From d6f313a66baa8c99497862362719f6b2e7fda55f Mon Sep 17 00:00:00 2001
From: Tom Palmer <remlapmot@hotmail.com>
Date: Sat, 27 Jan 2024 19:53:06 +0000
Subject: [PATCH] quarto render

---
 docs/about.html                               | 245 +++++++++++---
 .../markstat-call-R-example/index.html        | 251 ++++++++++++---
 docs/examples/mrrobust-examples/index.html    | 278 ++++++++++++----
 docs/examples/mvcommands-example/index.html   | 251 ++++++++++++---
 .../rmarkdown-call-stata-example/index.html   | 303 ++++++++++++++----
 docs/examples/save-estimates/index.html       | 248 +++++++++++---
 .../spiller-ije-2018-examples/index.html      | 293 ++++++++++++++---
 docs/helpfiles/mr-helpfile.html               | 246 +++++++++++---
 docs/helpfiles/mr.html                        |   2 +-
 docs/helpfiles/mrdeps-helpfile.html           | 246 +++++++++++---
 docs/helpfiles/mrdeps.html                    |   2 +-
 docs/helpfiles/mregger-helpfile.html          | 246 +++++++++++---
 docs/helpfiles/mregger.html                   |   2 +-
 docs/helpfiles/mreggerplot-helpfile.html      | 246 +++++++++++---
 docs/helpfiles/mreggerplot.html               |   2 +-
 docs/helpfiles/mreggersimex-helpfile.html     | 246 +++++++++++---
 docs/helpfiles/mreggersimex.html              |   2 +-
 docs/helpfiles/mrforest-helpfile.html         | 246 +++++++++++---
 docs/helpfiles/mrforest.html                  |   2 +-
 docs/helpfiles/mrfunnel-helpfile.html         | 246 +++++++++++---
 docs/helpfiles/mrfunnel.html                  |   2 +-
 docs/helpfiles/mrivests-helpfile.html         | 246 +++++++++++---
 docs/helpfiles/mrivests.html                  |   2 +-
 docs/helpfiles/mrleaveoneout-helpfile.html    | 246 +++++++++++---
 docs/helpfiles/mrleaveoneout.html             |   2 +-
 docs/helpfiles/mrmedian-helpfile.html         | 246 +++++++++++---
 docs/helpfiles/mrmedian.html                  |   2 +-
 docs/helpfiles/mrmedianobs-helpfile.html      | 246 +++++++++++---
 docs/helpfiles/mrmedianobs.html               |   2 +-
 docs/helpfiles/mrmodal-helpfile.html          | 246 +++++++++++---
 docs/helpfiles/mrmodal.html                   |   2 +-
 docs/helpfiles/mrmodalplot-helpfile.html      | 246 +++++++++++---
 docs/helpfiles/mrmodalplot.html               |   2 +-
 docs/helpfiles/mrmvegger-helpfile.html        | 246 +++++++++++---
 docs/helpfiles/mrmvegger.html                 |   2 +-
 docs/helpfiles/mrmvivw-helpfile.html          | 246 +++++++++++---
 docs/helpfiles/mrmvivw.html                   |   2 +-
 docs/helpfiles/mrratio-helpfile.html          | 246 +++++++++++---
 docs/helpfiles/mrratio.html                   |   2 +-
 docs/helpfiles/mrrobust-helpfile.html         | 246 +++++++++++---
 docs/helpfiles/mrrobust.html                  |   2 +-
 docs/index.html                               | 250 ++++++++++++---
 docs/search.json                              |   4 +-
 docs/site_libs/bootstrap/bootstrap-icons.css  | 148 ++++++---
 docs/site_libs/bootstrap/bootstrap-icons.woff | Bin 164168 -> 176200 bytes
 docs/site_libs/bootstrap/bootstrap.min.css    |  12 +-
 docs/site_libs/bootstrap/bootstrap.min.js     |   6 +-
 docs/site_libs/quarto-html/anchor.min.js      |   6 +-
 docs/site_libs/quarto-html/popper.min.js      |   4 +-
 docs/site_libs/quarto-html/quarto.js          |  29 +-
 docs/site_libs/quarto-nav/quarto-nav.js       |  21 +-
 .../quarto-search/autocomplete.umd.js         |   4 +-
 docs/site_libs/quarto-search/quarto-search.js | 161 ++++++++--
 site/_freeze/index/execute-results/html.json  |   5 +-
 site/helpfiles/mr.html                        |   2 +-
 site/helpfiles/mrdeps.html                    |   2 +-
 site/helpfiles/mregger.html                   |   2 +-
 site/helpfiles/mreggerplot.html               |   2 +-
 site/helpfiles/mreggersimex.html              |   2 +-
 site/helpfiles/mrforest.html                  |   2 +-
 site/helpfiles/mrfunnel.html                  |   2 +-
 site/helpfiles/mrivests.html                  |   2 +-
 site/helpfiles/mrleaveoneout.html             |   2 +-
 site/helpfiles/mrmedian.html                  |   2 +-
 site/helpfiles/mrmedianobs.html               |   2 +-
 site/helpfiles/mrmodal.html                   |   2 +-
 site/helpfiles/mrmodalplot.html               |   2 +-
 site/helpfiles/mrmvegger.html                 |   2 +-
 site/helpfiles/mrmvivw.html                   |   2 +-
 site/helpfiles/mrratio.html                   |   2 +-
 site/helpfiles/mrrobust.html                  |   2 +-
 71 files changed, 5518 insertions(+), 1251 deletions(-)

diff --git a/docs/about.html b/docs/about.html
index 9d5839e4..8d9f8fbc 100644
--- a/docs/about.html
+++ b/docs/about.html
@@ -2,7 +2,7 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="./index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="./index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="./index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="./examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link active" href="./about.html" rel="" target="" aria-current="page">
- <span class="menu-text">About</span></a>
+    <a class="nav-link active" href="./about.html" aria-current="page"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -235,8 +241,10 @@ <h1 class="title">About</h1>
   </div>
   
 
+
 </header>
 
+
 <ul>
 <li>This is the website for the <strong>mrrobust</strong> Stata package</li>
 <li>GitHub repo: <a href="https://github.com/remlapmot/mrrobust" class="uri">https://github.com/remlapmot/mrrobust</a></li>
@@ -324,10 +332,9 @@ <h1 class="title">About</h1>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -337,8 +344,17 @@ <h1 class="title">About</h1>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -352,6 +368,125 @@ <h1 class="title">About</h1>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -394,6 +529,7 @@ <h1 class="title">About</h1>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -419,6 +555,32 @@ <h1 class="title">About</h1>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -482,4 +644,5 @@ <h1 class="title">About</h1>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/markstat-call-R-example/index.html b/docs/examples/markstat-call-R-example/index.html
index 64d21c03..1e7862ed 100644
--- a/docs/examples/markstat-call-R-example/index.html
+++ b/docs/examples/markstat-call-R-example/index.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – index</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -58,6 +58,7 @@
 div.csl-bib-body { }
 div.csl-entry {
   clear: both;
+  margin-bottom: 0em;
 }
 .hanging-indent div.csl-entry {
   margin-left:2em;
@@ -98,7 +99,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,6 +114,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -119,12 +127,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -136,130 +143,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -286,6 +293,7 @@ <h2 id="toc-title">On this page</h2>
 
 
 
+
 <section id="title" class="level1">
 <h1>Run MR-Base from a Stata do-file or Stata Markdown script</h1>
 <section id="introduction" class="level2">
@@ -444,7 +452,7 @@ <h2 class="anchored" data-anchor-id="example-stata-markdown-document">Example St
 </section>
 <section id="references" class="level2">
 <h2 class="anchored" data-anchor-id="references">References</h2>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
+<div id="refs" class="references csl-bib-body hanging-indent" data-entry-spacing="0" role="list">
 <div id="ref-mrbase" class="csl-entry" role="listitem">
 Hemani, Gibran, Jie Zheng, Benjamin Elsworth, Kaitlin H Wade, Valeriia Haberland, Denis Baird, Charles Laurin, et al. 2018. <span>“<span class="nocase">The MR-Base platform supports systematic causal inference across the human phenome</span>.”</span> <em>eLife</em> 7: e34408. <a href="https://doi.org/10.7554/eLife.34408">https://doi.org/10.7554/eLife.34408</a>.
 </div>
@@ -534,10 +542,9 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -547,8 +554,17 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -562,6 +578,125 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -604,6 +739,7 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -629,6 +765,32 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -692,4 +854,5 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/mrrobust-examples/index.html b/docs/examples/mrrobust-examples/index.html
index 768ced7c..42df7b5b 100644
--- a/docs/examples/mrrobust-examples/index.html
+++ b/docs/examples/mrrobust-examples/index.html
@@ -2,7 +2,7 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -58,6 +58,7 @@
 div.csl-bib-body { }
 div.csl-entry {
   clear: both;
+  margin-bottom: 0em;
 }
 .hanging-indent div.csl-entry {
   margin-left:2em;
@@ -98,7 +99,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,6 +114,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -119,12 +127,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -136,130 +143,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -304,8 +311,10 @@ <h1 class="title">Examples from helpfiles in the mrrobust package</h1>
   </div>
   
