test.nest package. Removed dependency utils.nest package replaced functions equivalents checkmate package.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"new-features-0-2-11","dir":"Changelog","previous_headings":"","what":"New features","title":"teal.modules.general 0.2.11","text":"new module, tm_file_viewer, added visualization static files. new module, tm_g_distribution, added distribution analysis.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-11","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.11","text":"Fixed bar plot order factor variables tm_variable_browser.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_variable_browser-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_variable_browser","title":"teal.modules.general 0.2.11","text":"Added sparkline support Date/POSIXct/POSIXlt variable types. Fixed histograms contain least two bars.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_outliers-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_outliers","title":"teal.modules.general 0.2.11","text":"Added filter_spec support. Simplified returned R code. Support select_spec categorical variables.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_scatterplotmatrix-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplotmatrix","title":"teal.modules.general 0.2.11","text":"Added ordered select input support. Decoupled dataset list variables list parameters.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_association-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_association","title":"teal.modules.general 0.2.11","text":"Added ordered select input support.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_t_crosstable-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_t_crosstable","title":"teal.modules.general 0.2.11","text":"Added ordered select input support.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_scatterplot-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.11","text":"Modified trend line feature scatterplot display raw equation equal actual y value actual x values plugged .","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-11","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.11","text":"Updated LICENCE README new package references. Added error_on_lint: TRUE .lintr. Updated quantile type = 2 argument tm_variable_browser line STREAM.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-10","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.10","text":"Refactored internal code modules optimize performance. Refactored tm_g_scatterplot compute trend line statistics using ggpmisc::stat_poly_eq simplify code labels group plot. Refactored tm_g_scatterplot enable filtering via Encoding Panel using new filter_spec functionality. Added support logical variables tm_variable_browser. Updated tm_outliers handle non-CDISC datasets. Updated UI tm_variable_browser factor character variables 30 levels. Updated sparklines remove NA values numeric variables. Added checkbox display number observations plot tm_g_scatterplot. Added validation statements tm_g_scatterplot handling users choosing one facet variable. Improved performance tm_variable_browser efficient sparkline generation. Added html code type datasets labels inside tm_missing_data. Improved styling tool tips tm_a_regression, tm_missing_data tm_variable_browser.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"enhancements-0-2-9","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.9","text":"Added download, enlarge resize graph options tm_variable_browser module. Added download expand options table tm_t_crosstable. Enabled selection custom datasets tm_variable_browser datasets_selected argument. Allowed dataset variables used grouping variables variable levels tab tm_missing_data, just selected displayed rows table. Enabled brushing points NA categories facetting tm_g_scatterplot.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-9","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.9","text":"Added persistence number entries displayed data tables. Removed ‘treat variable factor’ checkbox tm_variable_browser graph shown. Fixed DT length reset tm_variable_browser “Show parent dataset variables” checkbox tick.","code":""},{"path":[]},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_outliers-0-2-8","dir":"Changelog","previous_headings":"New Module","what":"tm_outliers","title":"teal.modules.general 0.2.8","text":"Added new module tm_outliers analyze outliers datasets.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_scatterplot-0-2-8","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.8","text":"Added max_deg optional argument scatterplot allow users choose maximum smoothing degree trend line. Added column row facetting functionality scatterplot. Added possibility specify type join tm_t_crosstable. Incorporate missings resulting non inner join.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"bug-fixes-0-2-8","dir":"Changelog","previous_headings":"","what":"Bug Fixes","title":"teal.modules.general 0.2.8","text":"Fixed edge case errors tm_missing_data caused input dataset categorical variables data.frame instead tibble. Fixed tm_a_pca biplot plot coloring factor/character/numeric < 6 values variable. Fixed typo outlier definition tm_variable_browser.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-8","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.8","text":"Sparklines longer shown numeric variables 100000 rows. Colors legend plot. Replaced \"Show variables ADSL\" checkbox general \"Show parent dataset variables\". Capitalize default module labels. outputs tm_missing_data conditional data CDISC data. Added pre_output post_output arguments tm_data_table, tm_missing_data, tm_variable_browser. Fixed issue tm_data_table selecting “show distinct rows” variable names non-alphanumeric characters.","code":""},{"path":[]},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_variable_browser-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_variable_browser","title":"teal.modules.general 0.2.7","text":"Introduced sparklines quick, inline variable summaries. Added option remove outliers. Histograms statistics tables now displayed variables type Date, POSIXct POSIXlt. Character variable summary statistics tables now displayed decreasing order occurrences instead alphabetical. Display number non-missing rows n statistics table numeric variables. Added ability treat numeric variables categorical. tm_variable_browser shows 30 50 levels divided 2 columns character/factor variables 30 unique levels.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_a_regression-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_a_regression","title":"teal.modules.general 0.2.7","text":"Added support outlier labels tm_a_regression provided additional optional argument, default_outlier_label can used specify default column used label outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_scatterplot-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.7","text":"Implemented trend line. Added marginal density plots. Added option display rug plot axes. Added shape point color arguments. latter users colourpicker::colourInput. Added size_by variable scatterplot allowed point size mapped numeric variable.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_missing_data-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_missing_data","title":"teal.modules.general 0.2.7","text":"Added bar chart missing data combination plot. Removed keys missing data combinations plot selected.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_g_bivariate-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_bivariate","title":"teal.modules.general 0.2.7","text":"Bivariate plots two continuous variables now allow adding lines. Show labels x axis selecting categorical variable fixed issues deselecting variables datasets encodings panel (including addition meaningful warnings).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tm_a_pca-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_a_pca","title":"teal.modules.general 0.2.7","text":"Updated include Plot settings Plot specific settings.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"miscellaneous-0-2-7","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.7","text":"Integrated is_single_dataset argument data_extract_input function calls simplify encodings panel UI. Moved code argument cdisc_dataset (cdisc_data) examples vignettes. Require ggmosaic version >= 0.3.0.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-026","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.6","title":"teal.modules.general 0.2.6","text":"Adds additional plot settings themes tm_g_association, tm_g_response, tm_g_scatterplot, well point size opacity settings tm_g_association tm_g_scatterplot. Replace pickerInput optionalSelectInput tm_data_table. Adds new facet parameter tm_g_bivariate specify whether facet encodings elements visible user default. Replace plot_with_height module new plot_with_settings module. Missing data module now uses chunks get reproducible R code. New theme missing data module new label positioning. tm_data_table: allow developers pass arguments DT::dataTable use pickerInput select variables. tm_g_response new argument count_labels. Counts might assessed frequency plot . Moved missing data module summary plot footer elements tool tip encodings panels. Replaced base plots tm_a_regression ggplot2. Added optional slider adjust width plot_with_settings. Handle Inf data gracefully. tm_variable_browser now outputs summary table factors missing values.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-025","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.5","title":"teal.modules.general 0.2.5","text":"Adds ggplot call inside chunks modules. Pass dataname get_rcode_srv. Uses utils function standardize plot label generation. Improved handling variable labels. Removed “Add filter variable” button variable browser module. Scatterplot matrix module now automatically converts characters factors message.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-024","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.4","title":"teal.modules.general 0.2.4","text":"New PCA module. Documentation fix cross table module. Display variable labels drop-menu data table (#393). Optional subsetting ordering datasets tm_data_table. Use teal.code::chunks_push_data_merge include merge code reproducibility code. consistent coloring behavior bivariate plots. Updates missing data module. Updated graph axis labels following modules: bivariate plot, missing data, response plot, regression module, scatterplot, scatterplot matrix. Simplify scatterplot matrix display plot within one dataset .","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-023","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.3","title":"teal.modules.general 0.2.3","text":"Fixed naming tm_variable_browser. Correlation added Scatter Plot Matrix. Opacity slider added tm_bivariate. Fixes due bug teal.devel#313. Performance enhancements missing data module. Fix bug reactivity scatterplot matrix module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-022","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.2","title":"teal.modules.general 0.2.2","text":"New module summarize missing data. Refactor variable browser module. Correct display density / frequency option bivariate plot.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-021","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.1","title":"teal.modules.general 0.2.1","text":"Fix magrittr loading reproducible code.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-020","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.0","title":"teal.modules.general 0.2.0","text":"Refactor functions data extract data merge. Create sample_app.R demonstrating teal.modules.general modules. Rename tm_table tm_cross_table. Include show R code modules. Merge tm_cross_table tm_t_percentage_table one module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/main/news/index.html","id":"tealmodulesgeneral-010","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.1.0","title":"teal.modules.general 0.1.0","text":"Initial release.","code":""}]
+[{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behavior contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behavior include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible enforcement [INSERT CONTACT METHOD]. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behavior deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behavior inappropriate. public apology may requested.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behavior. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behavior. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.1, available https://www.contributor-covenant.org/version/2/1/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contribution Guidelines","title":"Contribution Guidelines","text":"🙏 Thank taking time contribute! input deeply valued, whether issue, pull request, even feedback, regardless size, content scope.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"table-of-contents","dir":"","previous_headings":"","what":"Table of contents","title":"Contribution Guidelines","text":"👶 Getting started 📔 Code Conduct 🗃 License 📜 Issues 🚩 Pull requests 💻 Coding guidelines 🏆 Recognition model ❓ Questions","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"getting-started","dir":"","previous_headings":"","what":"Getting started","title":"Contribution Guidelines","text":"Please refer project documentation brief introduction. Please also see articles within project documentation additional information.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"Contribution Guidelines","text":"Code Conduct governs project. Participants contributors expected follow rules outlined therein.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"license","dir":"","previous_headings":"","what":"License","title":"Contribution Guidelines","text":"contributions covered project’s license.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"issues","dir":"","previous_headings":"","what":"Issues","title":"Contribution Guidelines","text":"use GitHub track issues, feature requests, bugs. submitting new issue, please check issue already reported. issue already exists, please upvote existing issue 👍. new feature requests, please elaborate context benefit feature users, developers, relevant personas.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"github-flow","dir":"","previous_headings":"Pull requests","what":"GitHub Flow","title":"Contribution Guidelines","text":"repository uses GitHub Flow model collaboration. submit pull request: Create branch Please see branch naming convention . don’t write access repository, please fork . Make changes Make sure code passes checks imposed GitHub Actions well documented well tested unit tests sufficiently covering changes introduced Create pull request (PR) pull request description, please link relevant issue (), provide detailed description change, include assumptions. Address review comments, Post approval Merge PR write access. Otherwise, reviewer merge PR behalf. Pat back Congratulations! 🎉 now official contributor project! grateful contribution.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"branch-naming-convention","dir":"","previous_headings":"Pull requests","what":"Branch naming convention","title":"Contribution Guidelines","text":"Suppose changes related current issue current project; please name branch follows: <issue_id>_<short_description>. Please use underscore (_) delimiter word separation. example, 420_fix_ui_bug suitable branch name change resolving UI-related bug reported issue number 420 current project. change affects multiple repositories, please name branches follows: <issue_id>_<issue_repo>_<short description>. example, 69_awesomeproject_fix_spelling_error reference issue 69 reported project awesomeproject aims resolve one spelling errors multiple (likely related) repositories.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"monorepo-and-stageddependencies","dir":"","previous_headings":"Pull requests","what":"monorepo and staged.dependencies","title":"Contribution Guidelines","text":"Sometimes might need change upstream dependent package(s) able submit meaningful change. using staged.dependencies functionality simulate monorepo behavior. dependency configuration already specified project’s staged_dependencies.yaml file. need name feature branches appropriately. exception branch naming convention described . Please refer staged.dependencies package documentation details.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"coding-guidelines","dir":"","previous_headings":"","what":"Coding guidelines","title":"Contribution Guidelines","text":"repository follows unified processes standards adopted maintainers ensure software development carried consistently within teams cohesively across repositories.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"style-guide","dir":"","previous_headings":"Coding guidelines","what":"Style guide","title":"Contribution Guidelines","text":"repository follows standard tidyverse style guide uses lintr lint checks. Customized lint configurations available repository’s .lintr file.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"dependency-management","dir":"","previous_headings":"Coding guidelines","what":"Dependency management","title":"Contribution Guidelines","text":"Lightweight right weight. repository follows tinyverse recommedations limiting dependencies minimum.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"dependency-version-management","dir":"","previous_headings":"Coding guidelines","what":"Dependency version management","title":"Contribution Guidelines","text":"code compatible (!) historical versions given dependenct package, required specify minimal version DESCRIPTION file. particular: development version requires (imports) development version another package - required put abc (>= 1.2.3.9000).","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"r--package-versions","dir":"","previous_headings":"Coding guidelines > Recommended development environment & tools","what":"R & package versions","title":"Contribution Guidelines","text":"continuously test packages newest R version along recent dependencies CRAN BioConductor. recommend working environment also set way. can find details R version packages used R CMD check GitHub Action execution log - step prints R sessionInfo(). discover bugs older R versions older set dependencies, please create relevant bug reports.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"pre-commit","dir":"","previous_headings":"Coding guidelines > Recommended development environment & tools","what":"pre-commit","title":"Contribution Guidelines","text":"highly recommend use pre-commit tool combined R hooks pre-commit execute checks committing pushing changes. Pre-commit hooks already available repository’s .pre-commit-config.yaml file.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"recognition-model","dir":"","previous_headings":"","what":"Recognition model","title":"Contribution Guidelines","text":"mentioned previously, contributions deeply valued appreciated. contribution data available part repository insights, recognize significant contribution hence add contributor package authors list, following rules enforced: Minimum 5% lines code authored* (determined git blame query) top 5 contributors terms number commits lines added lines removed* *Excluding auto-generated code, including limited roxygen comments renv.lock files. package maintainer also reserves right adjust criteria recognize contributions.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/CONTRIBUTING.html","id":"questions","dir":"","previous_headings":"","what":"Questions","title":"Contribution Guidelines","text":"questions regarding contribution guidelines, please contact package/repository maintainer.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/SECURITY.html","id":"reporting-security-issues","dir":"","previous_headings":"","what":"Reporting Security Issues","title":"Security Policy","text":"believe found security vulnerability repositories organization, please report us coordinated disclosure. Please report security vulnerabilities public GitHub issues, discussions, pull requests. Instead, please send email vulnerability.management[@]roche.com. Please include much information listed can help us better understand resolve issue: type issue (e.g., buffer overflow, SQL injection, cross-site scripting) Full paths source file(s) related manifestation issue location affected source code (tag/branch/commit direct URL) special configuration required reproduce issue Step--step instructions reproduce issue Proof--concept exploit code (possible) Impact issue, including attacker might exploit issue information help us triage report quickly.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/SECURITY.html","id":"data-security-standards-dss","dir":"","previous_headings":"","what":"Data Security Standards (DSS)","title":"Security Policy","text":"Please make sure reporting issues form bug, feature, pull request, sensitive information PII, PHI, PCI completely removed text attachments, including pictures videos.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/teal-modules-general.