 
+
 </header>
 
+
 <section id="install-the-mrrobust-package" class="level2">
 <h2 class="anchored" data-anchor-id="install-the-mrrobust-package">Install the mrrobust package</h2>
 <div class="sourceCode" id="cb1"><pre class="sourceCode stata code-with-copy"><code class="sourceCode stata"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>net install github, from(<span class="st">"https://haghish.github.io/github/"</span>)</span>
@@ -334,8 +343,8 @@ <h2 class="anchored" data-anchor-id="mrforest-examples">mrforest examples</h2>
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrforest.svg" class="img-fluid figure-img" alt="Example forest plot of genotype specific IV estimates."></p>
-<figcaption class="figure-caption">Example forest plot of genotype specific IV estimates.</figcaption>
+<p><img src="mrforest.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Example forest plot of genotype specific IV estimates."></p>
+<figcaption>Example forest plot of genotype specific IV estimates.</figcaption>
 </figure>
 </div>
 </div>
@@ -462,8 +471,8 @@ <h2 class="anchored" data-anchor-id="mreggersimex-examples">mreggersimex example
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mreggersimex-plot.svg" class="img-fluid figure-img" alt="SIMEX plots for the MR-Egger model."></p>
-<figcaption class="figure-caption">SIMEX plots for the MR-Egger model.</figcaption>
+<p><img src="mreggersimex-plot.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="SIMEX plots for the MR-Egger model."></p>
+<figcaption>SIMEX plots for the MR-Egger model.</figcaption>
 </figure>
 </div>
 </div>
@@ -482,8 +491,8 @@ <h2 class="anchored" data-anchor-id="mreggerplot-examples">mreggerplot examples<
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mreggerplot.svg" class="img-fluid figure-img" alt="Scatter plot showing the genotype summary level data points and the fitted MR-Egger model."></p>
-<figcaption class="figure-caption">Scatter plot showing the genotype summary level data points and the fitted MR-Egger model.</figcaption>
+<p><img src="mreggerplot.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Scatter plot showing the genotype summary level data points and the fitted MR-Egger model."></p>
+<figcaption>Scatter plot showing the genotype summary level data points and the fitted MR-Egger model.</figcaption>
 </figure>
 </div>
 </div>
@@ -543,8 +552,8 @@ <h2 class="anchored" data-anchor-id="mrmodal-examples">mrmodal examples</h2>
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrmodalplot.svg" class="img-fluid figure-img" alt="Densities of the IV estimates using different values of the phi parameter."></p>
-<figcaption class="figure-caption">Densities of the IV estimates using different values of the phi parameter.</figcaption>
+<p><img src="mrmodalplot.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Densities of the IV estimates using different values of the phi parameter."></p>
+<figcaption>Densities of the IV estimates using different values of the phi parameter.</figcaption>
 </figure>
 </div>
 </div>
@@ -605,8 +614,8 @@ <h2 class="anchored" data-anchor-id="mrfunnel-examples">mrfunnel examples</h2>
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrfunnel.svg" class="img-fluid figure-img" alt="Example funnel plot."></p>
-<figcaption class="figure-caption">Example funnel plot.</figcaption>
+<p><img src="mrfunnel.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Example funnel plot."></p>
+<figcaption>Example funnel plot.</figcaption>
 </figure>
 </div>
 </div>
@@ -633,8 +642,8 @@ <h2 class="anchored" data-anchor-id="leave-one-out-analysis">Leave one out analy
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrleaveoneout-plot-01.svg" class="img-fluid figure-img" alt="Plot showing leave one (genotype) out at a time analysis for the IVW estimate."></p>
-<figcaption class="figure-caption">Plot showing leave one (genotype) out at a time analysis for the IVW estimate.</figcaption>
+<p><img src="mrleaveoneout-plot-01.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Plot showing leave one (genotype) out at a time analysis for the IVW estimate."></p>
+<figcaption>Plot showing leave one (genotype) out at a time analysis for the IVW estimate.</figcaption>
 </figure>
 </div>
 </div>
@@ -649,8 +658,8 @@ <h2 class="anchored" data-anchor-id="leave-one-out-analysis">Leave one out analy
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrleaveoneout-plot-02.svg" class="img-fluid figure-img" alt="Plot showing leave one (genotype) out at a time analysis for the MVMR estimate."></p>
-<figcaption class="figure-caption">Plot showing leave one (genotype) out at a time analysis for the MVMR estimate.</figcaption>
+<p><img src="mrleaveoneout-plot-02.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Plot showing leave one (genotype) out at a time analysis for the MVMR estimate."></p>
+<figcaption>Plot showing leave one (genotype) out at a time analysis for the MVMR estimate.</figcaption>
 </figure>
 </div>
 </div>
@@ -658,7 +667,7 @@ <h2 class="anchored" data-anchor-id="leave-one-out-analysis">Leave one out analy
 </section>
 <section id="references" class="level2">
 <h2 class="anchored" data-anchor-id="references">References</h2>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
+<div id="refs" class="references csl-bib-body hanging-indent" data-entry-spacing="0" role="list">
 <div id="ref-bowden-genepi-2016" class="csl-entry" role="listitem">
 Bowden, Jack, George Davey Smith, Philip C Haycock, and Stephen Burgess. 2016. <span>“<span class="nocase">Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator</span>.”</span> <em>Genetic Epidemiology</em> 40 (4): 304–14. <a href="https://doi.org/10.1002/gepi.21965">https://doi.org/10.1002/gepi.21965</a>.
 </div>
@@ -750,10 +759,9 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -763,8 +771,17 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -778,6 +795,125 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -820,6 +956,7 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -845,6 +982,32 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -908,4 +1071,5 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/mvcommands-example/index.html b/docs/examples/mvcommands-example/index.html
index 21476bb1..3bb6552c 100644
--- a/docs/examples/mvcommands-example/index.html
+++ b/docs/examples/mvcommands-example/index.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – index</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -58,6 +58,7 @@
 div.csl-bib-body { }
 div.csl-entry {
   clear: both;
+  margin-bottom: 0em;
 }
 .hanging-indent div.csl-entry {
   margin-left:2em;
@@ -98,7 +99,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,6 +114,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -119,12 +127,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -136,130 +143,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -286,6 +293,7 @@ <h2 id="toc-title">On this page</h2>
 
 
 
+
 <section id="example-demonstrating-mvmr-commands" class="level1">
 <h1>Example demonstrating MVMR commands</h1>
 <p>Read in the <span class="citation" data-cites="do-natgen-2013">Do et al. (<a href="#ref-do-natgen-2013" role="doc-biblioref">2013</a>)</span> example dataset.</p>
@@ -425,7 +433,7 @@ <h2 class="anchored" data-anchor-id="mvmr-egger">MVMR-Egger</h2>
 </section>
 <section id="references" class="level2">
 <h2 class="anchored" data-anchor-id="references">References</h2>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
+<div id="refs" class="references csl-bib-body hanging-indent" data-entry-spacing="0" role="list">
 <div id="ref-burgess-aje-2015" class="csl-entry" role="listitem">
 Burgess, S, F Dudbridge, and SG Thompson. 2015. <span>“<span class="nocase">Multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects</span>.”</span> <em>American Journal of Epidemiology</em> 181 (4): 251–60. <a href="https://doi.org/10.1093/aje/kwu283">https://doi.org/10.1093/aje/kwu283</a>.
 </div>
@@ -527,10 +535,9 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -540,8 +547,17 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -555,6 +571,125 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -597,6 +732,7 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -622,6 +758,32 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -685,4 +847,5 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/rmarkdown-call-stata-example/index.html b/docs/examples/rmarkdown-call-stata-example/index.html
index 2d907d0d..8f249785 100644
--- a/docs/examples/rmarkdown-call-stata-example/index.html
+++ b/docs/examples/rmarkdown-call-stata-example/index.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – index</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -58,6 +58,7 @@
 div.csl-bib-body { }
 div.csl-entry {
   clear: both;
+  margin-bottom: 0em;
 }
 .hanging-indent div.csl-entry {
   margin-left:2em;
@@ -98,7 +99,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,6 +114,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -119,12 +127,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -136,130 +143,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -286,6 +293,7 @@ <h2 id="toc-title">On this page</h2>
 
 
 
+
 <section id="how-to-include-mrrobust-stata-code-in-an-r-markdown-or-quarto-document-using-the-statamarkdown-r-package" class="level1">
 <h1>How to include mrrobust Stata code in an R Markdown or Quarto document using the Statamarkdown R package</h1>
 <section id="introduction" class="level2">
@@ -317,33 +325,33 @@ <h2 class="anchored" data-anchor-id="example-r-markdown-document">Example R Mark
 <span id="cb3-13"><a href="#cb3-13" aria-hidden="true" tabindex="-1"></a>Note that the **foreign** package provides the <span class="in">`write.dta()`</span> function</span>
 <span id="cb3-14"><a href="#cb3-14" aria-hidden="true" tabindex="-1"></a>which we will use to save the data in Stata format.</span>
 <span id="cb3-15"><a href="#cb3-15" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
-<span id="cb3-16"><a href="#cb3-16" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(TwoSampleMR)</span>
-<span id="cb3-17"><a href="#cb3-17" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(MRInstruments)</span>
-<span id="cb3-18"><a href="#cb3-18" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(foreign)</span>
+<span id="cb3-16"><a href="#cb3-16" aria-hidden="true" tabindex="-1"></a><span class="in">library(TwoSampleMR)</span></span>
+<span id="cb3-17"><a href="#cb3-17" aria-hidden="true" tabindex="-1"></a><span class="in">library(MRInstruments)</span></span>
+<span id="cb3-18"><a href="#cb3-18" aria-hidden="true" tabindex="-1"></a><span class="in">library(foreign)</span></span>
 <span id="cb3-19"><a href="#cb3-19" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
 <span id="cb3-20"><a href="#cb3-20" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-21"><a href="#cb3-21" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-22"><a href="#cb3-22" aria-hidden="true" tabindex="-1"></a>We can access the data using the **MRInstruments** package.</span>
 <span id="cb3-23"><a href="#cb3-23" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-24"><a href="#cb3-24" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
-<span id="cb3-25"><a href="#cb3-25" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(gwas_catalog)</span>
+<span id="cb3-25"><a href="#cb3-25" aria-hidden="true" tabindex="-1"></a><span class="in">data(gwas_catalog)</span></span>
 <span id="cb3-26"><a href="#cb3-26" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb3-27"><a href="#cb3-27" aria-hidden="true" tabindex="-1"></a><span class="co"># Get published SNPs for LDL cholesterol</span></span>
-<span id="cb3-28"><a href="#cb3-28" aria-hidden="true" tabindex="-1"></a>ldl_snps <span class="ot">&lt;-</span></span>
-<span id="cb3-29"><a href="#cb3-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">subset</span>(gwas_catalog,</span>
-<span id="cb3-30"><a href="#cb3-30" aria-hidden="true" tabindex="-1"></a>    <span class="fu">grepl</span>(<span class="st">"LDL choles"</span>, Phenotype) <span class="sc">&amp;</span> Author <span class="sc">==</span> <span class="st">"Willer CJ"</span>)<span class="sc">$</span>SNP</span>
+<span id="cb3-27"><a href="#cb3-27" aria-hidden="true" tabindex="-1"></a><span class="in"># Get published SNPs for LDL cholesterol</span></span>
+<span id="cb3-28"><a href="#cb3-28" aria-hidden="true" tabindex="-1"></a><span class="in">ldl_snps &lt;-</span></span>
+<span id="cb3-29"><a href="#cb3-29" aria-hidden="true" tabindex="-1"></a><span class="in">  subset(gwas_catalog,</span></span>
+<span id="cb3-30"><a href="#cb3-30" aria-hidden="true" tabindex="-1"></a><span class="in">    grepl("LDL choles", Phenotype) &amp; Author == "Willer CJ")$SNP</span></span>
 <span id="cb3-31"><a href="#cb3-31" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb3-32"><a href="#cb3-32" aria-hidden="true" tabindex="-1"></a><span class="co"># Extract from GLGC dataset</span></span>
-<span id="cb3-33"><a href="#cb3-33" aria-hidden="true" tabindex="-1"></a>exposure <span class="ot">&lt;-</span></span>
-<span id="cb3-34"><a href="#cb3-34" aria-hidden="true" tabindex="-1"></a>  <span class="fu">convert_outcome_to_exposure</span>(</span>
-<span id="cb3-35"><a href="#cb3-35" aria-hidden="true" tabindex="-1"></a>    <span class="fu">extract_outcome_data</span>(ldl_snps, <span class="st">"ieu-a-300"</span>))</span>
+<span id="cb3-32"><a href="#cb3-32" aria-hidden="true" tabindex="-1"></a><span class="in"># Extract from GLGC dataset</span></span>
+<span id="cb3-33"><a href="#cb3-33" aria-hidden="true" tabindex="-1"></a><span class="in">exposure &lt;-</span></span>
+<span id="cb3-34"><a href="#cb3-34" aria-hidden="true" tabindex="-1"></a><span class="in">  convert_outcome_to_exposure(</span></span>
+<span id="cb3-35"><a href="#cb3-35" aria-hidden="true" tabindex="-1"></a><span class="in">    extract_outcome_data(ldl_snps, "ieu-a-300"))</span></span>
 <span id="cb3-36"><a href="#cb3-36" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb3-37"><a href="#cb3-37" aria-hidden="true" tabindex="-1"></a><span class="co"># Get outcome data from Cardiogram 2015</span></span>
-<span id="cb3-38"><a href="#cb3-38" aria-hidden="true" tabindex="-1"></a>outcome <span class="ot">&lt;-</span> <span class="fu">extract_outcome_data</span>(exposure<span class="sc">$</span>SNP, <span class="st">"ieu-a-7"</span>)</span>
+<span id="cb3-37"><a href="#cb3-37" aria-hidden="true" tabindex="-1"></a><span class="in"># Get outcome data from Cardiogram 2015</span></span>
+<span id="cb3-38"><a href="#cb3-38" aria-hidden="true" tabindex="-1"></a><span class="in">outcome &lt;- extract_outcome_data(exposure$SNP, "ieu-a-7")</span></span>
 <span id="cb3-39"><a href="#cb3-39" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb3-40"><a href="#cb3-40" aria-hidden="true" tabindex="-1"></a><span class="co"># Harmonise exposure and outcome datasets</span></span>
-<span id="cb3-41"><a href="#cb3-41" aria-hidden="true" tabindex="-1"></a><span class="co"># Assume alleles are on the forward strand</span></span>
-<span id="cb3-42"><a href="#cb3-42" aria-hidden="true" tabindex="-1"></a>dat <span class="ot">&lt;-</span> <span class="fu">harmonise_data</span>(exposure, outcome, <span class="at">action =</span> <span class="dv">1</span>)</span>
+<span id="cb3-40"><a href="#cb3-40" aria-hidden="true" tabindex="-1"></a><span class="in"># Harmonise exposure and outcome datasets</span></span>
+<span id="cb3-41"><a href="#cb3-41" aria-hidden="true" tabindex="-1"></a><span class="in"># Assume alleles are on the forward strand</span></span>
+<span id="cb3-42"><a href="#cb3-42" aria-hidden="true" tabindex="-1"></a><span class="in">dat &lt;- harmonise_data(exposure, outcome, action = 1)</span></span>
 <span id="cb3-43"><a href="#cb3-43" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
 <span id="cb3-44"><a href="#cb3-44" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-45"><a href="#cb3-45" aria-hidden="true" tabindex="-1"></a>At this point we have our harmonised genotype-exposure and genotype-outcome</span>
@@ -352,22 +360,22 @@ <h2 class="anchored" data-anchor-id="example-r-markdown-document">Example R Mark
 <span id="cb3-48"><a href="#cb3-48" aria-hidden="true" tabindex="-1"></a>The next two code chunks perform the analysis in R.</span>
 <span id="cb3-49"><a href="#cb3-49" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-50"><a href="#cb3-50" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
-<span id="cb3-51"><a href="#cb3-51" aria-hidden="true" tabindex="-1"></a><span class="co"># Perform MR analysis</span></span>
-<span id="cb3-52"><a href="#cb3-52" aria-hidden="true" tabindex="-1"></a><span class="fu">mr</span>(dat)</span>
-<span id="cb3-53"><a href="#cb3-53" aria-hidden="true" tabindex="-1"></a><span class="fu">mr_heterogeneity</span>(dat)</span>
-<span id="cb3-54"><a href="#cb3-54" aria-hidden="true" tabindex="-1"></a>dat<span class="sc">$</span>exposure <span class="ot">&lt;-</span> <span class="st">"LDL cholesterol"</span></span>
-<span id="cb3-55"><a href="#cb3-55" aria-hidden="true" tabindex="-1"></a>dat<span class="sc">$</span>outcome <span class="ot">&lt;-</span> <span class="st">"Coronary heart disease"</span></span>
+<span id="cb3-51"><a href="#cb3-51" aria-hidden="true" tabindex="-1"></a><span class="in"># Perform MR analysis</span></span>
+<span id="cb3-52"><a href="#cb3-52" aria-hidden="true" tabindex="-1"></a><span class="in">mr(dat)</span></span>
+<span id="cb3-53"><a href="#cb3-53" aria-hidden="true" tabindex="-1"></a><span class="in">mr_heterogeneity(dat)</span></span>
+<span id="cb3-54"><a href="#cb3-54" aria-hidden="true" tabindex="-1"></a><span class="in">dat$exposure &lt;- "LDL cholesterol"</span></span>
+<span id="cb3-55"><a href="#cb3-55" aria-hidden="true" tabindex="-1"></a><span class="in">dat$outcome &lt;- "Coronary heart disease"</span></span>
 <span id="cb3-56"><a href="#cb3-56" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb3-57"><a href="#cb3-57" aria-hidden="true" tabindex="-1"></a><span class="co"># Label outliers and create plots</span></span>
-<span id="cb3-58"><a href="#cb3-58" aria-hidden="true" tabindex="-1"></a>dat<span class="sc">$</span>labels <span class="ot">&lt;-</span> dat<span class="sc">$</span>SNP</span>
-<span id="cb3-59"><a href="#cb3-59" aria-hidden="true" tabindex="-1"></a>dat<span class="sc">$</span>labels[<span class="sc">!</span> dat<span class="sc">$</span>SNP <span class="sc">%in%</span> <span class="fu">c</span>(<span class="st">"rs11065987"</span>, <span class="st">"rs1250229"</span>, <span class="st">"rs4530754"</span>)] <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
+<span id="cb3-57"><a href="#cb3-57" aria-hidden="true" tabindex="-1"></a><span class="in"># Label outliers and create plots</span></span>
+<span id="cb3-58"><a href="#cb3-58" aria-hidden="true" tabindex="-1"></a><span class="in">dat$labels &lt;- dat$SNP</span></span>
+<span id="cb3-59"><a href="#cb3-59" aria-hidden="true" tabindex="-1"></a><span class="in">dat$labels[! dat$SNP %in% c("rs11065987", "rs1250229", "rs4530754")] &lt;- NA</span></span>
 <span id="cb3-60"><a href="#cb3-60" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
 <span id="cb3-61"><a href="#cb3-61" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-62"><a href="#cb3-62" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-63"><a href="#cb3-63" aria-hidden="true" tabindex="-1"></a>To proceed in Stata we can save our <span class="in">`dat`</span> object as a Stata dataset</span>
 <span id="cb3-64"><a href="#cb3-64" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-65"><a href="#cb3-65" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
-<span id="cb3-66"><a href="#cb3-66" aria-hidden="true" tabindex="-1"></a><span class="fu">write.dta</span>(dat, <span class="at">file =</span> <span class="st">"dat.dta"</span>)</span>
+<span id="cb3-66"><a href="#cb3-66" aria-hidden="true" tabindex="-1"></a><span class="in">write.dta(dat, file = "dat.dta")</span></span>
 <span id="cb3-67"><a href="#cb3-67" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
 <span id="cb3-68"><a href="#cb3-68" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-69"><a href="#cb3-69" aria-hidden="true" tabindex="-1"></a></span>
@@ -424,7 +432,7 @@ <h2 class="anchored" data-anchor-id="example-r-markdown-document">Example R Mark
 </section>
 <section id="references" class="level2">
 <h2 class="anchored" data-anchor-id="references">References</h2>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
+<div id="refs" class="references csl-bib-body hanging-indent" data-entry-spacing="0" role="list">
 <div id="ref-mrbase" class="csl-entry" role="listitem">
 Hemani, Gibran, Jie Zheng, Benjamin Elsworth, Kaitlin H Wade, Valeriia Haberland, Denis Baird, Charles Laurin, et al. 2018. <span>“<span class="nocase">The MR-Base platform supports systematic causal inference across the human phenome</span>.”</span> <em>eLife</em> 7: e34408. <a href="https://doi.org/10.7554/eLife.34408">https://doi.org/10.7554/eLife.34408</a>.
 </div>
@@ -514,10 +522,9 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -527,8 +534,17 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -542,6 +558,125 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -584,6 +719,7 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -609,6 +745,32 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -672,4 +834,5 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/save-estimates/index.html b/docs/examples/save-estimates/index.html
index 5ff286a0..faf2862b 100644
--- a/docs/examples/save-estimates/index.html
+++ b/docs/examples/save-estimates/index.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – index</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -79,7 +79,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -88,6 +94,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -100,12 +107,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -117,130 +123,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -267,6 +273,7 @@ <h2 id="toc-title">On this page</h2>
 
 
 
+
 <section id="how-to-collect-and-export-results" class="level1">
 <h1>How to collect and export results</h1>
 <p>This example shows how to conveniently save and export your estimates using the <code>r(table)</code> matrix that is now returned by each command.</p>
@@ -586,10 +593,9 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -599,8 +605,17 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -614,6 +629,125 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -656,6 +790,7 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -681,6 +816,32 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -744,4 +905,5 @@ <h2 class="anchored" data-anchor-id="combine-and-export-results">Combine and exp
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/examples/spiller-ije-2018-examples/index.html b/docs/examples/spiller-ije-2018-examples/index.html
index 9f7c3008..d89b34f2 100644
--- a/docs/examples/spiller-ije-2018-examples/index.html
+++ b/docs/examples/spiller-ije-2018-examples/index.html
@@ -2,7 +2,7 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -58,6 +58,7 @@
 div.csl-bib-body { }
 div.csl-entry {
   clear: both;
+  margin-bottom: 0em;
 }
 .hanging-indent div.csl-entry {
   margin-left:2em;
@@ -98,7 +99,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,6 +114,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -116,17 +124,43 @@
   <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script>
   <script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js" type="text/javascript"></script>
 