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Getting started with teal.modules.general","text":"teal package extends shiny framework build interactive GUI applications using R programming language. shiny, hence teal, implemented allow building large applications combining small, decoupled modules. teal.modules.general package consisting set modules used build teal applications. “general” sense intended functions modules fundamental. contrast intended functions sister package, teal.modules.clinical, specialized around clinical data. modules teal.modules.general can combined modules teal.modules.clinical / shiny modules build large teal / shiny app. concepts presented require knowledge core features teal, specifically launch teal application pass data . Therefore, highly recommended refer README file introductory vignette teal package. See also teal.modules.clinical's README.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/teal-modules-general.html","id":"main-features","dir":"Articles","previous_headings":"","what":"Main features","title":"Getting started with teal.modules.general","text":"five areas data science teal.modules.general provides tools solutions (modules) : viewing data tabular form visualizing data plots graphs viewing data files directory examining missing extreme values data performing data analysis See package functions / modules.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/teal-modules-general.html","id":"example-application","dir":"Articles","previous_headings":"","what":"Example application","title":"Getting started with teal.modules.general","text":"simple application including tm_variable_browser module look like : Let’s break app pieces: line mentioned imports library required example loads data within library. Now, building teal_data object serve source data teal app. teal_data encapsulates data app, also houses code required create data maintain reproducibility. , create empty teal_data object evaluate code produce data within teal_data object, code data stored together. Following , set datanames join_keys. need load teal teal.modules.general already depends . next step, use teal create shiny ui server functions can launch using shiny. data argument tells teal input data - two datasets ADSL ADTTE - modules argument indicates modules included application. , include one - tm_variable_browser. shiny function shinyApp used ui server objects initialize teal app. teal app, data modules decoupled. app : app developer specified data assigned data argument. app developer specified module assigned modules argument. init function took arguments returned list, can demonstrated running: list contains two R objects named ui server.","code":"library(teal.modules.general)  # nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE }) datanames <- c(\"ADSL\", \"ADTTE\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end  app <- teal::init(   data = data,   modules = teal::modules(     tm_variable_browser(       label = \"Variable browser\",       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Variable Browser Module\")       ),     )   ) ) shinyApp(app$ui, app$server) library(teal.modules.general) # nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE }) datanames <- c(\"ADSL\", \"ADTTE\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end app <- teal::init(   data = data,   modules = teal::modules(     tm_variable_browser(       # module name to display in the GUI       label = \"Variable browser\",       # this argument takes a set of arguments to pass to ggplot2.       # the arguments must have the same names as its ggplot2 counterpart, e.g. `subtitle`       ggplot2_args = teal.widgets::ggplot2_args(         labs = list(subtitle = \"Plot generated by Variable Browser Module\")       ),     )   ) ) shiny::shinyApp(app$ui, app$server) class(app) ## [1] \"list\" names(app) ## [1] \"ui\"     \"server\""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-association-plot.html","id":"section-teal-application-to-use-association-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use association plot with various datasets types","title":"Using association plot","text":"vignette guide 4 parts create teal application using various types datasets inside association plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-association-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Loading libraries","title":"Using association plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-association-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create data sets","title":"Using association plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start ADSL <- teal.modules.general::rADSL ADSL2 <- teal.modules.general::rADSL %>%   mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1)) ADRS <- teal.modules.general::rADRS ADTTE <- teal.modules.general::rADTTE ADLB <- teal.modules.general::rADLB %>%   mutate(CHGC = as.factor(case_when(     CHG < 1 ~ \"N\",     CHG > 1 ~ \"P\",     TRUE ~ \"-\"   ))) # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-association-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create an app variable","title":"Using association plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_association using different combinations data sets.","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- ADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\")  # nolint end  app <- teal::init(   data = data,   modules = teal::modules(     # tm_g_association ----     modules(       label = \"Association plot\",       tm_g_association(         label = \"Single wide dataset\",         ref = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"AGE\",             fixed = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"BMRKR1\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_g_association(         label = \"Two wide datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"STRATA1\", \"RACE\")),             selected = \"STRATA1\",             multiple = FALSE,             fixed = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\", \"RACE\", \"COUNTRY\")),             selected = c(\"AGE\", \"COUNTRY\", \"RACE\"),             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_g_association(         label = \"Multiple different long datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADTTE\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = c(\"PFS\", \"EFS\"),             multiple = TRUE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADRS\",           reshape = TRUE,           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"BMRKR1\", \"BMRKR2\", \"ARM\")),             selected = \"AVALC\",             multiple = TRUE,             fixed = FALSE           ),           filter = list(             filter_spec(               label = \"Select endpoints:\",               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = \"BESRSPI\",               multiple = TRUE             ),             filter_spec(               label = \"Select endpoints:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = \"SCREENING\",               multiple = TRUE             )           )         )       ),       tm_g_association(         label = \"Wide and long datasets\",         ref = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"AVALC\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Selected variable:\"           ),           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD),               multiple = TRUE,               label = \"Select response\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT),               multiple = TRUE,               label = \"Select visit:\"             )           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\", \"BMRKR1\", \"STRATA1\", \"ARM\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_association(         label = \"Same long datasets (same subsets)\",         ref = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"PARAMCD\",             multiple = TRUE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_association(         label = \"Same long datasets (different subsets)\",         ref = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\", \"PCHG2\")),             selected = \"AVAL\",             multiple = FALSE           )         ),         vars = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select labs:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"STRATA1\",             multiple = TRUE           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-association-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Run the app","title":"Using association plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-bivariate-plot.html","id":"section-teal-application-to-use-bivariate-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use bivariate plot with various datasets types","title":"Using bivariate plot","text":"vignette guide 4 parts create teal application using various types datasets inside bivariate plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-bivariate-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Loading libraries","title":"Using bivariate plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-bivariate-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Create data sets","title":"Using bivariate plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-bivariate-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Create an app variable","title":"Using bivariate plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_bivariate using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # tm_g_bivariate ------     modules(       label = \"Bivariate plot\",       tm_g_bivariate(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"BMRKR1\",             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_bivariate(         label = \"Two wide datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"AGE\", \"SEX\", \"STRATA1\", \"RACE\")),             selected = c(\"BMRKR1\"),             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"COUNTRY\", \"AGE\", \"RACE\")),             selected = \"RACE\",             multiple = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]]),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_bivariate(         label = \"Multiple different long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = teal.transform::filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - END OF INDUCTION\",             multiple = TRUE           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"CNSR\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = c(\"PARAMCD\"),             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"OS\",             multiple = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = teal.transform::filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - SCREENING\",             multiple = TRUE           ),           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"PARAMCD\", \"AVISIT\")),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       ),       tm_g_bivariate(         label = \"Wide and long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select response:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = \"BMRKR1\",             multiple = FALSE,             label = \"Select variable:\",             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"ARMCD\", \"PARAMCD\")),             selected = \"SEX\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"ARMCD\", \"PARAMCD\", \"AVISIT\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_bivariate(         label = \"Wide and multiple long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADRS\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select response:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"ARMCD\",             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       ),       tm_g_bivariate(         label = \"Same long datasets (same subset)\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AVAL\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARMCD\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVISIT\", \"PARAMCD\")),             selected = \"PARAMCD\",             multiple = FALSE,             label = \"Select variables:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVISIT\", \"PARAMCD\")),             selected = \"AVISIT\",             multiple = FALSE,             label = \"Select variables:\"           )         )       ),       tm_g_bivariate(         label = \"Same datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         use_density = FALSE,         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select category:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\", \"ARMCD\", \"ACTARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select category:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\", \"ARMCD\", \"ACTARMCD\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variables:\"           )         ),         color_settings = TRUE,         color = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         fill = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         size = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         plot_height = c(600, 200, 2000),         ggtheme = \"gray\"       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-bivariate-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use bivariate plot with various datasets types","what":"Run the app","title":"Using bivariate plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-cross-table.html","id":"section-teal-application-to-use-cross-table-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use cross table with various datasets types","title":"Using cross table","text":"vignette guide 4 parts create teal application using various types datasets inside cross table module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-cross-table.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Loading libraries","title":"Using cross table","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-cross-table.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Create data sets","title":"Using cross table","text":"Inside app 2 datasets used ADSL wide data set subject data ADLB long data set lab measurements subject","code":"data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-cross-table.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Create an app variable","title":"Using cross table","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_t_crosstable using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Cross table\",       tm_t_crosstable(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = names(data[[\"ADSL\"]])[5],             multiple = TRUE,             fixed = FALSE,             ordered = TRUE           )         ),         y = teal.transform::data_extract_spec(           \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = names(data[[\"ADSL\"]])[6],             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_t_crosstable(         label = \"Same long datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"AVISIT\",             multiple = TRUE,             fixed = FALSE,             ordered = TRUE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]]),             selected = \"LOQFL\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-cross-table.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use cross table with various datasets types","what":"Run the app","title":"Using cross table","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-data-table.html","id":"section-teal-application-to-use-association-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use association plot with various datasets types","title":"Using data table","text":"vignette guide 4 parts create teal application using various types datasets inside data table module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-data-table.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Loading libraries","title":"Using data table","text":"","code":"library(teal.modules.general) # used to create the app"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-data-table.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create data sets","title":"Using data table","text":"Inside app 3 datasets used ADSL wide data set subject data ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB }) datanames <- c(\"ADSL\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-data-table.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Create an app variable","title":"Using data table","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_data_table using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # two-datasets example     tm_data_table(       label = \"Two datasets\",       variables_selected = list(         ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\"),         ADTTE = c(           \"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\",           \"PARAM\", \"PARAMCD\", \"ARM\", \"ARMCD\", \"AVAL\", \"CNSR\"         )       )     ),     # subsetting or changing order of datasets     tm_data_table(       label = \"Datasets order\",       variables_selected = list(         ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\"),         ADLB = c(           \"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\",           \"PARAM\", \"PARAMCD\", \"AVISIT\", \"AVISITN\", \"AVAL\", \"CHG\"         )       ),       datasets_selected = c(\"ADTTE\", \"ADLB\", \"ADSL\")     ),     # advanced usage of DT options and extensions     tm_data_table(       label = \"Advanced DT usage\",       dt_args = list(extensions = c(\"Buttons\", \"ColReorder\", \"FixedHeader\")),       dt_options = list(         searching = FALSE,         pageLength = 30,         lengthMenu = c(5, 15, 25, 50, 100),         scrollX = FALSE,         dom = \"lBrtip\",         buttons = c(\"copy\", \"csv\", \"excel\", \"pdf\", \"print\"),         colReorder = TRUE,         fixedHeader = TRUE       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-data-table.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use association plot with various datasets types","what":"Run the app","title":"Using data table","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-outliers-module.html","id":"section-teal-application-to-analyze-and-report-outliers-with-various-datasets-types-","dir":"Articles","previous_headings":"","what":"Teal application to analyze and report outliers with various datasets types.","title":"Using outliers module","text":"vignette guide 4 parts create teal application using various types datasets inside outliers module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-outliers-module.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Loading libraries","title":"Using outliers module","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-outliers-module.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Create data sets","title":"Using outliers module","text":"Inside app 5 datasets used ADSL wide data set subject data ADRS long data set response data subjects different time points study ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADRS <- teal.modules.general::rADRS   ADLB <- teal.modules.general::rADLB }) datanames <- c(\"ADSL\", \"ADRS\", \"ADLB\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames] # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-outliers-module.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Create an app variable","title":"Using outliers module","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_outliers using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     # tm_outliers ----     modules(       label = \"Outliers module\",       tm_outliers(         label = \"Single wide dataset\",         outlier_var = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = \"AGE\",             fixed = FALSE           )         ),         categorical_var = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(               data[[\"ADSL\"]],               subset = names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor)))             ),             selected = \"RACE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_outliers(         label = \"Wide and long datasets\",         outlier_var = list(           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),               selected = \"AGE\",               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\")),               selected = \"AVAL\",               multiple = FALSE,               fixed = FALSE             )           )         ),         categorical_var =           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(                 data[[\"ADSL\"]],                 subset = names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor)))               ),               selected = \"RACE\",               multiple = FALSE,               fixed = FALSE             )           )       ),       tm_outliers(         label = \"Multiple long datasets\",         outlier_var = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADRS\"]], c(\"ADY\", \"EOSDY\")),               selected = \"ADY\",               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variable:\",               choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"CHG2\")),               selected = \"AVAL\",               multiple = FALSE,               fixed = FALSE             )           )         ),         categorical_var = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADRS\"]], c(\"ARM\", \"ACTARM\")),               selected = \"ARM\",               multiple = FALSE,               fixed = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADLB\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(                 data[[\"ADLB\"]],                 subset = names(Filter(isTRUE, sapply(data[[\"ADLB\"]], is.factor)))               ),               selected = \"RACE\",               multiple = FALSE,               fixed = FALSE             )           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-outliers-module.