+<script type="text/javascript">
+const typesetMath = (el) => {
+  if (window.MathJax) {
+    // MathJax Typeset
+    window.MathJax.typeset([el]);
+  } else if (window.katex) {
+    // KaTeX Render
+    var mathElements = el.getElementsByClassName("math");
+    var macros = [];
+    for (var i = 0; i < mathElements.length; i++) {
+      var texText = mathElements[i].firstChild;
+      if (mathElements[i].tagName == "SPAN") {
+        window.katex.render(texText.data, mathElements[i], {
+          displayMode: mathElements[i].classList.contains('display'),
+          throwOnError: false,
+          macros: macros,
+          fleqn: false
+        });
+      }
+    }
+  }
+}
+window.Quarto = {
+  typesetMath
+};
+</script>
+
 <link rel="stylesheet" href="../../styles.css">
 </head>
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -138,130 +172,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -316,8 +350,10 @@ <h1 class="title">Examples from our IJE paper</h1>
   </div>
   
 
+
 </header>
 
+
 <p>The paper is available <a href="https://doi.org/10.1093/ije/dyy195">here</a> <span class="citation" data-cites="spiller-ije-2018">(<a href="#ref-spiller-ije-2018" role="doc-biblioref">Spiller, Davies, and Palmer 2018</a>)</span>.</p>
 <section id="mrrobust-set-up" class="level2">
 <h2 class="anchored" data-anchor-id="mrrobust-set-up">mrrobust set-up</h2>
@@ -394,8 +430,8 @@ <h3 class="anchored" data-anchor-id="plot-of-the-mr-egger-model">Plot of the MR-
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mreggerplot-bmi.svg" class="img-fluid figure-img" alt="Plot of the MR-Egger model for the BMI data."></p>
-<figcaption class="figure-caption">Plot of the MR-Egger model for the BMI data.</figcaption>
+<p><img src="mreggerplot-bmi.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Plot of the MR-Egger model for the BMI data."></p>
+<figcaption>Plot of the MR-Egger model for the BMI data.</figcaption>
 </figure>
 </div>
 </div>
@@ -456,8 +492,8 @@ <h2 class="anchored" data-anchor-id="mode">Stata output using the mode-based est
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrmodalplot-bmi.svg" class="img-fluid figure-img" alt="Densities of the IV estimates using different values of phi."></p>
-<figcaption class="figure-caption">Densities of the IV estimates using different values of phi.</figcaption>
+<p><img src="mrmodalplot-bmi.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Densities of the IV estimates using different values of phi."></p>
+<figcaption>Densities of the IV estimates using different values of phi.</figcaption>
 </figure>
 </div>
 </div>
@@ -517,8 +553,8 @@ <h3 class="anchored" data-anchor-id="plot-of-the-mr-egger-model-1">Plot of the M
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mreggerplot-height.svg" class="img-fluid figure-img" alt="Plot of the MR-Egger model for the Height data."></p>
-<figcaption class="figure-caption">Plot of the MR-Egger model for the Height data.</figcaption>
+<p><img src="mreggerplot-height.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Plot of the MR-Egger model for the Height data."></p>
+<figcaption>Plot of the MR-Egger model for the Height data.</figcaption>
 </figure>
 </div>
 </div>
@@ -578,8 +614,8 @@ <h2 class="anchored" data-anchor-id="height-mode">Stata output using the mode-ba
 <div class="cell-output-display">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="mrmodalplot-height.svg" class="img-fluid figure-img" alt="Densities of the IV estimates using different values of phi."></p>
-<figcaption class="figure-caption">Densities of the IV estimates using different values of phi.</figcaption>
+<p><img src="mrmodalplot-height.svg" class="img-fluid quarto-figure quarto-figure-center figure-img" alt="Densities of the IV estimates using different values of phi."></p>
+<figcaption>Densities of the IV estimates using different values of phi.</figcaption>
 </figure>
 </div>
 </div>
@@ -587,7 +623,7 @@ <h2 class="anchored" data-anchor-id="height-mode">Stata output using the mode-ba
 </section>
 <section id="references" class="level2">
 <h2 class="anchored" data-anchor-id="references">References</h2>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
+<div id="refs" class="references csl-bib-body hanging-indent" data-entry-spacing="0" role="list">
 <div id="ref-mrbase" class="csl-entry" role="listitem">
 Hemani, Gibran, Jie Zheng, Benjamin Elsworth, Kaitlin H Wade, Valeriia Haberland, Denis Baird, Charles Laurin, et al. 2018. <span>“<span class="nocase">The MR-Base platform supports systematic causal inference across the human phenome</span>.”</span> <em>eLife</em> 7: e34408. <a href="https://doi.org/10.7554/eLife.34408">https://doi.org/10.7554/eLife.34408</a>.
 </div>
@@ -688,10 +724,9 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -701,8 +736,17 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -716,6 +760,125 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -758,6 +921,7 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -783,6 +947,32 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -846,4 +1036,5 @@ <h2 class="anchored" data-anchor-id="references">References</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mr-helpfile.html b/docs/helpfiles/mr-helpfile.html
index f8cd5157..3cbbccce 100644
--- a/docs/helpfiles/mr-helpfile.html
+++ b/docs/helpfiles/mr-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mr-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mr.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mr.html b/docs/helpfiles/mr.html
index 8a92431b..7ce04409 100644
--- a/docs/helpfiles/mr.html
+++ b/docs/helpfiles/mr.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrdeps-helpfile.html b/docs/helpfiles/mrdeps-helpfile.html
index bf71791c..c7adaa01 100644
--- a/docs/helpfiles/mrdeps-helpfile.html
+++ b/docs/helpfiles/mrdeps-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrdeps-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrdeps.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrdeps.html b/docs/helpfiles/mrdeps.html
index 57e84d80..ae9365ae 100644
--- a/docs/helpfiles/mrdeps.html
+++ b/docs/helpfiles/mrdeps.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mregger-helpfile.html b/docs/helpfiles/mregger-helpfile.html
index 23becdb4..3abeb3b7 100644
--- a/docs/helpfiles/mregger-helpfile.html
+++ b/docs/helpfiles/mregger-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mregger-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mregger.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mregger.html b/docs/helpfiles/mregger.html
index a14c53e4..f0487cfa 100644
--- a/docs/helpfiles/mregger.html
+++ b/docs/helpfiles/mregger.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mreggerplot-helpfile.html b/docs/helpfiles/mreggerplot-helpfile.html
index d0c9b587..94d19007 100644
--- a/docs/helpfiles/mreggerplot-helpfile.html
+++ b/docs/helpfiles/mreggerplot-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mreggerplot-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mreggerplot.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mreggerplot.html b/docs/helpfiles/mreggerplot.html
index a509a271..cbdf68e5 100644
--- a/docs/helpfiles/mreggerplot.html
+++ b/docs/helpfiles/mreggerplot.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mreggersimex-helpfile.html b/docs/helpfiles/mreggersimex-helpfile.html
index e75f2482..bae7da47 100644
--- a/docs/helpfiles/mreggersimex-helpfile.html
+++ b/docs/helpfiles/mreggersimex-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mreggersimex-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mreggersimex.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mreggersimex.html b/docs/helpfiles/mreggersimex.html
index b3613244..a4e9e462 100644
--- a/docs/helpfiles/mreggersimex.html
+++ b/docs/helpfiles/mreggersimex.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrforest-helpfile.html b/docs/helpfiles/mrforest-helpfile.html
index d7d1efa1..9eb84a39 100644
--- a/docs/helpfiles/mrforest-helpfile.html
+++ b/docs/helpfiles/mrforest-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrforest-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrforest.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrforest.html b/docs/helpfiles/mrforest.html
index 9b1b800d..dfef1a1e 100644
--- a/docs/helpfiles/mrforest.html
+++ b/docs/helpfiles/mrforest.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrfunnel-helpfile.html b/docs/helpfiles/mrfunnel-helpfile.html
index 1f8bbd98..bc402858 100644
--- a/docs/helpfiles/mrfunnel-helpfile.html
+++ b/docs/helpfiles/mrfunnel-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrfunnel-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrfunnel.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrfunnel.html b/docs/helpfiles/mrfunnel.html
index e8801512..78c6bc9f 100644
--- a/docs/helpfiles/mrfunnel.html
+++ b/docs/helpfiles/mrfunnel.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrivests-helpfile.html b/docs/helpfiles/mrivests-helpfile.html
index f5d08fb2..0d997577 100644
--- a/docs/helpfiles/mrivests-helpfile.html
+++ b/docs/helpfiles/mrivests-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrivests-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrivests.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrivests.html b/docs/helpfiles/mrivests.html
index 5c2b642c..f1a2bbf0 100644
--- a/docs/helpfiles/mrivests.html
+++ b/docs/helpfiles/mrivests.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrleaveoneout-helpfile.html b/docs/helpfiles/mrleaveoneout-helpfile.html
index 8b33da20..a9baaf77 100644
--- a/docs/helpfiles/mrleaveoneout-helpfile.html
+++ b/docs/helpfiles/mrleaveoneout-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrleaveoneout-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrleaveoneout.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrleaveoneout.html b/docs/helpfiles/mrleaveoneout.html
index b625e8ed..7027629b 100644
--- a/docs/helpfiles/mrleaveoneout.html
+++ b/docs/helpfiles/mrleaveoneout.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmedian-helpfile.html b/docs/helpfiles/mrmedian-helpfile.html
index 2e2de5db..00ce8e1a 100644
--- a/docs/helpfiles/mrmedian-helpfile.html
+++ b/docs/helpfiles/mrmedian-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmedian-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmedian.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmedian.html b/docs/helpfiles/mrmedian.html
index c2ec2b2d..c17c75d2 100644
--- a/docs/helpfiles/mrmedian.html
+++ b/docs/helpfiles/mrmedian.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmedianobs-helpfile.html b/docs/helpfiles/mrmedianobs-helpfile.html
index 3ea8620d..ee723caa 100644
--- a/docs/helpfiles/mrmedianobs-helpfile.html
+++ b/docs/helpfiles/mrmedianobs-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmedianobs-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmedianobs.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmedianobs.html b/docs/helpfiles/mrmedianobs.html
index da0495fb..e178fad2 100644
--- a/docs/helpfiles/mrmedianobs.html
+++ b/docs/helpfiles/mrmedianobs.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmodal-helpfile.html b/docs/helpfiles/mrmodal-helpfile.html
index bc5b68a5..c2fb471e 100644
--- a/docs/helpfiles/mrmodal-helpfile.html
+++ b/docs/helpfiles/mrmodal-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmodal-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmodal.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmodal.html b/docs/helpfiles/mrmodal.html
index e9c1445d..14a26bc2 100644
--- a/docs/helpfiles/mrmodal.html
+++ b/docs/helpfiles/mrmodal.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmodalplot-helpfile.html b/docs/helpfiles/mrmodalplot-helpfile.html
index df55ad81..abf19882 100644
--- a/docs/helpfiles/mrmodalplot-helpfile.html
+++ b/docs/helpfiles/mrmodalplot-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmodalplot-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmodalplot.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmodalplot.html b/docs/helpfiles/mrmodalplot.html
index 18520e4a..98c1f23f 100644
--- a/docs/helpfiles/mrmodalplot.html
+++ b/docs/helpfiles/mrmodalplot.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmvegger-helpfile.html b/docs/helpfiles/mrmvegger-helpfile.html
index 93596b5d..0c187f82 100644
--- a/docs/helpfiles/mrmvegger-helpfile.html
+++ b/docs/helpfiles/mrmvegger-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmvegger-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmvegger.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmvegger.html b/docs/helpfiles/mrmvegger.html
index 1b26be00..15bc6e9f 100644
--- a/docs/helpfiles/mrmvegger.html
+++ b/docs/helpfiles/mrmvegger.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrmvivw-helpfile.html b/docs/helpfiles/mrmvivw-helpfile.html
index 61834ed3..aec30193 100644
--- a/docs/helpfiles/mrmvivw-helpfile.html
+++ b/docs/helpfiles/mrmvivw-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrmvivw-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrmvivw.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrmvivw.html b/docs/helpfiles/mrmvivw.html
index bc40e62e..19981496 100644
--- a/docs/helpfiles/mrmvivw.html
+++ b/docs/helpfiles/mrmvivw.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrratio-helpfile.html b/docs/helpfiles/mrratio-helpfile.html
index 69c01fbf..38eccca5 100644
--- a/docs/helpfiles/mrratio-helpfile.html
+++ b/docs/helpfiles/mrratio-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrratio-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrratio.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrratio.html b/docs/helpfiles/mrratio.html
index 425e0da9..44d63cd1 100644
--- a/docs/helpfiles/mrratio.html
+++ b/docs/helpfiles/mrratio.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/helpfiles/mrrobust-helpfile.html b/docs/helpfiles/mrrobust-helpfile.html
index f081c502..c5b4b67d 100644
--- a/docs/helpfiles/mrrobust-helpfile.html
+++ b/docs/helpfiles/mrrobust-helpfile.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>mrrobust – mrrobust-helpfile</title>
+<title>mrrobust</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -45,7 +45,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -54,6 +60,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -66,12 +73,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -83,130 +89,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="../index.html" rel="" target="">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link" href="../index.html"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="../examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="../helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="../about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="../about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -222,6 +228,7 @@
 
 
 
+
 <iframe src="./mrrobust.html" width="100%" style="height: 100em; border: none">
 </iframe>
 
@@ -307,10 +314,9 @@
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -320,8 +326,17 @@
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -335,6 +350,125 @@
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        container.appendChild(note.children[0].cloneNode(true));
+        for (let i = 1; i < note.children.length; i++) {
+          const child = note.children[i];
+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
+    }
+  }
+  for (var i=0; i<xrefs.length; i++) {
+    const xref = xrefs[i];
+    tippyHover(xref, undefined, function(instance) {
+      instance.disable();
+      let url = xref.getAttribute('href');
+      let hash = undefined; 
+      if (url.startsWith('#')) {
+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
+          } finally {
+            instance.enable();
+            instance.show();
+          }
+        } else {
+          // See if we can fetch this
+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -377,6 +511,7 @@
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -402,6 +537,32 @@
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -465,4 +626,5 @@
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/helpfiles/mrrobust.html b/docs/helpfiles/mrrobust.html
index 2e484a6b..0dccac97 100644
--- a/docs/helpfiles/mrrobust.html
+++ b/docs/helpfiles/mrrobust.html
@@ -1,7 +1,7 @@
 
 <html>
 <head>
-<meta http-equiv="Content-type" content="text/html; charset=iso-8859-1">
+<meta http-equiv="Content-type" content="text/html; charset=utf8">
 <meta http-equiv="Content-Style-Type" content="text/css">
 <style type="text/css">
 BODY{background-color: ffffff;
diff --git a/docs/index.html b/docs/index.html
index 5f2f17e9..4cebdbb3 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -2,7 +2,7 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
+<meta name="generator" content="quarto-1.4.549">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -79,7 +79,13 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    "f",
+    "/",
+    "s"
+  ],
+  "show-item-context": false,
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -88,6 +94,7 @@
     "search-more-match-text": "more match in this document",
     "search-more-matches-text": "more matches in this document",
     "search-clear-button-title": "Clear",
+    "search-text-placeholder": "",
     "search-detached-cancel-button-title": "Cancel",
     "search-submit-button-title": "Submit",
     "search-label": "Search"
@@ -100,12 +107,11 @@
 
 <body class="nav-fixed">
 
-
 <div id="quarto-search-results"></div>
   <header id="quarto-header" class="headroom fixed-top">
-    <nav class="navbar navbar-expand-lg navbar-dark ">
+    <nav class="navbar navbar-expand-lg " data-bs-theme="dark">
       <div class="navbar-container container-fluid">
-      <div class="navbar-brand-container">
+      <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="./index.html">
     <span class="navbar-title">mrrobust</span>
     </a>
@@ -117,130 +123,130 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link active" href="./index.html" rel="" target="" aria-current="page">
- <span class="menu-text">Home</span></a>
+    <a class="nav-link active" href="./index.html" aria-current="page"> 
+<span class="menu-text">Home</span></a>
   </li>  
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-examples" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Examples</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-examples">    
         <li>
-    <a class="dropdown-item" href="./examples/mrrobust-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/mrrobust-examples/index.html">
  <span class="dropdown-text">Examples from the helpfiles</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/spiller-ije-2018-examples/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/spiller-ije-2018-examples/index.html">
  <span class="dropdown-text">IJE article examples</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/markstat-call-R-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/markstat-call-R-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in a Stata Markdown document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/rmarkdown-call-stata-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/rmarkdown-call-stata-example/index.html">
  <span class="dropdown-text">Using TwoSampleMR and mrrobust in an R Markdown or Quarto document</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/save-estimates/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/save-estimates/index.html">
  <span class="dropdown-text">Collecting and exporting results using <code>r(table)</code></span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./examples/mvcommands-example/index.html" rel="" target="">
+    <a class="dropdown-item" href="./examples/mvcommands-example/index.html">
  <span class="dropdown-text">Fitting MVMR models</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item dropdown ">
-    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false" rel="" target="">
+    <a class="nav-link dropdown-toggle" href="#" id="nav-menu-helpfiles" role="button" data-bs-toggle="dropdown" aria-expanded="false">
  <span class="menu-text">Helpfiles</span>
     </a>
     <ul class="dropdown-menu" aria-labelledby="nav-menu-helpfiles">    
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrrobust-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrrobust-helpfile.html">
  <span class="dropdown-text">mrrobust</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mr-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mr-helpfile.html">
  <span class="dropdown-text">mr</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrdeps-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrdeps-helpfile.html">
  <span class="dropdown-text">mrdeps</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mregger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mregger-helpfile.html">
  <span class="dropdown-text">mregger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mreggerplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mreggerplot-helpfile.html">
  <span class="dropdown-text">mreggerplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mreggersimex-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mreggersimex-helpfile.html">
  <span class="dropdown-text">mreggersimex</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmedian-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmedian-helpfile.html">
  <span class="dropdown-text">mrmedian</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmedianobs-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmedianobs-helpfile.html">
  <span class="dropdown-text">mrmedianobs</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmodal-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmodal-helpfile.html">
  <span class="dropdown-text">mrmodal</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmodalplot-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmodalplot-helpfile.html">
  <span class="dropdown-text">mrmodalplot</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrratio-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrratio-helpfile.html">
  <span class="dropdown-text">mrratio</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrivests-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrivests-helpfile.html">
  <span class="dropdown-text">mrivests</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrforest-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrforest-helpfile.html">
  <span class="dropdown-text">mrforest</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrfunnel-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrfunnel-helpfile.html">
  <span class="dropdown-text">mrfunnel</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmvivw-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmvivw-helpfile.html">
  <span class="dropdown-text">mrmvivw</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrmvegger-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrmvegger-helpfile.html">
  <span class="dropdown-text">mrmvegger</span></a>
   </li>  
         <li>
-    <a class="dropdown-item" href="./helpfiles/mrleaveoneout-helpfile.html" rel="" target="">
+    <a class="dropdown-item" href="./helpfiles/mrleaveoneout-helpfile.html">
  <span class="dropdown-text">mrleaveoneout</span></a>
   </li>  
     </ul>
   </li>
   <li class="nav-item">
-    <a class="nav-link" href="./about.html" rel="" target="">
- <span class="menu-text">About</span></a>
+    <a class="nav-link" href="./about.html"> 
+<span class="menu-text">About</span></a>
   </li>  
 </ul>
             <ul class="navbar-nav navbar-nav-scroll ms-auto">
   <li class="nav-item compact">
-    <a class="nav-link" href="https://github.com/remlapmot/mrrobust" rel="" target=""><i class="bi bi-github" role="img" aria-label="GitHub">
+    <a class="nav-link" href="https://github.com/remlapmot/mrrobust"> <i class="bi bi-github" role="img" aria-label="GitHub">
 </i> 
- <span class="menu-text"></span></a>
+<span class="menu-text"></span></a>
   </li>  
 </ul>
-            <div class="quarto-navbar-tools">
-</div>
           </div> <!-- /navcollapse -->
+          <div class="quarto-navbar-tools">
+</div>
       </div> <!-- /container-fluid -->
     </nav>
 </header>
@@ -280,6 +286,7 @@ <h2 id="toc-title">On this page</h2>
 
 
 