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to analyze and report outliers with various datasets types.","what":"Run the app","title":"Using outliers module","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-regression-plots.html","id":"section-teal-application-to-use-regression-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use regression plot with various datasets types","title":"Using regression plots","text":"vignette guide 4 parts create teal application using various types datasets inside regression plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-regression-plots.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Loading libraries","title":"Using regression plots","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-regression-plots.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Create data sets","title":"Using regression plots","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-regression-plots.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Create an app variable","title":"Using regression plots","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_a_regression using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Regression plots\",       tm_a_regression(         label = \"Single wide dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Two wide datasets\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = c(\"AGE\", \"RACE\"),             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Same long datasets (same subset)\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"CNSR\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select parameter:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"PFS\",             multiple = FALSE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]], c(\"AGE\", \"CNSR\", \"SEX\")),             selected = c(\"AGE\", \"CNSR\", \"SEX\"),             multiple = TRUE           ),           filter = teal.transform::filter_spec(             label = \"Select parameter:\",             vars = \"PARAMCD\",             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"PFS\",             multiple = FALSE           )         )       ),       tm_a_regression(         label = \"Wide and long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],               multiple = TRUE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[2],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             label = \"Select variable:\",             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\", \"AGE\")),             selected = \"AGE\",             multiple = TRUE,             fixed = FALSE           )         )       ),       tm_a_regression(         label = \"Same long datasets (different subsets)\",         default_plot_type = 2,         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = TRUE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         regressor = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select labs:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVAL\", \"AGE\", \"BMRKR1\", \"BMRKR2\", \"SEX\", \"ARM\")),             selected = c(\"AVAL\", \"BMRKR1\"),             multiple = TRUE           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-regression-plots.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use regression plot with various datasets types","what":"Run the app","title":"Using regression plots","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-response-plot.html","id":"section-teal-application-to-use-response-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use response plot with various datasets types","title":"Using response plot","text":"vignette guide 4 parts create teal application using various types datasets inside response plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-response-plot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Loading libraries","title":"Using response plot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-response-plot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Create data sets","title":"Using response plot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-response-plot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Create an app variable","title":"Using response plot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_response using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Response plot\",       tm_g_response(         label = \"Single wide dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARMCD\", \"STRATA1\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_response(         label = \"Two wide datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = c(\"SEX\", \"COUNTRY\", \"RACE\", \"STRATA1\", \"ARMCD\"),             selected = \"ARMCD\",             multiple = FALSE           )         )       ),       tm_g_response(         label = \"Multiple long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               label = \"Select parameter:\",               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE             ),             filter_spec(               label = \"Select visit:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE             )           ),           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADLB\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           filter = list(             filter_spec(               label = \"Select parameter:\",               vars = \"PARAMCD\",               choices = levels(data[[\"ADRS\"]]$PARAMCD),               selected = levels(data[[\"ADRS\"]]$PARAMCD)[3],               multiple = FALSE             ),             filter_spec(               label = \"Select visit:\",               vars = \"AVISIT\",               choices = levels(data[[\"ADRS\"]]$AVISIT),               selected = levels(data[[\"ADRS\"]]$AVISIT)[3],               multiple = FALSE             )           ),           select = select_spec(             choices = c(\"AVALC\", \"ITTFL\", \"BEP01FL\"),             selected = \"AVALC\",             multiple = FALSE,             fixed = TRUE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = \"SEX\",             selected = NULL,             multiple = FALSE           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE           )         )       ),       tm_g_response(         label = \"Wide and long dataset\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],               multiple = TRUE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[2],               multiple = TRUE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"BMRKR2\", \"ITTFL\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             choices = variable_choices(data[[\"ADSL\"]], c(\"ARMCD\", \"BMRKR1\", \"BMRKR2\", \"BEP01FL\")),             selected = \"BMRKR2\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_response(         label = \"Same long datasets\",         response = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"BMRKR2\", \"AVALC\", \"BEP01FL\")),             selected = \"AVALC\",             multiple = FALSE,             fixed = TRUE,             label = \"Select variable:\"           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVALC\", \"AGE\", \"SEX\", \"ARMCD\", \"STRATA1\")),             selected = \"ARMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = \"PARAMCD\",             selected = \"PARAMCD\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = \"AVISIT\",             selected = \"AVISIT\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_response(         label = \"Same long datasets  (different subsets)\",         response = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = levels(data[[\"ADLB\"]]$PARAMCD),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[2],             multiple = FALSE,             label = \"Select lab:\"           ),           select = select_spec(             choices = \"BMRKR2\",             selected = \"BMRKR2\",             multiple = FALSE,             fixed = TRUE           )         ),         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = teal.transform::filter_spec(             vars = \"PARAMCD\",             choices = levels(data[[\"ADLB\"]]$PARAMCD),             selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],             multiple = FALSE,             label = \"Select lab:\"           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"AVISIT\", \"PARAMCD\", \"BEP01FL\")),             selected = \"AVISIT\",             multiple = FALSE,             fixed = TRUE           )         ),         row_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"SEX\", \"RACE\", \"ARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select Variable\"           )         ),         col_facet = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = levels(data[[\"ADLB\"]]$PARAMCD),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"SEX\", \"RACE\", \"ARMCD\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-response-plot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use response plot with various datasets types","what":"Run the app","title":"Using response plot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot-matrix.html","id":"section-teal-application-to-use-scatter-plot-matrix-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use scatter plot matrix with various datasets types","title":"Using scatterplot matrix","text":"vignette guide 4 parts create teal application using various types datasets inside scatter plot matrix module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot-matrix.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Loading libraries","title":"Using scatterplot matrix","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot-matrix.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Create data sets","title":"Using scatterplot matrix","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot-matrix.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Create an app variable","title":"Using scatterplot matrix","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_scatterplotmatrix using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Scatterplot matrix\",       # .. single wide ----       tm_g_scatterplotmatrix(         label = \"Single wide dataset\",         variables = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = c(\"AGE\", \"RACE\", \"SEX\", \"BMRKR1\", \"BMRKR2\"),             multiple = TRUE,             fixed = FALSE,             ordered = TRUE           )         )       ),       tm_g_scatterplotmatrix(         label = \"Multiple wide datasets\",         variables = list(           teal.transform::data_extract_spec(             dataname = \"ADSL\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADSL\"]]),               selected = c(\"AGE\", \"ACTARM\", \"SEX\", \"BMRKR1\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADSL2\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADSL2\"]]),               selected = c(\"COUNTRY\", \"ACTARM\", \"STRATA1\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             )           )         )       ),       tm_g_scatterplotmatrix(         \"One long dataset\",         variables = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             choices = variable_choices(data[[\"ADTTE\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = c(\"AVAL\", \"BMRKR1\", \"BMRKR2\"),             multiple = TRUE,             fixed = FALSE,             ordered = TRUE,             label = \"Select variables:\"           )         )       ),       tm_g_scatterplotmatrix(         label = \"Two long datasets\",         variables = list(           teal.transform::data_extract_spec(             dataname = \"ADRS\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADRS\"]]),               selected = c(\"AVAL\", \"AVALC\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE,             ),             filter = teal.transform::filter_spec(               label = \"Select endpoints:\",               vars = c(\"PARAMCD\", \"AVISIT\"),               choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),               selected = \"OVRINV - SCREENING\",               multiple = FALSE             )           ),           teal.transform::data_extract_spec(             dataname = \"ADTTE\",             select = select_spec(               label = \"Select variables:\",               choices = variable_choices(data[[\"ADTTE\"]]),               selected = c(\"AVAL\", \"CNSR\"),               multiple = TRUE,               fixed = FALSE,               ordered = TRUE             ),             filter = teal.transform::filter_spec(               label = \"Select parameters:\",               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),               selected = \"OS\",               multiple = TRUE             )           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot-matrix.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use scatter plot matrix with various datasets types","what":"Run the app","title":"Using scatterplot matrix","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot.html","id":"section-teal-application-to-use-scatter-plot-with-various-datasets-types","dir":"Articles","previous_headings":"","what":"Teal application to use scatter plot with various datasets types","title":"Using scatterplot","text":"vignette guide 4 parts create teal application using various types datasets inside scatter plot module: Load Libraries Create data sets Create app variable Run App","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot.html","id":"section-loading-libraries","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Loading libraries","title":"Using scatterplot","text":"","code":"library(teal.modules.general) # used to create the app library(dplyr) # used to modify data sets"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot.html","id":"section-create-data-sets","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Create data sets","title":"Using scatterplot","text":"Inside app 5 datasets used ADSL wide data set subject data ADSL2 wide data set subject data ADRS long data set response data subjects different time points study ADTTE long data set time event data ADLB long data set lab measurements subject","code":"# nolint start data <- teal_data() data <- within(data, {   ADSL <- teal.modules.general::rADSL   ADSL2 <- teal.modules.general::rADSL %>%     mutate(TRTDUR = round(as.numeric(TRTEDTM - TRTSDTM), 1))   ADRS <- teal.modules.general::rADRS   ADTTE <- teal.modules.general::rADTTE   ADLB <- teal.modules.general::rADLB %>%     mutate(CHGC = as.factor(case_when(       CHG < 1 ~ \"N\",       CHG > 1 ~ \"P\",       TRUE ~ \"-\"     ))) }) datanames <- c(\"ADSL\", \"ADSL2\", \"ADRS\", \"ADTTE\", \"ADLB\") datanames(data) <- datanames jk <- default_cdisc_join_keys[datanames] jk_adsl2 <- jk names(jk_adsl2)[names(jk_adsl2) == \"ADSL\"] <- \"ADSL2\" jk <- c(jk, jk_adsl2) jk[\"ADSL2\", \"ADSL\"] <- c(\"USUBJID\", \"STUDYID\") # nolint end"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot.html","id":"section-create-an-app-variable","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Create an app variable","title":"Using scatterplot","text":"important section. use teal::init function create app. data handed using teal.data::cdisc_data. app constructed multiple calls tm_g_scatterplot using different combinations data sets.","code":"app <- teal::init(   data = data,   modules = teal::modules(     modules(       label = \"Scatterplot\",       tm_g_scatterplot(         label = \"Single wide dataset\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"RACE\", \"SEX\")),             selected = NULL,             multiple = TRUE,             fixed = FALSE           )         )       ),       # .. Two wide -----       tm_g_scatterplot(         label = \"Two wide datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"AGE\", \"SEX\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL2\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL2\"]], c(\"COUNTRY\", \"AGE\", \"RACE\")),             selected = \"COUNTRY\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Different long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADRS\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select endpoint:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"OVRINV - SCREENING\",             multiple = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADTTE\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADTTE\"]]),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE           ),           filter = teal.transform::filter_spec(             label = \"Select parameters:\",             vars = c(\"PARAMCD\"),             choices = value_choices(data[[\"ADTTE\"]], \"PARAMCD\", \"PARAM\"),             selected = \"OS\",             multiple = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Wide and long datasets\",         x = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"BMRKR1\", \"COUNTRY\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select measurement:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             label = \"Selected variable:\",             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"AGE\", \"RACE\", \"COUNTRY\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE           )         )       ),       tm_g_scatterplot(         label = \"Same long datasets (same subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = \"AVAL\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AVAL\", \"BMRKR1\", \"BMRKR2\")),             selected = \"BMRKR1\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADRS\",           select = select_spec(             choices = variable_choices(data[[\"ADRS\"]], c(\"AGE\", \"SEX\", \"RACE\")),             selected = NULL,             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       ),       tm_g_scatterplot(         label = \"Same long datasets (different subsets)\",         x = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         y = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = \"AVAL\",             selected = \"AVAL\",             multiple = FALSE,             fixed = TRUE           )         ),         color_by = teal.transform::data_extract_spec(           dataname = \"ADLB\",           filter = list(             filter_spec(               vars = \"PARAMCD\",               choices = value_choices(data[[\"ADLB\"]], \"PARAMCD\", \"PARAM\"),               selected = levels(data[[\"ADLB\"]]$PARAMCD)[1],               multiple = FALSE,               label = \"Select lab:\"             ),             filter_spec(               vars = \"AVISIT\",               choices = levels(data[[\"ADLB\"]]$AVISIT),               selected = levels(data[[\"ADLB\"]]$AVISIT)[1],               multiple = FALSE,               label = \"Select visit:\"             )           ),           select = select_spec(             choices = variable_choices(data[[\"ADLB\"]], c(\"RACE\", \"SEX\")),             selected = \"SEX\",             multiple = FALSE,             fixed = FALSE,             label = \"Select variable:\"           )         )       )     )   ) )"},{"path":"https://insightsengineering.github.io/teal.modules.general/articles/using-scatterplot.html","id":"section-run-the-app","dir":"Articles","previous_headings":"Teal application to use scatter plot with various datasets types","what":"Run the app","title":"Using scatterplot","text":"simple shiny::shinyApp call let run app. Note app displayed running code inside R session.","code":"shinyApp(app$ui, app$server, options = list(height = 1024, width = 1024))"},{"path":"https://insightsengineering.github.io/teal.modules.general/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Dawid Kaledkowski. Author, maintainer. Pawel Rucki. Author. Mahmoud Hallal. Author. Ondrej Slama. Contributor. Maciej Nasinski. Author. Konrad Pagacz. Author. Nikolas Burkoff. Author. F. Hoffmann-La Roche AG. Copyright holder, funder.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Kaledkowski D, Rucki P, Hallal M, Nasinski M, Pagacz K, Burkoff N (2024). teal.modules.general: General Modules Add 'teal' Application. R package version 0.2.16.9022,  https://github.com/insightsengineering/teal.modules.general/, https://insightsengineering.github.io/teal.modules.general/.","code":"@Manual{,   title = {teal.modules.general: General Modules to Add to a `teal` Application},   author = {Dawid Kaledkowski and Pawel Rucki and Mahmoud Hallal and Maciej Nasinski and Konrad Pagacz and Nikolas Burkoff},   year = {2024},   note = {R package version 0.2.16.9022,  https://github.com/insightsengineering/teal.modules.general/},   url = {https://insightsengineering.github.io/teal.modules.general/}, }"},{"path":"https://insightsengineering.github.io/teal.modules.general/index.html","id":"tealmodulesgeneral","dir":"","previous_headings":"","what":"General Modules to Add to a `teal` Application","title":"General Modules to Add to a `teal` Application","text":"package contains set standard teal modules include applications. include modules : viewing data (including tm_variable_browser, tm_data_table, tm_file_viewer, …) visualizing data (tm_g_scatterplot, tm_g_association, …) understanding missing outlier values within data (tm_missing_data, tm_outliers, …) performing simple data analysis (tm_a_pca, tm_g_distribution, tm_a_regression, …). modules work CDISC data, independent datasets general relational data. Please see teal gallery TLG Catalog see examples teal apps modules package.