+
 <section id="mrrobust-stata-package-for-two-sample-mendelian-randomization-analyses" class="level1">
 <h1>mrrobust: Stata package for two-sample Mendelian randomization analyses</h1>
 <ul>
@@ -299,6 +306,10 @@ <h1>mrrobust: Stata package for two-sample Mendelian randomization analyses</h1>
 <h2 class="anchored" data-anchor-id="latest-updates">Latest updates</h2>
 <p>To obtain the latest update please see the instructions <a href="#installing-and-updating-mrrobust">below</a>.</p>
 <ul>
+<li>January 2024:
+<ul>
+<li>Reran certification scripts under Stata 18.0</li>
+</ul></li>
 <li>August 2023:
 <ul>
 <li>Added a record of the Stata version in the certification scripts</li>
@@ -632,10 +643,9 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -645,8 +655,17 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
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@@ -660,6 +679,125 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
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+          stripColumnClz(child);
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+      }
+    }
+    stripColumnClz(note)
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
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+      if (note.children && note.children.length > 2) {
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+        for (let i = 1; i < note.children.length; i++) {
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+          if (child.tagName === "P" && child.innerText === "") {
+            continue;
+          } else {
+            container.appendChild(child.cloneNode(true));
+            break;
+          }
+        }
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(container);
+        }
+        return container.innerHTML
+      } else {
+        if (window.Quarto?.typesetMath) {
+          window.Quarto.typesetMath(note);
+        }
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      if (window.Quarto?.typesetMath) {
+        window.Quarto.typesetMath(note);
+      }
+      // TODO in 1.5, we should make sure this works without a callout special case
+      if (note.classList.contains("callout")) {
+        return note.outerHTML;
+      } else {
+        return note.innerHTML;
+      }
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+        hash = url;
+      } else {
+        try { hash = new URL(url).hash; } catch {}
+      }
+      if (hash) {
+        const id = hash.replace(/^#\/?/, "");
+        const note = window.document.getElementById(id);
+        if (note !== null) {
+          try {
+            const html = processXRef(id, note.cloneNode(true));
+            instance.setContent(html);
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+          fetch(url.split('#')[0])
+          .then(res => res.text())
+          .then(html => {
+            const parser = new DOMParser();
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+            if (note !== null) {
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+              instance.setContent(html);
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+            instance.enable();
+            instance.show();
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+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
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+    }, function(instance) {
+    });
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       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -702,6 +840,7 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -727,6 +866,32 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -790,4 +955,5 @@ <h2 class="anchored" data-anchor-id="acknowledgements">Acknowledgements</h2>
 
 
 
+
 </body></html>
\ No newline at end of file
diff --git a/docs/search.json b/docs/search.json
index b49883ad..84e015d1 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -116,14 +116,14 @@
     "href": "index.html",
     "title": "mrrobust: Stata package for two-sample Mendelian randomization analyses",
     "section": "",
-    "text": "Latest updates\nShort video introduction\nHelpfile examples\nOverview\nInstalling and updating mrrobust\nUnit tests\nAuthors\nHow to cite the mrrobust package\nReferences\nCollaboration\nAcknowledgements\n\n\n\nTo obtain the latest update please see the instructions below.\n\nAugust 2023:\n\nAdded a record of the Stata version in the certification scripts\n\nApril 2023:\n\nImproved the alt text descriptions for the images in the README and package website, and also centred the images\nRemade the mrrobust website using Quarto\nUpdated the Sanderson et al., bioRxiv, 2020, doi reference to its published version Sanderson et al., Statistics in Medicine, 2021, doi\nReran certification scripts under latest Stata 17.0\n\nFebruary 2023:\n\nUpdated R Markdown example to use the CRAN version of the Statamarkdown package\n\nSeptember 2022:\n\nUpdated manual installation instructions\n\nFebruary 2022:\n\nRan cscripts under Stata 17.0\nUpdated website examples to run under Stata 17.0\n\nSeptember 2021:\n\nChanged relevant http: URLs to https:\nMinor edits to the helpfiles\n\nJune 2021:\n\nPublished an interactive Code Ocean capsule demonstrating the use of the mrrobust package here\nBy default mrforest now specifies a fixed effect standard error for its IVW estimate\n\nApril 2021:\n\nAdded the I-squared statistic and its 95% CI to the mregger ..., heterogi output\n\nFebruary 2021:\n\nFixes to mrforest and mrleaveoneout related to the recent update to metan. mrforest and mrleaveoneout now use metan9 instead of metan because of the changes to metan syntax. No change was necessary in the dependency scripts because metan9 is also installed with ssc install metan\nChecked cscripts pass\nChecked examples on website run. And changed the 2 examples which use the TwoSampleMR R package to use the new ID code for the exposure data\nUpdated dependency.do to make it more robust to the more frequent updates to metan\nUpdated mrdeps to make it more robust to the more frequent updates to metan\n\nOctober 2020:\n\ndependency.do and mrdeps now install the updated version of the moremata package\nChecked the cscripts run under Stata 16.1\nAdded description of Q-statistic as Cochran’s and Ruecker’s for the IVW and MR-Egger models respectively\nIn various helpfiles added clarification that genotype-disease stands for SNP-outcome (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV Wald ratio estimate\n\nAugust 2020:\n\nAdded html versions of the helpfiles to the website. These are available from the Helpfiles website menu bar item\nAdded extra decimal places examples to helpfiles of mrforest and mrleaveoneout\nmrfunnel now includes a legend on its plot\n\nJuly 2020:\n\nAdded gxse() option to mrmvivw to return instrument strength QA statistic for instrument validity in e(Qa) (Sanderson et al. 2019)\nThe gxse() option additionally returns the Qx and conditional F-statistics for each phenotype for instrument strength in e(Qx) and e(Fx) (Sanderson et al. 2020)\nAdded tdist option to mrmvivw and mrmvegger\nmrmvivw and mrmvegger now ereturn the RMSE in e(phi)\nmregger, ivw now displays the square root of the residual variance (residual standard error) and ereturns this is e(phi)\nChecked that examples on website still run\nAdded mrleaveoneout command to perform leave one out analysis\n\nJune 2020:\n\nSimplified the outcome variable name in mregger b and V e-returned matrices. Turn this off with new oldnames option\nAdded basic multivariable MR-Egger command, mrmvegger\nAdded basic multivariable IVW command, mrmvivw (currently command names mvmr and mvivw also work)\n\nFebruary 2020:\n\nUpdated contact details\nMinor edits to helpfiles, to show examples setting seed() option where helpful\nFixed mregger bug where r(table) was not returned with the gxse or heterogi options. The output for these options now appears before the coefficient table.\nMinor amendments to formatting of mregger gxse output\nmregger now ereturns e(phi), the scale parameter, in some cases\n\nJanuary 2020:\n\nmregger now additionally returns r(table)\nCertification scripts: added master.do and renamed and edited a few scripts\nAdded mr command. Commands may now be run as either mr egger ... or as previously mregger ....\nBest of IJE 2019!\nmrmedian, mrmedianobs, mreggersimex, mrmodal, and mrratio now additionally return the r(table) matrix (the information from the coefficient table)\nAdded an example showing how you can save and export your estimates using r(table), see here\n\nDecember 2019:\n\nAdded Q_GX to ereturn and display output when gxse() option specified to mregger\nChanged Q_GX and I^2_GX output to use first order weights in mregger output. This matches the output from the mr_egger() function in the MendelianRandomization R package. Use the unwi2gx option to report the unweighted statistics.\n\nJuly 2019:\n\nChecked that examples on website still run\n\nDecember 2018:\n\nImproved compatibility with the github Stata package, i.e., mrrobust and its dependencies can be installed simply by issuing: gitget mrrobust, if you have the github package installed. See below for instructions.\nmrdeps command added for conveniently installing dependencies\n\nNovember 2018:\n\nExample showing the use of the TwoSampleMR R package and mrrobust in the same R Markdown script (.Rmd file) is here\nExample showing the use of the TwoSampleMR R package and mrrobust in the same Stata Markdown script (.stmd file) is here\n\nSeptember 2018:\n\nIJE paper published online here\n\nAugust 2018:\n\nClick here for the example code and output from our IJE article\n\nMay 2018:\n\nClick here for code and output from the examples in the helpfiles\nThis page is now rendered on GitHub Pages here\n\nApril 2018:\n\nmregger now has option radial which implements the radial formulation of the MR-Egger model, and of the IVW model when used with option ivw\n\n\n\n\n\nClick here for a short video demonstrating the use of the package.\n\n\n\n\n\n\nClick here for some of the code and output from the examples in the helpfiles.\nOnce the package is installed, there is a summary helpfile which can be viewed in Stata with:\nhelp mrrobust\nThis has links to the helpfile for each command, which has an example near the bottom. In these examples you can click on the code to run it.\n\n\n\nThe mrrobust package is a collection of commands for performing two-sample Mendelian randomization analyses using summary data of genotype-phenotype and genotype-outcome associations.\nSuch data can be obtained from repositories such as MR-Base https://www.mrbase.org (Hemani et al. 2016).\nThe package contains the following commands:\n\nmrdeps installs dependencies for the package\nmrratio implements the standard instrumental variable ratio (Wald) estimate with a choice of standard errors/confidence intervals\nmrivests automates calling mrratio on all the selected genotypes in your dataset\nmregger implements the IVW and MR-Egger regression approaches introduced in Bowden et al. (2015)\nmreggersimex implements the simulation extrapolation algorithm for the MR-Egger model\nmreggerplot implements a scatter plot with fitted line (either from IVW, MR-Egger, or weighted median estimators) and confidence interval\nmrmedian and mrmedianobs implement the unweighted, weighted, and penalized weighted median IV estimators robust to 50% invalid instruments in Bowden et al. (2016)\nmrmodal implements the zero modal estimator of Hartwig et al. (2017)\nmrmodalplot plot of density used in modal estimator\nmrforest implements a forest plot of genotype specific IV estimates and estimates from models (e.g. IVW and MR-Egger)\nmrfunnel funnel plot of genotype specific IV estimates\nmr acts as a primary command, e.g. so the other commands can be run as mr egger ... as well as mregger ...\nmrmvivw (mvmr, mvivw) implements the multivariable IVW model\nmrmvegger implements the multivariable MR-Egger model\nmrleaveoneout implements leave one (genotype) out analysis\n\n\n\n\nTo install mrrobust in Stata versions 13 and later you have two choices.\n\n\nnet install mrrobust, from(\"https://raw.github.com/remlapmot/mrrobust/master/\") replace\nmrdeps\nIn this code mrdeps installs the dependencies. These are addplot, kdens, and moremata packages (all by Ben Jann), the heterogi command (Orsini et al.), the metan command (Harris et al.), and the grc1leg command (Wiggins).\nIf you have previously installed the package and the net install command above fails with an error message that there are two copies of the package installed simply run adoupdate.\nTo check if there is an update available to any of your user-written Stata packages run adoupdate. To update mrrobust run:\nadoupdate mrrobust, update\nTo uninstall mrrobust, issue in Stata:\nado uninstall mrrobust\nIf this fails with an error message mentioning that you have “multiple citations/instances of the package installed” simply issue adoupdate mrrobust. This should leave you with the most recent version of the package you previously installed. You can then run ado uninstall mrrobust.\n\n\n\nnet install github, from(\"https://haghish.github.io/github/\")\ngitget mrrobust\nThis automatically installs the dependencies.\nTo update the package issue:\ngithub update mrrobust\nTo uninstall mrrobust issue:\ngithub uninstall mrrobust\n\n\n\nThe net install syntax for installing mrrobust does not work under Stata version 12 and earlier because this webpage has an address starting with https rather than http. In such cases you need to do a manual installation.\n\n\n\nClick the green “Clone or download” button at the top of the GitHub repository here and download as a zip archive or click this direct link.\nIn your file explorer extract the zip archive and find its filepath, e.g. C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\nIn Stata run\nnet install mrrobust, from(\"C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\") replace\n\nThe installation commands for the other dependencies should work. However, if you need to install them manually their zip archives are available at the following links (extract the files from the downloaded zip archives and place them in your PERSONAL directory on your adopath):\n\nthe moremata package is available as a zip file here\nthe addplot command is available here\nthe heterogi command is available here\nthe kdens command is available here\nthe metan command is available here\nthe grc1leg command can be installed with\nnet install grc1leg, from(\"https://www.stata.com/users/vwiggins\")\n\n\n\n\n\n\nAs far as I know, and unlike R which has the testthat package (and other testing packages), there is no recognised standard for writing unit tests for Stata commands. StataCorp. refer to do-files with tests as cscripts (certification scripts). I publish my cscripts (and their log files of output) in the cscripts directory.\n\n\n\nTom Palmer tom.palmer@bristol.ac.uk, Wesley Spiller, Neil Davies\n\n\n\nSpiller W, Davies NM, Palmer TM. Software Application Profile: mrrobust — A tool for performing two-sample summary Mendelian randomization analyses. International Journal of Epidemiology, 2019, 48, 3, 684–690. https://doi.org/10.1093/ije/dyy195.\nThank you to all our users who have cited mrrobust. We made The Best of IJE 2019!\n\n\n\nIf you would like to extend the code or add new commands I am open to receiving pull requests on GitHub or send me an email to tom.palmer@bristol.ac.uk.\n\n\n\n\nBowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. International Journal of Epidemiology, 2015, 44, 2, 512–525. https://dx.doi.org/10.1093/ije/dyv080.\nBowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genetic Epidemiology, 2016, 40, 4, 304–314. https://dx.doi.org/10.1002/gepi.21965.\nHartwig FP, Davey Smith G, Bowden J. Robust inference in two-sample Mendelian randomisation via the zero modal pleiotropy assumption. International Journal of Epidemiology, 2017, 46, 6, 1985–1998. https://doi.org/10.1093/ije/dyx102.\nHemani G et al. The MR-Base platform supports systematic causal inference across the human phenome. eLife, 2018, 7:e34408. https://doi.org/10.7554/eLife.34408.001.\nSanderson E, Davey Smith G, Windmeijer F, Bowden J. An examination of multivariable Mendelian randomization in the single-sample and two-sample summary data settings. International Journal of Epidemiology, 2019, 48, 3, 713–727. https://doi.org/10.1093/ije/dyy262.\nSanderson E, Spiller W, Bowden J. Testing and correcting for weak and pleiotropic instruments in two-sample multivariable Mendelian randomization. Statistics in Medicine, 2021, 40, 25, 5434–5452. https://doi.org/10.1002/sim.9133.\n\n\n\n\nThanks for helpful feedback and suggestions to (in no particular order): Jasmine Khouja, Michael Holmes, Caroline Dale, Amy Taylor, Rebecca Richmond, Judith Brand, Yanchun Bao, Kawthar Al-Dabhani, Michalis Katsoulis, Ghazaleh Fatemifar, Lai-Te Chen, Sean Harrison, Emma Anderson, Cassianne Robinson-Cohen, Alisa Kjaergaard, and Steve Burgess."
+    "text": "Latest updates\nShort video introduction\nHelpfile examples\nOverview\nInstalling and updating mrrobust\nUnit tests\nAuthors\nHow to cite the mrrobust package\nReferences\nCollaboration\nAcknowledgements\n\n\n\nTo obtain the latest update please see the instructions below.\n\nJanuary 2024:\n\nReran certification scripts under Stata 18.0\n\nAugust 2023:\n\nAdded a record of the Stata version in the certification scripts\n\nApril 2023:\n\nImproved the alt text descriptions for the images in the README and package website, and also centred the images\nRemade the mrrobust website using Quarto\nUpdated the Sanderson et al., bioRxiv, 2020, doi reference to its published version Sanderson et al., Statistics in Medicine, 2021, doi\nReran certification scripts under latest Stata 17.0\n\nFebruary 2023:\n\nUpdated R Markdown example to use the CRAN version of the Statamarkdown package\n\nSeptember 2022:\n\nUpdated manual installation instructions\n\nFebruary 2022:\n\nRan cscripts under Stata 17.0\nUpdated website examples to run under Stata 17.0\n\nSeptember 2021:\n\nChanged relevant http: URLs to https:\nMinor edits to the helpfiles\n\nJune 2021:\n\nPublished an interactive Code Ocean capsule demonstrating the use of the mrrobust package here\nBy default mrforest now specifies a fixed effect standard error for its IVW estimate\n\nApril 2021:\n\nAdded the I-squared statistic and its 95% CI to the mregger ..., heterogi output\n\nFebruary 2021:\n\nFixes to mrforest and mrleaveoneout related to the recent update to metan. mrforest and mrleaveoneout now use metan9 instead of metan because of the changes to metan syntax. No change was necessary in the dependency scripts because metan9 is also installed with ssc install metan\nChecked cscripts pass\nChecked examples on website run. And changed the 2 examples which use the TwoSampleMR R package to use the new ID code for the exposure data\nUpdated dependency.do to make it more robust to the more frequent updates to metan\nUpdated mrdeps to make it more robust to the more frequent updates to metan\n\nOctober 2020:\n\ndependency.do and mrdeps now install the updated version of the moremata package\nChecked the cscripts run under Stata 16.1\nAdded description of Q-statistic as Cochran’s and Ruecker’s for the IVW and MR-Egger models respectively\nIn various helpfiles added clarification that genotype-disease stands for SNP-outcome (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV Wald ratio estimate\n\nAugust 2020:\n\nAdded html versions of the helpfiles to the website. These are available from the Helpfiles website menu bar item\nAdded extra decimal places examples to helpfiles of mrforest and mrleaveoneout\nmrfunnel now includes a legend on its plot\n\nJuly 2020:\n\nAdded gxse() option to mrmvivw to return instrument strength QA statistic for instrument validity in e(Qa) (Sanderson et al. 2019)\nThe gxse() option additionally returns the Qx and conditional F-statistics for each phenotype for instrument strength in e(Qx) and e(Fx) (Sanderson et al. 2020)\nAdded tdist option to mrmvivw and mrmvegger\nmrmvivw and mrmvegger now ereturn the RMSE in e(phi)\nmregger, ivw now displays the square root of the residual variance (residual standard error) and ereturns this is e(phi)\nChecked that examples on website still run\nAdded mrleaveoneout command to perform leave one out analysis\n\nJune 2020:\n\nSimplified the outcome variable name in mregger b and V e-returned matrices. Turn this off with new oldnames option\nAdded basic multivariable MR-Egger command, mrmvegger\nAdded basic multivariable IVW command, mrmvivw (currently command names mvmr and mvivw also work)\n\nFebruary 2020:\n\nUpdated contact details\nMinor edits to helpfiles, to show examples setting seed() option where helpful\nFixed mregger bug where r(table) was not returned with the gxse or heterogi options. The output for these options now appears before the coefficient table.