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"General Modules to Add to a `teal` Application","text":"July 2023 insightsengineering packages available r-universe. See package vignettes browseVignettes(package = \"teal.modules.general\") usage package.","code":"# stable versions install.packages('teal.modules.general', repos = c('https://insightsengineering.r-universe.dev', 'https://cloud.r-project.org'))  # beta versions install.packages('teal.modules.general', repos = c('https://pharmaverse.r-universe.dev', 'https://cloud.r-project.org'))"},{"path":"https://insightsengineering.github.io/teal.modules.general/index.html","id":"acknowledgment","dir":"","previous_headings":"","what":"Acknowledgment","title":"General Modules to Add to a `teal` Application","text":"package result joint efforts many developers stakeholders. like thank everyone contributed far!","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/pull_request_template.html","id":null,"dir":"","previous_headings":"","what":"Pull Request","title":"Pull Request","text":"Fixes #nnn","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/add_facet_labels.html","id":null,"dir":"Reference","previous_headings":"","what":"Add axis labels that show facetting variable — add_facet_labels","title":"Add axis labels that show facetting variable — add_facet_labels","text":"Add axis labels show facetting variable","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/add_facet_labels.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add axis labels that show facetting variable — add_facet_labels","text":"","code":"add_facet_labels(p, xfacet_label = NULL, yfacet_label = NULL)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/add_facet_labels.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add axis labels that show facetting variable — add_facet_labels","text":"p ggplot2 object add facet labels xfacet_label label facet along x axis (nothing created NULL), vector, concatenated \" & \" yfacet_label label facet along y axis (nothing created NULL), vector, concatenated \" & \"","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/add_facet_labels.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add axis labels that show facetting variable — add_facet_labels","text":"grid grob object (drawn grid.draw)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/add_facet_labels.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add axis labels that show facetting variable — add_facet_labels","text":"","code":"# we put donttest to avoid strictr error with seq along.with argument # \\donttest{ library(ggplot2) library(grid)  p <- ggplot(mtcars) +   aes(x = mpg, y = disp) +   geom_point() +   facet_grid(gear ~ cyl) p  xfacet_label <- \"cylinders\" yfacet_label <- \"gear\" res <- add_facet_labels(p, xfacet_label, yfacet_label) grid.newpage() grid.draw(res)   grid.newpage() grid.draw(add_facet_labels(p, xfacet_label = NULL, yfacet_label))  grid.newpage() grid.draw(add_facet_labels(p, xfacet_label, yfacet_label = NULL))  grid.newpage() grid.draw(add_facet_labels(p, xfacet_label = NULL, yfacet_label = NULL))  # }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/call_fun_dots.html","id":null,"dir":"Reference","previous_headings":"","what":"Call a function with a character vector for the ... argument — call_fun_dots","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"Call function character vector ... argument","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/call_fun_dots.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"","code":"call_fun_dots(fun, str_args)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/call_fun_dots.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"fun (character) Name function ... argument shall replaced values str_args. str_args (character) character vector function shall executed ","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/call_fun_dots.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":": call (.e. expression) function provided fun arguments provided str_args.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/call_fun_dots.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Call a function with a character vector for the ... argument — call_fun_dots","text":"","code":"if (FALSE) { a <- 1 b <- 2 call_fun_dots(\"sum\", c(\"a\", \"b\")) eval(call_fun_dots(\"sum\", c(\"a\", \"b\"))) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/create_sparklines.html","id":null,"dir":"Reference","previous_headings":"","what":"S3 generic for sparkline widget HTML — create_sparklines","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"Generates sparkline HTML code corresponding input array. numeric variables creates box plot, character factors - bar plot. Produces empty string variables types. Coerces character vector factor delegates create_sparklines.factor Coerces logical vector factor delegates create_sparklines.factor","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/create_sparklines.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"","code":"create_sparklines(arr, width = 150, ...)  # S3 method for default create_sparklines(arr, width = 150, ...)  # S3 method for Date create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for POSIXct create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for POSIXlt create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for character create_sparklines(arr, ...)  # S3 method for logical create_sparklines(arr, ...)  # S3 method for factor create_sparklines(arr, width = 150, bar_spacing = 5, bar_width = 20, ...)  # S3 method for numeric create_sparklines(arr, width = 150, ...)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/create_sparklines.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"arr vector type length width numeric width sparkline widget (pixels) ... list additional options passed bar plots jquery.sparkline;  see jquery.sparkline docs bar_spacing numeric spacing bars (pixels) bar_width numeric width bars (pixels)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/create_sparklines.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"S3 generic for sparkline widget HTML — create_sparklines","text":"character variable containing HTML code sparkline HTML widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget character HTML code sparkline widget","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/establish_updating_selection.html","id":null,"dir":"Reference","previous_headings":"","what":"Creates observers updating the currently selected column — establish_updating_selection","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"created observers update column currently selected left-hand side tabset panel.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/establish_updating_selection.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"","code":"establish_updating_selection(datanames, input, plot_var, columns_names)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/establish_updating_selection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"datanames (character) name dataset input (session$input) shiny session input plot_var (list) list containing currently selected dataset (tab) column names columns_names (environment) environment containing bindings dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/establish_updating_selection.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Creates observers updating the currently selected column — establish_updating_selection","text":"Creates observer dataset (tab tabset panel).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/extract_input.html","id":null,"dir":"Reference","previous_headings":"","what":"Extract html id for data_extract_ui — extract_input","title":"Extract html id for data_extract_ui — extract_input","text":"data_extract_ui located extended html id. use ns(\"original id\") reference, extended specific suffixes.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/extract_input.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Extract html id for data_extract_ui — extract_input","text":"","code":"extract_input(varname, dataname, filter = FALSE)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/extract_input.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Extract html id for data_extract_ui — extract_input","text":"varname character original html id. mostly retrieved ns(\"original id\") ui session$ns(\"original id\") server function. dataname character dataname data_extract input. might retrieved like teal.transform::data_extract_spec(...)[[1]]$dataname. filter logical connected extract_data_spec used filter option.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":null,"dir":"Reference","previous_headings":"","what":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"uses stats::cor.test per default numerical input variables converts results character vector. extended different stats different variable types needed. Meant called lattice::panel.text.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"","code":"get_scatterplotmatrix_stats(   x,   y,   .f = stats::cor.test,   .f_args = list(),   round_stat = 2,   round_pval = 4 )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"x numeric y numeric .f function, function accepts x y formula input ~ x + y. Default stats::cor.test .f_args list arguments passed .f round_stat integer round_pval integer","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"character stats. stats::cor.test correlation coefficient p-value.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"presently need use formula input stats::cor.test na.fail gets evaluated formula passed (see ).","code":"x = c(1,3,5,7,NA) y = c(3,6,7,8,1) stats::cor.test(x, y, na.action = \"na.fail\") stats::cor.test(~ x + y,  na.action = \"na.fail\")"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/get_scatterplotmatrix_stats.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get stats for x-y pairs in scatterplot matrix — get_scatterplotmatrix_stats","text":"","code":"set.seed(1) x <- runif(25, 0, 1) y <- runif(25, 0, 1) x[c(3, 10, 18)] <- NA  get_scatterplotmatrix_stats(x, y, .f = stats::cor.test, .f_args = list(method = \"pearson\")) #> [1] \"cor:0.11\\nP:0.6255\" get_scatterplotmatrix_stats(x, y, .f = stats::cor.test, .f_args = list(   method = \"pearson\",   na.action = na.fail )) #> [1] \"NA\""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/include_css_files.html","id":null,"dir":"Reference","previous_headings":"","what":"Include CSS files from /inst/css/ package directory to application header — include_css_files","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"system.file used access files packages, work devtools. Therefore, redefine method package needed. Thus, export method","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/include_css_files.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"","code":"include_css_files(pattern = \"*\")"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/include_css_files.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"pattern (character) pattern files included","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/include_css_files.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Include CSS files from /inst/css/ package directory to application header — include_css_files","text":"HTML code includes CSS files","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/is_tab_active_js.html","id":null,"dir":"Reference","previous_headings":"","what":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"input shiny::conditionalPanel()","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/is_tab_active_js.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"","code":"is_tab_active_js(id, name)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/is_tab_active_js.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get a string with java-script code checking if the specific tab is clicked — is_tab_active_js","text":"id character(1) id tab panel tabs. name character(1) name tab.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/plot_var_summary.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot variable — plot_var_summary","title":"Plot variable — plot_var_summary","text":"Creates summary plot statistics relevant data type.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/plot_var_summary.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot variable — plot_var_summary","text":"","code":"plot_var_summary(   var,   var_lab,   wrap_character = NULL,   numeric_as_factor,   display_density = is.numeric(var),   remove_NA_hist = FALSE,   outlier_definition,   records_for_factor,   ggplot2_args )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/plot_var_summary.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot variable — plot_var_summary","text":"var vector type plotted. numeric variables produces histogram density line, factors creates frequency plot var_lab text describing selected variable displayed plot wrap_character (numeric) number characters wrap text values var numeric_as_factor (logical) numeric variable treated factor display_density (logical) density estimation displayed numeric values remove_NA_hist (logical) (NA) values removed histogram factor like variables outlier_definition 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3 removed) records_for_factor (numeric) number factor levels >= value graph factors shown, list values ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/plot_var_summary.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot variable — plot_var_summary","text":"plot","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADAE.html","id":null,"dir":"Reference","previous_headings":"","what":"Random adverse events — rADAE","title":"Random adverse events — rADAE","text":"Random adverse events","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADAE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random adverse events — rADAE","text":"","code":"rADAE"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADAE.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random adverse events — rADAE","text":"object class tbl_df (inherits tbl, data.frame) 1934 rows 92 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADAE.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random adverse events — rADAE","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADLB.html","id":null,"dir":"Reference","previous_headings":"","what":"Random lab analysis — rADLB","title":"Random lab analysis — rADLB","text":"Random lab analysis","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADLB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random lab analysis — rADLB","text":"","code":"rADLB"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADLB.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random lab analysis — rADLB","text":"object class tbl_df (inherits tbl, data.frame) 8400 rows 102 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADLB.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random lab analysis — rADLB","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADRS.html","id":null,"dir":"Reference","previous_headings":"","what":"Random response — rADRS","title":"Random response — rADRS","text":"Random response","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADRS.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random response — rADRS","text":"","code":"rADRS"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADRS.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random response — rADRS","text":"object class tbl_df (inherits tbl, data.frame) 3200 rows 65 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADRS.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random response — rADRS","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADSL.html","id":null,"dir":"Reference","previous_headings":"","what":"Random patient listing — rADSL","title":"Random patient listing — rADSL","text":"Random patient listing","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADSL.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random patient listing — rADSL","text":"","code":"rADSL"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADSL.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random patient listing — rADSL","text":"object class tbl_df (inherits tbl, data.frame) 400 rows 55 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADSL.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random patient listing — rADSL","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADTTE.html","id":null,"dir":"Reference","previous_headings":"","what":"Random Time to Event Analysis Dataset — rADTTE","title":"Random Time to Event Analysis Dataset — rADTTE","text":"Random Time Event Analysis Dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADTTE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Random Time to Event Analysis Dataset — rADTTE","text":"","code":"rADTTE"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADTTE.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Random Time to Event Analysis Dataset — rADTTE","text":"object class tbl_df (inherits tbl, data.frame) 2000 rows 67 columns.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/rADTTE.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"Random Time to Event Analysis Dataset — rADTTE","text":"internal","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/remove_outliers_from.html","id":null,"dir":"Reference","previous_headings":"","what":"Removes the outlier observation from an array — remove_outliers_from","title":"Removes the outlier observation from an array — remove_outliers_from","text":"Removes outlier observation array","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/remove_outliers_from.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Removes the outlier observation from an array — remove_outliers_from","text":"","code":"remove_outliers_from(var, outlier_definition)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/remove_outliers_from.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Removes the outlier observation from an array — remove_outliers_from","text":"var (numeric) numeric vector outlier_definition (numeric) 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3) removed","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/remove_outliers_from.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Removes the outlier observation from an array — remove_outliers_from","text":"(numeric) vector without outlier values","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_single_tab.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders a single tab in the left-hand side tabset panel — render_single_tab","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"Renders single tab left-hand side tabset panel. rendered tab contains information one dataset many presented module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_single_tab.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"","code":"render_single_tab(   dataset_name,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_single_tab.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders a single tab in the left-hand side tabset panel — render_single_tab","text":"dataset_name (character) name dataset contained rendered tab parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_header.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"Renders text headlining single tab left-hand side tabset panel","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_header.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"","code":"render_tab_header(dataset_name, output, data)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_header.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the text headlining a single tab in the left-hand side tabset panel — render_tab_header","text":"dataset_name (character) name dataset tab output (session$output) shiny session output data (tdata) object containing datasets","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"table contains column names, column labels, small summary NA values sparkline (appropriate).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"","code":"render_tab_table(   dataset_name,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tab_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the table for a single dataset in the left-hand side tabset panel — render_tab_table","text":"dataset_name (character) name dataset parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tabset_panel_content.html","id":null,"dir":"Reference","previous_headings":"","what":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"Renders left-hand side tabset panel module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tabset_panel_content.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"","code":"render_tabset_panel_content(   datanames,   parent_dataname,   output,   data,   input,   columns_names,   plot_var )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/render_tabset_panel_content.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Renders the left-hand side tabset panel of the module — render_tabset_panel_content","text":"datanames (character) name dataset parent_dataname (character) name parent dataname filter variables output (session$output) shiny session output data (tdata) object containing datasets input (session$input) shiny session input columns_names (environment) environment containing bindings dataset plot_var (list) list containing currently selected dataset (tab) column names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/shared_params.html","id":null,"dir":"Reference","previous_headings":"","what":"Shared Parameters — shared_params","title":"Shared Parameters — shared_params","text":"Contains arguments shared multiple functions package avoid repetition using inheritParams.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/shared_params.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Shared Parameters — shared_params","text":"plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") basic_table_args (basic_table_args) object created teal.widgets::basic_table_args() settings module table. argument merged options variable teal.basic_table_args default module setup. details see vignette: vignette(\"custom-basic-table-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/teal.modules.general.html","id":null,"dir":"Reference","previous_headings":"","what":"teal.modules.general: General modules to add to a teal application — teal.modules.general","title":"teal.modules.general: General modules to add to a teal application — teal.modules.general","text":"modules package generic modules work data set (necessarily clinical trials data).","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/teal.modules.general.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"teal.modules.general: General modules to add to a teal application — teal.modules.general","text":"Maintainer: Dawid Kaledkowski dawid.kaledkowski@roche.com Authors: Pawel Rucki pawel.rucki@roche.com Mahmoud Hallal mahmoud.hallal@roche.com Maciej Nasinski Konrad Pagacz Nikolas Burkoff contributors: Ondrej Slama ondrej.slama@roche.com [contributor] F. Hoffmann-La Roche AG [copyright holder, funder]","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_pca.html","id":null,"dir":"Reference","previous_headings":"","what":"Principal component analysis module — tm_a_pca","title":"Principal component analysis module — tm_a_pca","text":"Principal component analysis module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_pca.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Principal component analysis module — tm_a_pca","text":"","code":"tm_a_pca(   label = \"Principal Component Analysis\",   dat,   plot_height = c(600, 200, 2000),   plot_width = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   rotate_xaxis_labels = FALSE,   font_size = c(12, 8, 20),   alpha = c(1, 0, 1),   size = c(2, 1, 8),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_pca.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Principal component analysis module — tm_a_pca","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. dat (data_extract_spec list multiple data_extract_spec) Columns used compute PCA. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Elbow plot\", \"Circle plot\", \"Biplot\", \"Eigenvector plot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). font_size optional, (numeric) font size control title, x-axis label, y-axis label legend. scalar font size fixed size. slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). size optional, (numeric) scalar plot point sizes fixed size. slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_pca.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Principal component analysis module — tm_a_pca","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   USArrests <- USArrests }) datanames(data) <- \"USArrests\"  app <- init(   data = data,   modules = modules(     tm_a_pca(       \"PCA\",       dat = data_extract_spec(         dataname = \"USArrests\",         select = select_spec(           choices = variable_choices(             data = data[[\"USArrests\"]], c(\"Murder\", \"Assault\", \"UrbanPop\", \"Rape\")           ),           selected = c(\"Murder\", \"Assault\"),           multiple = TRUE         ),         filter = NULL       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by PCA Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:09.9039 pid:1211 token:[] teal.modules.general Initializing tm_a_pca  if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     teal.modules.general::tm_a_pca(       \"PCA\",       dat = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           choices = variable_choices(             data = data[[\"ADSL\"]], c(\"BMRKR1\", \"AGE\", \"EOSDY\")           ),           selected = c(\"BMRKR1\", \"AGE\"),           multiple = TRUE         ),         filter = NULL       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by PCA Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:10.0293 pid:1211 token:[] teal.modules.general Initializing tm_a_pca  if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_regression.html","id":null,"dir":"Reference","previous_headings":"","what":"Scatterplot and Regression Model — tm_a_regression","title":"Scatterplot and Regression Model — tm_a_regression","text":"Scatterplot Regression Model","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_regression.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scatterplot and Regression Model — tm_a_regression","text":"","code":"tm_a_regression(   label = \"Regression Analysis\",   regressor,   response,   plot_height = c(600, 200, 2000),   plot_width = NULL,   alpha = c(1, 0, 1),   size = c(2, 1, 8),   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL,   default_plot_type = 1,   default_outlier_label = \"USUBJID\" )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_regression.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scatterplot and Regression Model — tm_a_regression","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. regressor (data_extract_spec list multiple data_extract_spec) Regressor variables incoming dataset filtering selecting. response (data_extract_spec list multiple data_extract_spec) Response variables incoming dataset filtering selecting. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). size optional, (numeric) scalar plot point sizes fixed size slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Response vs Regressor\", \"Residuals vs Fitted\", \"Scale-Location\", \"Cook's distance\", \"Residuals vs Leverage\"\", \"Cook's dist vs Leverage\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. default_plot_type optional, (numeric) Defaults Response vs Regressor. Response vs Regressor Residuals vs Fitted Normal Q-Q Scale-Location Cook's distance Residuals vs Leverage Cook's dist vs Leverage default_outlier_label optional, (character) default column selected label outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_regression.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Scatterplot and Regression Model — tm_a_regression","text":"examples, please see vignette \"Using regression plots\" via vignette(\"using-regression-plots\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_a_regression.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Scatterplot and Regression Model — tm_a_regression","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   CO2 <- CO2 }) datanames(data) <- c(\"CO2\")  app <- init(   data = data,   modules = modules(     tm_a_regression(       label = \"Regression\",       response = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = \"uptake\",           selected = \"uptake\",           multiple = FALSE,           fixed = TRUE         )       ),       regressor = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variables:\",           choices = variable_choices(data[[\"CO2\"]], c(\"conc\", \"Treatment\")),           selected = \"conc\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Regression Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:10.5019 pid:1211 token:[] teal.modules.general Initializing tm_a_regression if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_a_regression(       label = \"Regression\",       response = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = \"BMRKR1\",           selected = \"BMRKR1\",           multiple = FALSE,           fixed = TRUE         )       ),       regressor = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variables:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"SEX\", \"RACE\")),           selected = \"AGE\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Regression Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:10.5954 pid:1211 token:[] teal.modules.general Initializing tm_a_regression if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_data_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Data Table Viewer Teal Module — tm_data_table","title":"Data Table Viewer Teal Module — tm_data_table","text":"data table viewer shows data using paginated table. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_data_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Data Table Viewer Teal Module — tm_data_table","text":"","code":"tm_data_table(   label = \"Data Table\",   variables_selected = list(),   datasets_selected = character(0),   dt_args = list(),   dt_options = list(searching = FALSE, pageLength = 30, lengthMenu = c(5, 15, 30, 100),     scrollX = TRUE),   server_rendering = FALSE,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_data_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Data Table Viewer Teal Module — tm_data_table","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. variables_selected (list) named list character vectors variables (.e. columns) initially shown dataset. Names list elements correspond names datasets available app. entry specified dataset, first six variables dataset initially shown. datasets_selected (character) vector datasets shown order. Names vector correspond datasets names. vector length zero (default) datasets shown. Note: datasets data.frame class compatible; using types cause error. dt_args (named list) Additional arguments passed DT::datatable (must include data options). dt_options (named list) options argument DT::datatable. default list(searching = FALSE, pageLength = 30, lengthMenu = c(5, 15, 30, 100), scrollX = TRUE) server_rendering (logical) data table rendered server side (see server argument DT::renderDataTable()) pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_data_table.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Data Table Viewer Teal Module — tm_data_table","text":"DT package option DT.TOJSON_ARGS show Inf NA data tables. something require set options(DT.TOJSON_ARGS =  list(na = \"string\")) running module. Note though sorting numeric columns NA/Inf lexicographic numerical.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_data_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Data Table Viewer Teal Module — tm_data_table","text":"","code":"# general data example  data <- teal_data() data <- within(data, {   library(nestcolor)   iris <- iris }) datanames(data) <- c(\"iris\")  app <- init(   data = data,   modules = modules(     tm_data_table(       variables_selected = list(         iris = c(\"Sepal.Length\", \"Sepal.Width\", \"Petal.Length\", \"Petal.Width\", \"Species\")       ),       dt_args = list(caption = \"ADSL Table Caption\")     )   ) ) #> [INFO] 2024-02-22 12:11:11.0916 pid:1211 token:[] teal.modules.general Initializing tm_data_table if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_data_table(       variables_selected = list(ADSL = c(\"STUDYID\", \"USUBJID\", \"SUBJID\", \"SITEID\", \"AGE\", \"SEX\")),       dt_args = list(caption = \"ADSL Table Caption\")     )   ) ) #> [INFO] 2024-02-22 12:11:11.1875 pid:1211 token:[] teal.modules.general Initializing tm_data_table if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_file_viewer.html","id":null,"dir":"Reference","previous_headings":"","what":"File Viewer Teal Module — tm_file_viewer","title":"File Viewer Teal Module — tm_file_viewer","text":"file viewer module provides tool view static files. Supported formats include text formats, PDF, PNG, APNG, JPEG, SVG, WEBP, GIF BMP.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_file_viewer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"File Viewer Teal Module — tm_file_viewer","text":"","code":"tm_file_viewer(   label = \"File Viewer Module\",   input_path = list(`Current Working Directory` = \".\") )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_file_viewer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"File Viewer Teal Module — tm_file_viewer","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. input_path optional, (list) input paths either: specific files accepted formats, directory URL. paths can specified absolute paths relative running directory application. default current working directory supplied.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_file_viewer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"File Viewer Teal Module — tm_file_viewer","text":"","code":"data <- teal_data() data <- within(data, {   data <- data.frame(1) }) datanames(data) <- c(\"data\")  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_file_viewer(       input_path = list(         folder = system.file(\"sample_files\", package = \"teal.modules.general\"),         png = system.file(\"sample_files/sample_file.png\", package = \"teal.modules.general\"),         txt = system.file(\"sample_files/sample_file.txt\", package = \"teal.modules.general\"),         url =           \"https://www.fda.gov/files/drugs/published/Portable-Document-Format-Specifications.pdf\"       )     )   ) ) #> [INFO] 2024-02-22 12:11:11.8632 pid:1211 token:[] teal.modules.general Initializing tm_file_viewer if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_front_page.html","id":null,"dir":"Reference","previous_headings":"","what":"Front page module — tm_front_page","title":"Front page module — tm_front_page","text":"teal module creates simple front page teal applications","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_front_page.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Front page module — tm_front_page","text":"","code":"tm_front_page(   label = \"Front page\",   header_text = character(0),   tables = list(),   additional_tags = tagList(),   footnotes = character(0),   show_metadata = FALSE )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_front_page.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Front page module — tm_front_page","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. header_text character vector text shown top module, element, named name shown first bold header followed value. first element's header displayed larger others tables named list dataframes tables shown module additional_tags shiny.tag.list html additional shiny tags html included table, example include image, tagList(tags$img(src = \"image.png\")) include html, HTML(\"html text \") footnotes character vector text shown bottom module, element, named name shown first bold, followed value show_metadata logical metadata datasets available module?","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_front_page.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Front page module — tm_front_page","text":"teal module used teal applications","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_front_page.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Front page module — tm_front_page","text":"","code":"data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- teal.modules.general::rADSL   attr(ADSL, \"metadata\") <- list(\"Author\" = \"NEST team\", \"data_source\" = \"synthetic data\") }) datanames <- c(\"ADSL\") datanames(data) <- datanames join_keys(data) <- default_cdisc_join_keys[datanames]  table_1 <- data.frame(Info = c(\"A\", \"B\"), Text = c(\"A\", \"B\")) table_2 <- data.frame(`Column 1` = c(\"C\", \"D\"), `Column 2` = c(5.5, 6.6), `Column 3` = c(\"A\", \"B\")) table_3 <- data.frame(Info = c(\"E\", \"F\"), Text = c(\"G\", \"H\"))  table_input <- list(   \"Table 1\" = table_1,   \"Table 2\" = table_2,   \"Table 3\" = table_3 )  app <- teal::init(   data = data,   modules = teal::modules(     teal.modules.general::tm_front_page(       header_text = c(         \"Important information\" = \"It can go here.\",         \"Other information\" = \"Can go here.\"       ),       tables = table_input,       additional_tags = HTML(\"Additional HTML or shiny tags go here <br>\"),       footnotes = c(\"X\" = \"is the first footnote\", \"Y is the second footnote\"),       show_metadata = TRUE     )   ),   header = tags$h1(\"Sample Application\"),   footer = tags$p(\"Application footer\"), ) #> [INFO] 2024-02-22 12:11:12.6413 pid:1211 token:[] teal.modules.general Initializing tm_front_page if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_association.html","id":null,"dir":"Reference","previous_headings":"","what":"Stack Plots of variables and show association with reference variable — tm_g_association","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"Stack Plots variables show association reference variable","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_association.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"","code":"tm_g_association(   label = \"Association\",   ref,   vars,   show_association = TRUE,   plot_height = c(600, 400, 5000),   plot_width = NULL,   distribution_theme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\",     \"void\"),   association_theme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\",     \"void\"),   pre_output = NULL,   post_output = NULL,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_association.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. ref (data_extract_spec list multiple data_extract_spec) reference variable, must set multiple = FALSE. vars (data_extract_spec list multiple data_extract_spec) associated variables. show_association optional, (logical) Whether show association vars reference variable. Defaults TRUE. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. distribution_theme, association_theme optional, (character) ggplot2 themes used default. Default \"gray\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Bivariate1\", \"Bivariate2\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_association.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"examples, please see vignette \"Using association plot\" via vignette(\"using-association-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_association.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Stack Plots of variables and show association with reference variable — tm_g_association","text":"","code":"# general data exapmle library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   CO2 <- CO2   factors <- names(Filter(isTRUE, vapply(CO2, is.factor, logical(1L))))   CO2[factors] <- lapply(CO2[factors], as.character) }) datanames(data) <- c(\"CO2\")  app <- init(   data = data,   modules = modules(     tm_g_association(       ref = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"Plant\", \"Type\", \"Treatment\")),           selected = \"Plant\",           fixed = FALSE         )       ),       vars = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variables:\",           choices = variable_choices(data[[\"CO2\"]], c(\"Plant\", \"Type\", \"Treatment\")),           selected = \"Treatment\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Association Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:13.2997 pid:1211 token:[] teal.modules.general Initializing tm_g_association if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_association(       ref = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(             data[[\"ADSL\"]],             c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"STRATA1\", \"STRATA2\", \"ITTFL\", \"BMRKR2\")           ),           selected = \"RACE\",           fixed = FALSE         )       ),       vars = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variables:\",           choices = variable_choices(             data[[\"ADSL\"]],             c(\"SEX\", \"RACE\", \"COUNTRY\", \"ARM\", \"STRATA1\", \"STRATA2\", \"ITTFL\", \"BMRKR2\")           ),           selected = \"BMRKR2\",           multiple = TRUE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Association Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:13.3878 pid:1211 token:[] teal.modules.general Initializing tm_g_association if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":null,"dir":"Reference","previous_headings":"","what":"Univariate and bivariate visualizations — tm_g_bivariate","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"Univariate bivariate visualizations","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"","code":"tm_g_bivariate(   label = \"Bivariate Plots\",   x,   y,   row_facet = NULL,   col_facet = NULL,   facet = !is.null(row_facet) || !is.null(col_facet),   color = NULL,   fill = NULL,   size = NULL,   use_density = FALSE,   color_settings = FALSE,   free_x_scales = FALSE,   free_y_scales = FALSE,   plot_height = c(600, 200, 2000),   plot_width = NULL,   rotate_xaxis_labels = FALSE,   swap_axes = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Variable names selected plot along x-axis default. Variable can numeric, factor character. empty selections allowed! y (data_extract_spec list multiple data_extract_spec) Variable names selected plot along y-axis default. Variable can numeric, factor character. row_facet optional, (data_extract_spec list multiple data_extract_spec) Variables row facetting. col_facet optional, (data_extract_spec list multiple data_extract_spec) Variables col facetting. facet optional, (logical) specify whether facet encodings ui elements toggled shown user default. Defaults TRUE either row_facet column_facet supplied. color optional, (data_extract_spec list multiple data_extract_spec) Variables selected outline color inside coloring settings. applied color_settings set TRUE. fill optional, (data_extract_spec list multiple data_extract_spec) Variables selected fill color inside coloring settings. applied color_settings set TRUE. size optional, (data_extract_spec list multiple data_extract_spec) Variables selected size geom_point plots inside coloring settings. applied color_settings set TRUE. use_density optional, (logical) value whether density (TRUE) plotted frequency (FALSE). Defaults frequency (FALSE). color_settings (logical) Whether coloring, filling size applied UI tool offered user. free_x_scales optional, (logical) Whether X scaling shall changeable. allow scaling changed default (FALSE). free_y_scales optional, (logical) Whether Y scaling shall changeable. allow scaling changed default (FALSE). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). swap_axes optional, (logical) Whether swap X Y axes. Defaults FALSE. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"general module visualize 1 & 2 dimensional data.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"examples, please see vignette \"Using bivariate plot\" via vignette(\"using-bivariate-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_bivariate.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Univariate and bivariate visualizations — tm_g_bivariate","text":"","code":"# general data exapmle library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   CO2 <- data.frame(CO2) }) datanames(data) <- c(\"CO2\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_bivariate(       x = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]]),           selected = \"conc\",           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]]),           selected = \"uptake\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]]),           selected = \"Type\",           fixed = FALSE         )       ),       col_facet = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]]),           selected = \"Treatment\",           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Bivariate Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:13.8836 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate if (interactive()) {   shinyApp(app$ui, app$server) }   # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- c(\"ADSL\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_bivariate(       x = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]]),           selected = \"AGE\",           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]]),           selected = \"SEX\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]]),           selected = \"ARM\",           fixed = FALSE         )       ),       col_facet = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]]),           selected = \"COUNTRY\",           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Bivariate Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:14.0011 pid:1211 token:[] teal.modules.general Initializing tm_g_bivariate if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_distribution.html","id":null,"dir":"Reference","previous_headings":"","what":"Distribution Module — tm_g_distribution","title":"Distribution Module — tm_g_distribution","text":"Distribution Module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_distribution.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Distribution Module — tm_g_distribution","text":"","code":"tm_g_distribution(   label = \"Distribution Module\",   dist_var,   strata_var = NULL,   group_var = NULL,   freq = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   bins = c(30L, 1L, 100L),   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_distribution.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Distribution Module — tm_g_distribution","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. dist_var (data_extract_spec list multiple data_extract_spec) Variable consider distribution analysis. strata_var (data_extract_spec list multiple data_extract_spec) Categorical variable split selected distribution variable . group_var optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. freq optional, (logical) Whether display frequency (TRUE) density (FALSE). Defaults density (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Histogram\", \"QQplot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). bins optional, (integer(1) integer(3)) scalar histogram bins fixed size. slider presented adjust number histogram bins dynamically can vector length three c(value, min, max). Defaults c(30L, 1L, 100L). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_distribution.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Distribution Module — tm_g_distribution","text":"Module analyze explore univariate variable distribution","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_distribution.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Distribution Module — tm_g_distribution","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   iris <- iris }) datanames(data) <- \"iris\"  app <- init(   data = data,   modules = list(     tm_g_distribution(       dist_var = data_extract_spec(         dataname = \"iris\",         select = select_spec(variable_choices(\"iris\"), \"Petal.Length\")       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Distribution Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:14.5006 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution #> Registered S3 methods overwritten by 'ggpp': #>   method                  from    #>   heightDetails.titleGrob ggplot2 #>   widthDetails.titleGrob  ggplot2 #> Registered S3 method overwritten by 'ggpmisc': #>   method                  from    #>   as.character.polynomial polynom if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   ADSL <- rADSL }) datanames(data) <- c(\"ADSL\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  vars1 <- choices_selected(   variable_choices(data[[\"ADSL\"]], c(\"ARM\", \"COUNTRY\", \"SEX\")),   selected = NULL )  app <- init(   data = data,   modules = modules(     tm_g_distribution(       dist_var = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),           selected = \"BMRKR1\",           multiple = FALSE,           fixed = FALSE         )       ),       strata_var = data_extract_spec(         dataname = \"ADSL\",         filter = filter_spec(           vars = vars1,           multiple = TRUE         )       ),       group_var = data_extract_spec(         dataname = \"ADSL\",         filter = filter_spec(           vars = vars1,           multiple = TRUE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Distribution Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:14.7683 pid:1211 token:[] teal.modules.general Initializing tm_g_distribution if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_response.html","id":null,"dir":"Reference","previous_headings":"","what":"Response Plots — tm_g_response","title":"Response Plots — tm_g_response","text":"Response Plots","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_response.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Response Plots — tm_g_response","text":"","code":"tm_g_response(   label = \"Response Plot\",   response,   x,   row_facet = NULL,   col_facet = NULL,   coord_flip = FALSE,   count_labels = TRUE,   rotate_xaxis_labels = FALSE,   freq = FALSE,   plot_height = c(600, 400, 5000),   plot_width = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_response.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Response Plots — tm_g_response","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. response (data_extract_spec list multiple data_extract_spec) variable use response. can define one fixed column using setting fixed = TRUE inside select_spec. data_extract_spec must allow multiple selection case. x (data_extract_spec list multiple data_extract_spec) variable use X-axis response plot. Allow user select multiple columns data allowed teal. data_extract_spec must allow multiple selection case. row_facet optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. col_facet optional, (data_extract_spec list multiple data_extract_spec) data use faceting columns. coord_flip optional, (logical) Whether flip coordinates x response. count_labels optional, (logical) Whether show count labels. Defaults TRUE. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). freq optional, (logical) Whether display frequency (TRUE) density (FALSE). Defaults density (FALSE). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\") pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_response.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Response Plots — tm_g_response","text":"examples, please see vignette \"Using response plot\" via vignette(\"using-response-plot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_response.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Response Plots — tm_g_response","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   mtcars <- mtcars   for (v in c(\"cyl\", \"vs\", \"am\", \"gear\")) {     mtcars[[v]] <- as.factor(mtcars[[v]])   } }) datanames(data) <- \"mtcars\"  app <- init(   data = data,   modules = modules(     tm_g_response(       label = \"Response Plots\",       response = data_extract_spec(         dataname = \"mtcars\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"mtcars\"]], c(\"cyl\", \"gear\")),           selected = \"cyl\",           multiple = FALSE,           fixed = FALSE         )       ),       x = data_extract_spec(         dataname = \"mtcars\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"mtcars\"]], c(\"vs\", \"am\")),           selected = \"vs\",           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Response Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:15.2240 pid:1211 token:[] teal.modules.general Initializing tm_g_response if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- c(\"ADSL\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_response(       label = \"Response Plots\",       response = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"COUNTRY\")),           selected = \"BMRKR2\",           multiple = FALSE,           fixed = FALSE         )       ),       x = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"SEX\", \"RACE\")),           selected = \"RACE\",           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Response Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:15.3280 pid:1211 token:[] teal.modules.general Initializing tm_g_response if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplot.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a simple scatterplot — tm_g_scatterplot","title":"Create a simple scatterplot — tm_g_scatterplot","text":"Create plot ggplot2[geom_point] function","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a simple scatterplot — tm_g_scatterplot","text":"","code":"tm_g_scatterplot(   label = \"Scatterplot\",   x,   y,   color_by = NULL,   size_by = NULL,   row_facet = NULL,   col_facet = NULL,   plot_height = c(600, 200, 2000),   plot_width = NULL,   alpha = c(1, 0, 1),   shape = shape_names,   size = c(5, 1, 15),   max_deg = 5L,   rotate_xaxis_labels = FALSE,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   pre_output = NULL,   post_output = NULL,   table_dec = 4,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a simple scatterplot — tm_g_scatterplot","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Variable names selected plot along x-axis default. y (data_extract_spec list multiple data_extract_spec) Variable names selected plot along y-axis default. color_by optional (data_extract_spec list multiple data_extract_spec) Defines color encoding. NULL color encoding option displayed. size_by optional (data_extract_spec list multiple data_extract_spec) Defines point size encoding. NULL size encoding option displayed. row_facet optional, (data_extract_spec list multiple data_extract_spec) data columns use faceting rows. col_facet optional, (data_extract_spec list multiple data_extract_spec) data use faceting columns. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. alpha optional, (numeric) scalar plot points fixed opacity. slider presented adjust plot point opacity dynamically can vector length three c(value, min, max). shape optional, (character) character vector English names shape, e.g. c(\"triangle\", \"square\", \"circle\"). defaults shape_names. complete list vignette(\"ggplot2-specs\", package=\"ggplot2\"). size optional, (numeric) scalar plot point sizes fixed size slider presented adjust plot point sizes dynamically can vector length three c(value, min, max). max_deg optional, (integer) maximum degree polynomial trend line. Must less 1. rotate_xaxis_labels optional, (logical) Whether rotate plot X axis labels. rotate default (FALSE). ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. table_dec optional, (integer) Number decimal places used round numeric values table. ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplot.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a simple scatterplot — tm_g_scatterplot","text":"examples, please see vignette \"Using scatterplot\" via vignette(\"using-scatterplot\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a simple scatterplot — tm_g_scatterplot","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   CO2 <- CO2 }) datanames(data) <- \"CO2\"  app <- init(   data = data,   modules = modules(     tm_g_scatterplot(       label = \"Scatterplot Choices\",       x = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"conc\", \"uptake\")),           selected = \"conc\",           multiple = FALSE,           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"conc\", \"uptake\")),           selected = \"uptake\",           multiple = FALSE,           fixed = FALSE         )       ),       color_by = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(             data[[\"CO2\"]],             c(\"Plant\", \"Type\", \"Treatment\", \"conc\", \"uptake\")           ),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       size_by = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"conc\", \"uptake\")),           selected = \"uptake\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"Plant\", \"Type\", \"Treatment\")),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       col_facet = data_extract_spec(         dataname = \"CO2\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"CO2\"]], c(\"Plant\", \"Type\", \"Treatment\")),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Scatterplot Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:15.8119 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot if (interactive()) {   shinyApp(app$ui, app$server) }   # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL }) datanames(data) <- c(\"ADSL\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_scatterplot(       label = \"Scatterplot Choices\",       x = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),           selected = \"AGE\",           multiple = FALSE,           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\", \"BMRKR2\")),           selected = \"BMRKR1\",           multiple = FALSE,           fixed = FALSE         )       ),       color_by = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(             data[[\"ADSL\"]],             c(\"AGE\", \"BMRKR1\", \"BMRKR2\", \"RACE\", \"REGION1\")           ),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       size_by = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),           selected = \"AGE\",           multiple = FALSE,           fixed = FALSE         )       ),       row_facet = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"RACE\", \"REGION1\")),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       col_facet = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], c(\"BMRKR2\", \"RACE\", \"REGION1\")),           selected = NULL,           multiple = FALSE,           fixed = FALSE         )       ),       ggplot2_args = ggplot2_args(         labs = list(subtitle = \"Plot generated by Scatterplot Module\")       )     )   ) ) #> [INFO] 2024-02-22 12:11:15.9332 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplot if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplotmatrix.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a scatterplot matrix — tm_g_scatterplotmatrix","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"available datasets choose dataset selector determined argument variables.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplotmatrix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"","code":"tm_g_scatterplotmatrix(   label = \"Scatterplot Matrix\",   variables,   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplotmatrix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. variables (data_extract_spec list multiple data_extract_spec) Plotting variables incoming dataset filtering selecting. case data_extract_spec use select_spec(..., ordered = TRUE) plot elements rendered according selection order. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplotmatrix.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"examples, please see vignette \"Using scatterplot matrix\" via vignette(\"using-scatterplot-matrix\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_g_scatterplotmatrix.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a scatterplot matrix — tm_g_scatterplotmatrix","text":"","code":"# general data example data <- teal_data() data <- within(data, {   countries <- data.frame(     id = c(\"DE\", \"FR\", \"IT\", \"ES\", \"PT\", \"GR\", \"NL\", \"BE\", \"LU\", \"AT\"),     government = factor(       c(2, 2, 2, 1, 2, 2, 1, 1, 1, 2),       labels = c(\"Monarchy\", \"Republic\")     ),     language_family = factor(       c(1, 3, 3, 3, 3, 2, 1, 1, 3, 1),       labels = c(\"Germanic\", \"Hellenic\", \"Romance\")     ),     population = c(83, 67, 60, 47, 10, 11, 17, 11, 0.6, 9),     area = c(357, 551, 301, 505, 92, 132, 41, 30, 2.6, 83),     gdp = c(3.4, 2.7, 2.1, 1.4, 0.3, 0.2, 0.7, 0.5, 0.1, 0.4),     debt = c(2.1, 2.3, 2.4, 2.6, 2.3, 2.4, 2.3, 2.4, 2.3, 2.4)   )   sales <- data.frame(     id = 1:50,     country_id = sample(       c(\"DE\", \"FR\", \"IT\", \"ES\", \"PT\", \"GR\", \"NL\", \"BE\", \"LU\", \"AT\"),       size = 50,       replace = TRUE     ),     year = sort(sample(2010:2020, 50, replace = TRUE)),     venue = sample(c(\"small\", \"medium\", \"large\", \"online\"), 50, replace = TRUE),     cancelled = sample(c(TRUE, FALSE), 50, replace = TRUE),     quantity = rnorm(50, 100, 20),     costs = rnorm(50, 80, 20),     profit = rnorm(50, 20, 10)   ) }) datanames(data) <- c(\"countries\", \"sales\") join_keys(data) <- join_keys(   join_key(\"countries\", \"countries\", \"id\"),   join_key(\"sales\", \"sales\", \"id\"),   join_key(\"countries\", \"sales\", c(\"id\" = \"country_id\")) )  app <- init(   data = data,   modules = modules(     tm_g_scatterplotmatrix(       label = \"Scatterplot matrix\",       variables = list(         data_extract_spec(           dataname = \"countries\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"countries\"]]),             selected = c(\"area\", \"gdp\", \"debt\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         ),         data_extract_spec(           dataname = \"sales\",           filter = filter_spec(             label = \"Select variable:\",             vars = \"country_id\",             choices = value_choices(data[[\"sales\"]], \"country_id\"),             selected = c(\"DE\", \"FR\", \"IT\", \"ES\", \"PT\", \"GR\", \"NL\", \"BE\", \"LU\", \"AT\"),             multiple = TRUE           ),           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"sales\"]], c(\"quantity\", \"costs\", \"profit\")),             selected = c(\"quantity\", \"costs\", \"profit\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         )       )     )   ) ) #> [INFO] 2024-02-22 12:11:16.5032 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example data <- teal_data() data <- within(data, {   ADSL <- rADSL   ADRS <- rADRS }) datanames(data) <- c(\"ADSL\", \"ADRS\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_g_scatterplotmatrix(       label = \"Scatterplot matrix\",       variables = list(         data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADSL\"]]),             selected = c(\"AGE\", \"RACE\", \"SEX\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         ),         data_extract_spec(           dataname = \"ADRS\",           filter = filter_spec(             label = \"Select endpoints:\",             vars = c(\"PARAMCD\", \"AVISIT\"),             choices = value_choices(data[[\"ADRS\"]], c(\"PARAMCD\", \"AVISIT\"), c(\"PARAM\", \"AVISIT\")),             selected = \"INVET - END OF INDUCTION\",             multiple = TRUE           ),           select = select_spec(             label = \"Select variables:\",             choices = variable_choices(data[[\"ADRS\"]]),             selected = c(\"AGE\", \"AVAL\", \"ADY\"),             multiple = TRUE,             ordered = TRUE,             fixed = FALSE           )         )       )     )   ) ) #> [INFO] 2024-02-22 12:11:16.6100 pid:1211 token:[] teal.modules.general Initializing tm_g_scatterplotmatrix if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_missing_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Missing data module — tm_missing_data","title":"Missing data module — tm_missing_data","text":"Present analysis missing observations patients. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_missing_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Missing data module — tm_missing_data","text":"","code":"tm_missing_data(   label = \"Missing data\",   plot_height = c(600, 400, 5000),   plot_width = NULL,   parent_dataname = \"ADSL\",   ggtheme = c(\"classic\", \"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"void\"),   ggplot2_args = list(`Combinations Hist` = teal.widgets::ggplot2_args(labs =     list(caption = NULL)), `Combinations Main` = teal.widgets::ggplot2_args(labs =     list(title = NULL))),   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_missing_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Missing data module — tm_missing_data","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. parent_dataname (character(1)) dataname exists \"subject\"graph displayed. CDISC data. non CDISC data can ignored. Defaults \"ADSL\". ggtheme optional, (character) ggplot2 theme used default. Defaults \"classic\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Summary Obs\", \"Summary Patients\", \"Combinations Main\", \"Combinations Hist\", \"Subject\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_missing_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Missing data module — tm_missing_data","text":"","code":"library(teal.widgets)  # module specification used in apps below tm_missing_data_module <- tm_missing_data(   ggplot2_args = list(     \"Combinations Hist\" = ggplot2_args(       labs = list(subtitle = \"Plot produced by Missing Data Module\", caption = NULL)     ),     \"Combinations Main\" = ggplot2_args(labs = list(title = NULL))   ) ) #> [INFO] 2024-02-22 12:11:17.2417 pid:1211 token:[] teal.modules.general Initializing tm_missing_data  # general example data data <- teal_data() data <- within(data, {   library(nestcolor)    add_nas <- function(x) {     x[sample(seq_along(x), floor(length(x) * runif(1, .05, .17)))] <- NA     x   }    iris <- iris   mtcars <- mtcars    iris[] <- lapply(iris, add_nas)   mtcars[] <- lapply(mtcars, add_nas)   mtcars[[\"cyl\"]] <- as.factor(mtcars[[\"cyl\"]])   mtcars[[\"gear\"]] <- as.factor(mtcars[[\"gear\"]]) }) datanames(data) <- c(\"iris\", \"mtcars\")  app <- init(   data = data,   modules = modules(tm_missing_data_module) ) #> Warning: 'package:nestcolor' may not be available when loading if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC example data data <- teal_data() data <- within(data, {   library(nestcolor)   ADSL <- rADSL   ADRS <- rADRS }) datanames(data) <- c(\"ADSL\", \"ADRS\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(tm_missing_data_module) ) if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_outliers.html","id":null,"dir":"Reference","previous_headings":"","what":"Outliers Module — tm_outliers","title":"Outliers Module — tm_outliers","text":"Module analyze identify outliers using different methods","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_outliers.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Outliers Module — tm_outliers","text":"","code":"tm_outliers(   label = \"Outliers Module\",   outlier_var,   categorical_var = NULL,   ggtheme = c(\"gray\", \"bw\", \"linedraw\", \"light\", \"dark\", \"minimal\", \"classic\", \"void\"),   ggplot2_args = teal.widgets::ggplot2_args(),   plot_height = c(600, 200, 2000),   plot_width = NULL,   pre_output = NULL,   post_output = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_outliers.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Outliers Module — tm_outliers","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. outlier_var (data_extract_spec list multiple data_extract_spec) variable consider outliers analysis. categorical_var (data_extract_spec list multiple data_extract_spec) categorical factor split selected outlier variables . ggtheme optional, (character) ggplot2 theme used default. Defaults \"gray\". ggplot2_args optional, (ggplot2_args) object created teal.widgets::ggplot2_args() settings plots named list ggplot2_args objects plot-specific settings. argument merged options variable teal.ggplot2_args default module setup. List names match following: c(\"default\", \"Boxplot\",\"Density Plot\",\"Cumulative Distribution Plot\"). details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\"). plot_height optional, (numeric) vector length three c(value, min max) slider encoding plot height. plot_width optional, (numeric) vector length three c(value, min max) slider encoding plot width. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_outliers.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Outliers Module — tm_outliers","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   CO2 <- CO2   CO2[[\"primary_key\"]] <- seq_len(nrow(CO2)) }) datanames(data) <- \"CO2\" join_keys(data) <- join_keys(join_key(\"CO2\", \"CO2\", \"primary_key\"))  vars <- choices_selected(variable_choices(data[[\"CO2\"]], c(\"Plant\", \"Type\", \"Treatment\")))  app <- init(   data = data,   modules = modules(     tm_outliers(       outlier_var = list(         data_extract_spec(           dataname = \"CO2\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"CO2\"]], c(\"conc\", \"uptake\")),             selected = \"uptake\",             multiple = FALSE,             fixed = FALSE           )         )       ),       categorical_var = list(         data_extract_spec(           dataname = \"CO2\",           filter = filter_spec(             vars = vars,             choices = value_choices(data[[\"CO2\"]], vars$selected),             selected = value_choices(data[[\"CO2\"]], vars$selected),             multiple = TRUE           )         )       ),       ggplot2_args = list(         ggplot2_args(           labs = list(subtitle = \"Plot generated by Outliers Module\")         )       )     )   ) ) #> [INFO] 2024-02-22 12:11:17.7714 pid:1211 token:[] teal.modules.general Initializing tm_outliers if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  fact_vars_adsl <- names(Filter(isTRUE, sapply(data[[\"ADSL\"]], is.factor))) vars <- choices_selected(variable_choices(data[[\"ADSL\"]], fact_vars_adsl))  app <- init(   data = data,   modules = modules(     tm_outliers(       outlier_var = list(         data_extract_spec(           dataname = \"ADSL\",           select = select_spec(             label = \"Select variable:\",             choices = variable_choices(data[[\"ADSL\"]], c(\"AGE\", \"BMRKR1\")),             selected = \"AGE\",             multiple = FALSE,             fixed = FALSE           )         )       ),       categorical_var = list(         data_extract_spec(           dataname = \"ADSL\",           filter = filter_spec(             vars = vars,             choices = value_choices(data[[\"ADSL\"]], vars$selected),             selected = value_choices(data[[\"ADSL\"]], vars$selected),             multiple = TRUE           )         )       ),       ggplot2_args = list(         ggplot2_args(           labs = list(subtitle = \"Plot generated by Outliers Module\")         )       )     )   ) ) #> [INFO] 2024-02-22 12:11:17.8844 pid:1211 token:[] teal.modules.general Initializing tm_outliers if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_t_crosstable.html","id":null,"dir":"Reference","previous_headings":"","what":"Create a simple cross-table — tm_t_crosstable","title":"Create a simple cross-table — tm_t_crosstable","text":"Create simple cross-table","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_t_crosstable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create a simple cross-table — tm_t_crosstable","text":"","code":"tm_t_crosstable(   label = \"Cross Table\",   x,   y,   show_percentage = TRUE,   show_total = TRUE,   pre_output = NULL,   post_output = NULL,   basic_table_args = teal.widgets::basic_table_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_t_crosstable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create a simple cross-table — tm_t_crosstable","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. x (data_extract_spec list multiple data_extract_spec) Object available choices pre-selected option variable X - row values. case data_extract_spec use select_spec(..., ordered = TRUE) table elements rendered according selection order. y (data_extract_spec list multiple data_extract_spec) Object available choices pre-selected option variable Y - column values data_extract_spec must allow multiple selection case. show_percentage optional, (logical) Whether show percentages (relevant x factor). Defaults TRUE. show_total optional, (logical) Whether show total column. Defaults TRUE. pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. basic_table_args (basic_table_args) object created teal.widgets::basic_table_args() settings module table. argument merged options variable teal.basic_table_args default module setup. details see vignette: vignette(\"custom-basic-table-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_t_crosstable.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Create a simple cross-table — tm_t_crosstable","text":"examples, please see vignette \"Using cross table\" via vignette(\"using-cross-table\", package = \"teal.modules.general\").","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_t_crosstable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create a simple cross-table — tm_t_crosstable","text":"","code":"# general data example library(teal.widgets)  data <- teal_data() data <- within(data, {   mtcars <- mtcars   for (v in c(\"cyl\", \"vs\", \"am\", \"gear\")) {     mtcars[[v]] <- as.factor(mtcars[[v]])   }   mtcars[[\"primary_key\"]] <- seq_len(nrow(mtcars)) }) datanames(data) <- \"mtcars\" join_keys(data) <- join_keys(join_key(\"mtcars\", \"mtcars\", \"primary_key\"))  app <- init(   data = data,   modules = modules(     tm_t_crosstable(       label = \"Cross Table\",       x = data_extract_spec(         dataname = \"mtcars\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"mtcars\"]], c(\"cyl\", \"vs\", \"am\", \"gear\")),           selected = c(\"cyl\", \"gear\"),           multiple = TRUE,           ordered = TRUE,           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"mtcars\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"mtcars\"]], c(\"cyl\", \"vs\", \"am\", \"gear\")),           selected = \"vs\",           multiple = FALSE,           fixed = FALSE         )       ),       basic_table_args = basic_table_args(         subtitles = \"Table generated by Crosstable Module\"       )     )   ) ) #> [INFO] 2024-02-22 12:11:18.4055 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC data example library(teal.widgets)  data <- teal_data() data <- within(data, {   ADSL <- rADSL }) datanames(data) <- \"ADSL\" join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(     tm_t_crosstable(       label = \"Cross Table\",       x = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], subset = function(data) {             idx <- !vapply(data, inherits, logical(1), c(\"Date\", \"POSIXct\", \"POSIXlt\"))             return(names(data)[idx])           }),           selected = \"COUNTRY\",           multiple = TRUE,           ordered = TRUE,           fixed = FALSE         )       ),       y = data_extract_spec(         dataname = \"ADSL\",         select = select_spec(           label = \"Select variable:\",           choices = variable_choices(data[[\"ADSL\"]], subset = function(data) {             idx <- vapply(data, is.factor, logical(1))             return(names(data)[idx])           }),           selected = \"SEX\",           multiple = FALSE,           fixed = FALSE         )       ),       basic_table_args = basic_table_args(         subtitles = \"Table generated by Crosstable Module\"       )     )   ) ) #> [INFO] 2024-02-22 12:11:18.4972 pid:1211 token:[] teal.modules.general Initializing tm_t_crosstable if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_variable_browser.html","id":null,"dir":"Reference","previous_headings":"","what":"Variable Browser Teal Module — tm_variable_browser","title":"Variable Browser Teal Module — tm_variable_browser","text":"variable browser provides table variable names labels plot visualizes content particular variable. specifically designed use data.frames.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_variable_browser.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Variable Browser Teal Module — tm_variable_browser","text":"","code":"tm_variable_browser(   label = \"Variable Browser\",   datasets_selected = character(0),   parent_dataname = \"ADSL\",   pre_output = NULL,   post_output = NULL,   ggplot2_args = teal.widgets::ggplot2_args() )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_variable_browser.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Variable Browser Teal Module — tm_variable_browser","text":"label (character(1)) Label shown navigation item module module group. modules() defaults \"root\". See Details. datasets_selected (character) vector datasets shown order. Names vector correspond datasets names. vector length zero (default) datasets shown. Note: datasets data.frame class compatible; using types cause error. parent_dataname (character(1)) dataname exists datasets_selected extra checkbox shown allow users show variables datasets exist dataname. typically used remove ADSL columns CDISC data. non CDISC data can ignored. Defaults \"ADSL\". pre_output (shiny.tag, optional) text placed output put output context. example title. post_output (shiny.tag, optional) text placed output put output context. example shiny::helpText() elements useful. ggplot2_args (ggplot2_args) object created teal.widgets::ggplot2_args() settings module plot. argument merged options variable teal.ggplot2_args default module setup. details see vignette: vignette(\"custom-ggplot2-arguments\", package = \"teal.widgets\")","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_variable_browser.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Variable Browser Teal Module — tm_variable_browser","text":"Numeric columns fewer 30 distinct values can treated either factors numbers checkbox allowing users switch treated (< 6 unique values default categorical, otherwise numeric).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/tm_variable_browser.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Variable Browser Teal Module — tm_variable_browser","text":"","code":"library(teal.widgets)  # module specification used in apps below tm_variable_browser_module <- tm_variable_browser(   label = \"Variable browser\",   ggplot2_args = ggplot2_args(     labs = list(subtitle = \"Plot generated by Variable Browser Module\")   ) ) #> [INFO] 2024-02-22 12:11:19.0145 pid:1211 token:[] teal.modules.general Initializing tm_variable_browser  # general data example data <- teal_data() data <- within(data, {   iris <- iris   mtcars <- mtcars   women <- women   faithful <- faithful   CO2 <- CO2 }) datanames(data) <- c(\"iris\", \"mtcars\", \"women\", \"faithful\", \"CO2\")  app <- init(   data = data,   modules = modules(tm_variable_browser_module) ) if (interactive()) {   shinyApp(app$ui, app$server) }  # CDISC example data data <- teal_data() data <- within(data, {   ADSL <- rADSL   ADTTE <- rADTTE }) datanames(data) <- c(\"ADSL\", \"ADTTE\") join_keys(data) <- default_cdisc_join_keys[datanames(data)]  app <- init(   data = data,   modules = modules(tm_variable_browser_module) ) if (interactive()) {   shinyApp(app$ui, app$server) }"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/validate_input.html","id":null,"dir":"Reference","previous_headings":"","what":"Validates the variable browser inputs — validate_input","title":"Validates the variable browser inputs — validate_input","text":"Validates variable browser inputs","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/validate_input.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Validates the variable browser inputs — validate_input","text":"","code":"validate_input(input, plot_var, data)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/validate_input.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Validates the variable browser inputs — validate_input","text":"input (session$input) shiny session input plot_var (list) list data frame array variable names data (tdata) datasets passed module","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/validate_input.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Validates the variable browser inputs — validate_input","text":"logical TRUE validations pass; Shiny validation error otherwise","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_labels.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Label Attributes of Variables in a data.frame — var_labels","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"Variable labels can stored label attribute variable. functions returns named character vector variable labels (empty sting specified)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_labels.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"","code":"var_labels(x, fill = FALSE)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_labels.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"x data.frame object fill boolean case label attribute exist TRUE variable names returned, otherwise NA","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_labels.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"named character vector variable labels, names correspond variable names","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_labels.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Get Label Attributes of Variables in a data.frame — var_labels","text":"formatters package source function.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_missings_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarizes missings occurrence — var_missings_info","title":"Summarizes missings occurrence — var_missings_info","text":"Summarizes missings occurrence vector","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_missings_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarizes missings occurrence — var_missings_info","text":"","code":"var_missings_info(x)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_missings_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarizes missings occurrence — var_missings_info","text":"x vector type length","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_missings_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarizes missings occurrence — var_missings_info","text":"text describing NA occurrence.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_summary_table.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarizes variable — var_summary_table","title":"Summarizes variable — var_summary_table","text":"Creates html summary statistics relevant data type. numeric values returns central tendency measures, factor returns level counts, Date  date range, just number levels.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_summary_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarizes variable — var_summary_table","text":"","code":"var_summary_table(x, numeric_as_factor, dt_rows, outlier_definition)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_summary_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarizes variable — var_summary_table","text":"x vector type numeric_as_factor logical numeric variable treated factor dt_rows numeric current/latest DT page length outlier_definition 0 outliers removed, otherwise outliers (outlier_definition*IQR /Q1/Q3 removed)","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/var_summary_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarizes variable — var_summary_table","text":"text simple statistics.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/variable_type_icons.html","id":null,"dir":"Reference","previous_headings":"","what":"Get icons to represent variable types in dataset — variable_type_icons","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"Get icons represent variable types dataset","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/variable_type_icons.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"","code":"variable_type_icons(var_type)"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/variable_type_icons.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"var_type (character) R internal types (classes).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/variable_type_icons.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"(character) vector HTML icons corresponding data type column.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/variable_type_icons.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get icons to represent variable types in dataset — variable_type_icons","text":"","code":"teal.modules.general:::variable_type_icons(c(   \"integer\", \"numeric\", \"logical\", \"Date\", \"POSIXct\", \"POSIXlt\",   \"factor\", \"character\", \"unknown\", \"\" )) #>  [1] \"<i class=\\\"fas fa-arrow-up-1-9\\\" role=\\\"presentation\\\" aria-label=\\\"arrow-up-1-9 icon\\\"><\/i>\"       #>  [2] \"<i class=\\\"fas fa-arrow-up-1-9\\\" role=\\\"presentation\\\" aria-label=\\\"arrow-up-1-9 icon\\\"><\/i>\"       #>  [3] \"<i class=\\\"fas fa-pause\\\" role=\\\"presentation\\\" aria-label=\\\"pause icon\\\"><\/i>\"                     #>  [4] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [5] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [6] \"<i class=\\\"far fa-calendar\\\" role=\\\"presentation\\\" aria-label=\\\"calendar icon\\\"><\/i>\"               #>  [7] \"<i class=\\\"far fa-chart-bar\\\" role=\\\"presentation\\\" aria-label=\\\"chart-bar icon\\\"><\/i>\"             #>  [8] \"<i class=\\\"far fa-keyboard\\\" role=\\\"presentation\\\" aria-label=\\\"keyboard icon\\\"><\/i>\"               #>  [9] \"<i class=\\\"far fa-circle-question\\\" role=\\\"presentation\\\" aria-label=\\\"circle-question icon\\\"><\/i>\" #> [10] \"\""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/varname_w_label.html","id":null,"dir":"Reference","previous_headings":"","what":"Get variable name with label — varname_w_label","title":"Get variable name with label — varname_w_label","text":"Get variable name label","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/varname_w_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get variable name with label — varname_w_label","text":"","code":"varname_w_label(   var_names,   dataset,   wrap_width = 80,   prefix = NULL,   suffix = NULL )"},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/varname_w_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get variable name with label — varname_w_label","text":"var_names (character) Name variable extract labels . dataset (dataset) Name analysis dataset. wrap_width (numeric) Number characters wrap original label . Defaults 80. prefix (character) String paste beginning variable name label. suffix (character) String paste end variable name label.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/varname_w_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get variable name with label — varname_w_label","text":"(character) String variable name label.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/reference/varname_w_label.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get variable name with label — varname_w_label","text":"","code":"if (FALSE) { ADSL <- teal.modules.general::rADSL  varname_w_label(\"AGE\", ADSL) }"},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-16-9022","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.16.9022","text":"Updated package docs vignettes new way specifying data teal::init(). data argument accept teal_data object","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-16-9022","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.16.9022","text":"Removed teal.slice dependencies. Specified minimal version package dependencies.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"breaking-changes-0-2-16","dir":"Changelog","previous_headings":"","what":"Breaking changes","title":"teal.modules.general 0.2.16","text":"Replaced chunks simpler qenv class. Replaced datasets argument containing FilteredData new arguments data (tdata object) filter_panel_api (FilterPanelAPI).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-16","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.16","text":"Added parent_dataname argument tm_variable_browser tm_missing_data allow specification parent dataset modules. Improved UI labels plot panel title tm_g_association. Added inputs tm_variable_browser module text size plot theme. Forced ggplot theme always selected modules. Updated encodings input checks use shinyvalidate::InputValidator instead shiny::validate better UI experience.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-16","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.16","text":"Fixed bug tm_g_scatterplot selected x y facets . Fixed bug tm_g_distribution plot theoretical distribution newer ggplot2 version. Fixed bug tm_g_bivariate adding lines checkbox available one x y deselected. Fixed bug tm_variable_browser changing filters reset selected variable first list.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-16","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.16","text":"Removed scda package dependency examples. Replaced deprecated ggplot2 functions ..count.., ..density.. ..prop... Version bump forcats dependency.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-15","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.15","text":"Added teal.reporter functionality modules. Implemented nestcolor examples, refactored tm_a_pca tm_missing_data allow using nestcolor. Added log transformation options tm_g_scatterplot. Added server_rendering flag tm_data_table control whether table rendered server client side.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-15","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.15","text":"Fixed overflow wide tm_a_pca tables. Fixed join type functionality tm_t_crosstable. Fixed bug tm_missing_data selecting variables missings. Fixed bug tm_missing_data using any_na.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-15","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.15","text":"Moved packages used one module Imports Suggests DESCRIPTION file. Moved magrittr package Depends Imports DESCRIPTION file.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-14","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.14","text":"New teal module tm_front_page simplify creating front page teal apps. Added slider widget control font size label tm_g_scatterplot. Output integers without decimal places selecting points tm_g_scatterplot. Improved names code chunks shown Debug Info. Improved validation message number regressors big tm_a_regression.R.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-14","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.14","text":"Fixed wrong validation tm_a_pca. Fixed crash deselecting categorical factor tm_outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-14","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.14","text":"Added template pkgdown site. Updated package authors.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-13","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.13","text":"Rewrote modules use moduleServer updated call plot_with_settings_srv changes teal.devel. Fixed tracking selection order data_extract_ui. selectors can return ordered selection one specifies ordered = TRUE select_spec. Switched order tm_missing_data combination plot show data descending order. Changed variable levels output tm_missing_data allow numerical sorting.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-13","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.13","text":"Removed unneeded n row tm_t_crosstable. Replaced calls teal::root_modules teal::modules following deprecation teal::root_modules. Adjusted package imports take account changes teal framework. Added “Getting started teal.modules.general” vignette. Updated README file. Moved ggmosaic package Depends Imports DESCRIPTION file.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-12","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.12","text":"Added support logging logger package added info level logs upon initialization module. Added support custom arguments ggplot2::labs ggplot2::theme plot based modules. Added support custom arguments rtables::basic_table tm_t_crosstable. Updated tm_outliers, tm_g_scatterplotmatrix, tm_g_association, tm_t_crosstable modules adopt new teal.transform::data_merge_srv teal.transform::data_extract_multiple_srv modules. Distinguished bars representing NA plot depicting counts tm_variable_browser different color fill. Modified summary statistics table numeric columns tm_variable_browser reflect plot outliers removed. Added option remove missing values tm_variable_browser histogram factor like variables. Added ability sort Variable Type tm_variable_browser separating variable type icons column. Updated Grouped Subject tab tm_missing_data module present data way Summary tab . Added support NA level grouping variable variable levels table tm_missing_data module. Added informative labels level grouping variable variable levels table tm_missing_data module. Added checkbox tm_g_scatterplot toggle option free x y axis scales whenever faceting arguments provided. Used browser-side processing tm_data_table Buttons extension download full table. Added example advanced usage DT module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-12","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.12","text":"Fixed error tm_variable_browser selected column logical(1). Fixed bugs modules’ vignette examples.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-12","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.12","text":"Added R version requirement R >= 3.6. Removed input_id argument teal.transform::data_merge_module calls modules. Refactored defunct teal.devel::data_extract_input replacement teal.transform::data_extract_ui. Updated teal.transform::data_merge_srv use dplyr::inner_join instead dplyr::left_join tm_outliers module. Removed overlay statistics table tm_g_distribution module. Removed dependency test.nest package. Removed dependency utils.nest package replaced functions equivalents checkmate package.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"new-features-0-2-11","dir":"Changelog","previous_headings":"","what":"New features","title":"teal.modules.general 0.2.11","text":"new module, tm_file_viewer, added visualization static files. new module, tm_g_distribution, added distribution analysis.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-11","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.11","text":"Fixed bar plot order factor variables tm_variable_browser.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_variable_browser-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_variable_browser","title":"teal.modules.general 0.2.11","text":"Added sparkline support Date/POSIXct/POSIXlt variable types. Fixed histograms contain least two bars.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_outliers-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_outliers","title":"teal.modules.general 0.2.11","text":"Added filter_spec support. Simplified returned R code. Support select_spec categorical variables.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_scatterplotmatrix-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplotmatrix","title":"teal.modules.general 0.2.11","text":"Added ordered select input support. Decoupled dataset list variables list parameters.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_association-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_association","title":"teal.modules.general 0.2.11","text":"Added ordered select input support.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_t_crosstable-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_t_crosstable","title":"teal.modules.general 0.2.11","text":"Added ordered select input support.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_scatterplot-0-2-11","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.11","text":"Modified trend line feature scatterplot display raw equation equal actual y value actual x values plugged .","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-11","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.11","text":"Updated LICENCE README new package references. Added error_on_lint: TRUE .lintr. Updated quantile type = 2 argument tm_variable_browser line STREAM.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-10","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.10","text":"Refactored internal code modules optimize performance. Refactored tm_g_scatterplot compute trend line statistics using ggpmisc::stat_poly_eq simplify code labels group plot. Refactored tm_g_scatterplot enable filtering via Encoding Panel using new filter_spec functionality. Added support logical variables tm_variable_browser. Updated tm_outliers handle non-CDISC datasets. Updated UI tm_variable_browser factor character variables 30 levels. Updated sparklines remove NA values numeric variables. Added checkbox display number observations plot tm_g_scatterplot. Added validation statements tm_g_scatterplot handling users choosing one facet variable. Improved performance tm_variable_browser efficient sparkline generation. Added html code type datasets labels inside tm_missing_data. Improved styling tool tips tm_a_regression, tm_missing_data tm_variable_browser.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"enhancements-0-2-9","dir":"Changelog","previous_headings":"","what":"Enhancements","title":"teal.modules.general 0.2.9","text":"Added download, enlarge resize graph options tm_variable_browser module. Added download expand options table tm_t_crosstable. Enabled selection custom datasets tm_variable_browser datasets_selected argument. Allowed dataset variables used grouping variables variable levels tab tm_missing_data, just selected displayed rows table. Enabled brushing points NA categories facetting tm_g_scatterplot.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-9","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"teal.modules.general 0.2.9","text":"Added persistence number entries displayed data tables. Removed ‘treat variable factor’ checkbox tm_variable_browser graph shown. Fixed DT length reset tm_variable_browser “Show parent dataset variables” checkbox tick.","code":""},{"path":[]},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_outliers-0-2-8","dir":"Changelog","previous_headings":"New Module","what":"tm_outliers","title":"teal.modules.general 0.2.8","text":"Added new module tm_outliers analyze outliers datasets.","code":""},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_scatterplot-0-2-8","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.8","text":"Added max_deg optional argument scatterplot allow users choose maximum smoothing degree trend line. Added column row facetting functionality scatterplot. Added possibility specify type join tm_t_crosstable. Incorporate missings resulting non inner join.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"bug-fixes-0-2-8","dir":"Changelog","previous_headings":"","what":"Bug Fixes","title":"teal.modules.general 0.2.8","text":"Fixed edge case errors tm_missing_data caused input dataset categorical variables data.frame instead tibble. Fixed tm_a_pca biplot plot coloring factor/character/numeric < 6 values variable. Fixed typo outlier definition tm_variable_browser.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-8","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.8","text":"Sparklines longer shown numeric variables 100000 rows. Colors legend plot. Replaced \"Show variables ADSL\" checkbox general \"Show parent dataset variables\". Capitalize default module labels. outputs tm_missing_data conditional data CDISC data. Added pre_output post_output arguments tm_data_table, tm_missing_data, tm_variable_browser. Fixed issue tm_data_table selecting “show distinct rows” variable names non-alphanumeric characters.","code":""},{"path":[]},{"path":[]},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_variable_browser-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_variable_browser","title":"teal.modules.general 0.2.7","text":"Introduced sparklines quick, inline variable summaries. Added option remove outliers. Histograms statistics tables now displayed variables type Date, POSIXct POSIXlt. Character variable summary statistics tables now displayed decreasing order occurrences instead alphabetical. Display number non-missing rows n statistics table numeric variables. Added ability treat numeric variables categorical. tm_variable_browser shows 30 50 levels divided 2 columns character/factor variables 30 unique levels.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_a_regression-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_a_regression","title":"teal.modules.general 0.2.7","text":"Added support outlier labels tm_a_regression provided additional optional argument, default_outlier_label can used specify default column used label outliers.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_scatterplot-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_scatterplot","title":"teal.modules.general 0.2.7","text":"Implemented trend line. Added marginal density plots. Added option display rug plot axes. Added shape point color arguments. latter users colourpicker::colourInput. Added size_by variable scatterplot allowed point size mapped numeric variable.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_missing_data-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_missing_data","title":"teal.modules.general 0.2.7","text":"Added bar chart missing data combination plot. Removed keys missing data combinations plot selected.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_g_bivariate-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_g_bivariate","title":"teal.modules.general 0.2.7","text":"Bivariate plots two continuous variables now allow adding lines. Show labels x axis selecting categorical variable fixed issues deselecting variables datasets encodings panel (including addition meaningful warnings).","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tm_a_pca-0-2-7","dir":"Changelog","previous_headings":"Enhancements","what":"tm_a_pca","title":"teal.modules.general 0.2.7","text":"Updated include Plot settings Plot specific settings.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"miscellaneous-0-2-7","dir":"Changelog","previous_headings":"","what":"Miscellaneous","title":"teal.modules.general 0.2.7","text":"Integrated is_single_dataset argument data_extract_input function calls simplify encodings panel UI. Moved code argument cdisc_dataset (cdisc_data) examples vignettes. Require ggmosaic version >= 0.3.0.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-026","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.6","title":"teal.modules.general 0.2.6","text":"Adds additional plot settings themes tm_g_association, tm_g_response, tm_g_scatterplot, well point size opacity settings tm_g_association tm_g_scatterplot. Replace pickerInput optionalSelectInput tm_data_table. Adds new facet parameter tm_g_bivariate specify whether facet encodings elements visible user default. Replace plot_with_height module new plot_with_settings module. Missing data module now uses chunks get reproducible R code. New theme missing data module new label positioning. tm_data_table: allow developers pass arguments DT::dataTable use pickerInput select variables. tm_g_response new argument count_labels. Counts might assessed frequency plot . Moved missing data module summary plot footer elements tool tip encodings panels. Replaced base plots tm_a_regression ggplot2. Added optional slider adjust width plot_with_settings. Handle Inf data gracefully. tm_variable_browser now outputs summary table factors missing values.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-025","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.5","title":"teal.modules.general 0.2.5","text":"Adds ggplot call inside chunks modules. Pass dataname get_rcode_srv. Uses utils function standardize plot label generation. Improved handling variable labels. Removed “Add filter variable” button variable browser module. Scatterplot matrix module now automatically converts characters factors message.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-024","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.4","title":"teal.modules.general 0.2.4","text":"New PCA module. Documentation fix cross table module. Display variable labels drop-menu data table (#393). Optional subsetting ordering datasets tm_data_table. Use teal.code::chunks_push_data_merge include merge code reproducibility code. consistent coloring behavior bivariate plots. Updates missing data module. Updated graph axis labels following modules: bivariate plot, missing data, response plot, regression module, scatterplot, scatterplot matrix. Simplify scatterplot matrix display plot within one dataset .","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-023","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.3","title":"teal.modules.general 0.2.3","text":"Fixed naming tm_variable_browser. Correlation added Scatter Plot Matrix. Opacity slider added tm_bivariate. Fixes due bug teal.devel#313. Performance enhancements missing data module. Fix bug reactivity scatterplot matrix module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-022","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.2","title":"teal.modules.general 0.2.2","text":"New module summarize missing data. Refactor variable browser module. Correct display density / frequency option bivariate plot.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-021","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.1","title":"teal.modules.general 0.2.1","text":"Fix magrittr loading reproducible code.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-020","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.2.0","title":"teal.modules.general 0.2.0","text":"Refactor functions data extract data merge. Create sample_app.R demonstrating teal.modules.general modules. Rename tm_table tm_cross_table. Include show R code modules. Merge tm_cross_table tm_t_percentage_table one module.","code":""},{"path":"https://insightsengineering.github.io/teal.modules.general/news/index.html","id":"tealmodulesgeneral-010","dir":"Changelog","previous_headings":"","what":"teal.modules.general 0.1.0","title":"teal.modules.general 0.1.0","text":"Initial release.","code":""}]