\nMinor amendments to formatting of mregger gxse output\nmregger now ereturns e(phi), the scale parameter, in some cases\n\nJanuary 2020:\n\nmregger now additionally returns r(table)\nCertification scripts: added master.do and renamed and edited a few scripts\nAdded mr command. Commands may now be run as either mr egger ... or as previously mregger ....\nBest of IJE 2019!\nmrmedian, mrmedianobs, mreggersimex, mrmodal, and mrratio now additionally return the r(table) matrix (the information from the coefficient table)\nAdded an example showing how you can save and export your estimates using r(table), see here\n\nDecember 2019:\n\nAdded Q_GX to ereturn and display output when gxse() option specified to mregger\nChanged Q_GX and I^2_GX output to use first order weights in mregger output. This matches the output from the mr_egger() function in the MendelianRandomization R package. Use the unwi2gx option to report the unweighted statistics.\n\nJuly 2019:\n\nChecked that examples on website still run\n\nDecember 2018:\n\nImproved compatibility with the github Stata package, i.e., mrrobust and its dependencies can be installed simply by issuing: gitget mrrobust, if you have the github package installed. See below for instructions.\nmrdeps command added for conveniently installing dependencies\n\nNovember 2018:\n\nExample showing the use of the TwoSampleMR R package and mrrobust in the same R Markdown script (.Rmd file) is here\nExample showing the use of the TwoSampleMR R package and mrrobust in the same Stata Markdown script (.stmd file) is here\n\nSeptember 2018:\n\nIJE paper published online here\n\nAugust 2018:\n\nClick here for the example code and output from our IJE article\n\nMay 2018:\n\nClick here for code and output from the examples in the helpfiles\nThis page is now rendered on GitHub Pages here\n\nApril 2018:\n\nmregger now has option radial which implements the radial formulation of the MR-Egger model, and of the IVW model when used with option ivw\n\n\n\n\n\nClick here for a short video demonstrating the use of the package.\n\n\n\n\n\n\nClick here for some of the code and output from the examples in the helpfiles.\nOnce the package is installed, there is a summary helpfile which can be viewed in Stata with:\nhelp mrrobust\nThis has links to the helpfile for each command, which has an example near the bottom. In these examples you can click on the code to run it.\n\n\n\nThe mrrobust package is a collection of commands for performing two-sample Mendelian randomization analyses using summary data of genotype-phenotype and genotype-outcome associations.\nSuch data can be obtained from repositories such as MR-Base https://www.mrbase.org (Hemani et al. 2016).\nThe package contains the following commands:\n\nmrdeps installs dependencies for the package\nmrratio implements the standard instrumental variable ratio (Wald) estimate with a choice of standard errors/confidence intervals\nmrivests automates calling mrratio on all the selected genotypes in your dataset\nmregger implements the IVW and MR-Egger regression approaches introduced in Bowden et al. (2015)\nmreggersimex implements the simulation extrapolation algorithm for the MR-Egger model\nmreggerplot implements a scatter plot with fitted line (either from IVW, MR-Egger, or weighted median estimators) and confidence interval\nmrmedian and mrmedianobs implement the unweighted, weighted, and penalized weighted median IV estimators robust to 50% invalid instruments in Bowden et al. (2016)\nmrmodal implements the zero modal estimator of Hartwig et al. (2017)\nmrmodalplot plot of density used in modal estimator\nmrforest implements a forest plot of genotype specific IV estimates and estimates from models (e.g. IVW and MR-Egger)\nmrfunnel funnel plot of genotype specific IV estimates\nmr acts as a primary command, e.g. so the other commands can be run as mr egger ... as well as mregger ...\nmrmvivw (mvmr, mvivw) implements the multivariable IVW model\nmrmvegger implements the multivariable MR-Egger model\nmrleaveoneout implements leave one (genotype) out analysis\n\n\n\n\nTo install mrrobust in Stata versions 13 and later you have two choices.\n\n\nnet install mrrobust, from(\"https://raw.github.com/remlapmot/mrrobust/master/\") replace\nmrdeps\nIn this code mrdeps installs the dependencies. These are addplot, kdens, and moremata packages (all by Ben Jann), the heterogi command (Orsini et al.), the metan command (Harris et al.), and the grc1leg command (Wiggins).\nIf you have previously installed the package and the net install command above fails with an error message that there are two copies of the package installed simply run adoupdate.\nTo check if there is an update available to any of your user-written Stata packages run adoupdate. To update mrrobust run:\nadoupdate mrrobust, update\nTo uninstall mrrobust, issue in Stata:\nado uninstall mrrobust\nIf this fails with an error message mentioning that you have “multiple citations/instances of the package installed” simply issue adoupdate mrrobust. This should leave you with the most recent version of the package you previously installed. You can then run ado uninstall mrrobust.\n\n\n\nnet install github, from(\"https://haghish.github.io/github/\")\ngitget mrrobust\nThis automatically installs the dependencies.\nTo update the package issue:\ngithub update mrrobust\nTo uninstall mrrobust issue:\ngithub uninstall mrrobust\n\n\n\nThe net install syntax for installing mrrobust does not work under Stata version 12 and earlier because this webpage has an address starting with https rather than http. In such cases you need to do a manual installation.\n\n\n\nClick the green “Clone or download” button at the top of the GitHub repository here and download as a zip archive or click this direct link.\nIn your file explorer extract the zip archive and find its filepath, e.g. C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\nIn Stata run\nnet install mrrobust, from(\"C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\") replace\n\nThe installation commands for the other dependencies should work. However, if you need to install them manually their zip archives are available at the following links (extract the files from the downloaded zip archives and place them in your PERSONAL directory on your adopath):\n\nthe moremata package is available as a zip file here\nthe addplot command is available here\nthe heterogi command is available here\nthe kdens command is available here\nthe metan command is available here\nthe grc1leg command can be installed with\nnet install grc1leg, from(\"https://www.stata.com/users/vwiggins\")\n\n\n\n\n\n\nAs far as I know, and unlike R which has the testthat package (and other testing packages), there is no recognised standard for writing unit tests for Stata commands. StataCorp. refer to do-files with tests as cscripts (certification scripts). I publish my cscripts (and their log files of output) in the cscripts directory.\n\n\n\nTom Palmer tom.palmer@bristol.ac.uk, Wesley Spiller, Neil Davies\n\n\n\nSpiller W, Davies NM, Palmer TM. Software Application Profile: mrrobust — A tool for performing two-sample summary Mendelian randomization analyses. International Journal of Epidemiology, 2019, 48, 3, 684–690. https://doi.org/10.1093/ije/dyy195.\nThank you to all our users who have cited mrrobust. We made The Best of IJE 2019!\n\n\n\nIf you would like to extend the code or add new commands I am open to receiving pull requests on GitHub or send me an email to tom.palmer@bristol.ac.uk.\n\n\n\n\nBowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. International Journal of Epidemiology, 2015, 44, 2, 512–525. https://dx.doi.org/10.1093/ije/dyv080.\nBowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genetic Epidemiology, 2016, 40, 4, 304–314. https://dx.doi.org/10.1002/gepi.21965.\nHartwig FP, Davey Smith G, Bowden J. Robust inference in two-sample Mendelian randomisation via the zero modal pleiotropy assumption. International Journal of Epidemiology, 2017, 46, 6, 1985–1998. https://doi.org/10.1093/ije/dyx102.\nHemani G et al. The MR-Base platform supports systematic causal inference across the human phenome. eLife, 2018, 7:e34408. https://doi.org/10.7554/eLife.34408.001.\nSanderson E, Davey Smith G, Windmeijer F, Bowden J. An examination of multivariable Mendelian randomization in the single-sample and two-sample summary data settings. International Journal of Epidemiology, 2019, 48, 3, 713–727. https://doi.org/10.1093/ije/dyy262.\nSanderson E, Spiller W, Bowden J. Testing and correcting for weak and pleiotropic instruments in two-sample multivariable Mendelian randomization. Statistics in Medicine, 2021, 40, 25, 5434–5452. https://doi.org/10.1002/sim.9133.\n\n\n\n\nThanks for helpful feedback and suggestions to (in no particular order): Jasmine Khouja, Michael Holmes, Caroline Dale, Amy Taylor, Rebecca Richmond, Judith Brand, Yanchun Bao, Kawthar Al-Dabhani, Michalis Katsoulis, Ghazaleh Fatemifar, Lai-Te Chen, Sean Harrison, Emma Anderson, Cassianne Robinson-Cohen, Alisa Kjaergaard, and Steve Burgess."
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-    "text": "To obtain the latest update please see the instructions below.\n\nAugust 2023:\n\nAdded a record of the Stata version in the certification scripts\n\nApril 2023:\n\nImproved the alt text descriptions for the images in the README and package website, and also centred the images\nRemade the mrrobust website using Quarto\nUpdated the Sanderson et al., bioRxiv, 2020, doi reference to its published version Sanderson et al., Statistics in Medicine, 2021, doi\nReran certification scripts under latest Stata 17.0\n\nFebruary 2023:\n\nUpdated R Markdown example to use the CRAN version of the Statamarkdown package\n\nSeptember 2022:\n\nUpdated manual installation instructions\n\nFebruary 2022:\n\nRan cscripts under Stata 17.0\nUpdated website examples to run under Stata 17.0\n\nSeptember 2021:\n\nChanged relevant http: URLs to https:\nMinor edits to the helpfiles\n\nJune 2021:\n\nPublished an interactive Code Ocean capsule demonstrating the use of the mrrobust package here\nBy default mrforest now specifies a fixed effect standard error for its IVW estimate\n\nApril 2021:\n\nAdded the I-squared statistic and its 95% CI to the mregger ..., heterogi output\n\nFebruary 2021:\n\nFixes to mrforest and mrleaveoneout related to the recent update to metan. mrforest and mrleaveoneout now use metan9 instead of metan because of the changes to metan syntax. No change was necessary in the dependency scripts because metan9 is also installed with ssc install metan\nChecked cscripts pass\nChecked examples on website run. And changed the 2 examples which use the TwoSampleMR R package to use the new ID code for the exposure data\nUpdated dependency.do to make it more robust to the more frequent updates to metan\nUpdated mrdeps to make it more robust to the more frequent updates to metan\n\nOctober 2020:\n\ndependency.do and mrdeps now install the updated version of the moremata package\nChecked the cscripts run under Stata 16.1\nAdded description of Q-statistic as Cochran’s and Ruecker’s for the IVW and MR-Egger models respectively\nIn various helpfiles added clarification that genotype-disease stands for SNP-outcome (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV Wald ratio estimate\n\nAugust 2020:\n\nAdded html versions of the helpfiles to the website. These are available from the Helpfiles website menu bar item\nAdded extra decimal places examples to helpfiles of mrforest and mrleaveoneout\nmrfunnel now includes a legend on its plot\n\nJuly 2020:\n\nAdded gxse() option to mrmvivw to return instrument strength QA statistic for instrument validity in e(Qa) (Sanderson et al. 2019)\nThe gxse() option additionally returns the Qx and conditional F-statistics for each phenotype for instrument strength in e(Qx) and e(Fx) (Sanderson et al. 2020)\nAdded tdist option to mrmvivw and mrmvegger\nmrmvivw and mrmvegger now ereturn the RMSE in e(phi)\nmregger, ivw now displays the square root of the residual variance (residual standard error) and ereturns this is e(phi)\nChecked that examples on website still run\nAdded mrleaveoneout command to perform leave one out analysis\n\nJune 2020:\n\nSimplified the outcome variable name in mregger b and V e-returned matrices. Turn this off with new oldnames option\nAdded basic multivariable MR-Egger command, mrmvegger\nAdded basic multivariable IVW command, mrmvivw (currently command names mvmr and mvivw also work)\n\nFebruary 2020:\n\nUpdated contact details\nMinor edits to helpfiles, to show examples setting seed() option where helpful\nFixed mregger bug where r(table) was not returned with the gxse or heterogi options. The output for these options now appears before the coefficient table.\nMinor amendments to formatting of mregger gxse output\nmregger now ereturns e(phi), the scale parameter, in some cases\n\nJanuary 2020:\n\nmregger now additionally returns r(table)\nCertification scripts: added master.do and renamed and edited a few scripts\nAdded mr command. Commands may now be run as either mr egger ... or as previously mregger ....\nBest of IJE 2019!\nmrmedian, mrmedianobs, mreggersimex, mrmodal, and mrratio now additionally return the r(table) matrix (the information from the coefficient table)\nAdded an example showing how you can save and export your estimates using r(table), see here\n\nDecember 2019:\n\nAdded Q_GX to ereturn and display output when gxse() option specified to mregger\nChanged Q_GX and I^2_GX output to use first order weights in mregger output. This matches the output from the mr_egger() function in the MendelianRandomization R package. Use the unwi2gx option to report the unweighted statistics.\n\nJuly 2019:\n\nChecked that examples on website still run\n\nDecember 2018:\n\nImproved compatibility with the github Stata package, i.e., mrrobust and its dependencies can be installed simply by issuing: gitget mrrobust, if you have the github package installed. See below for instructions.\nmrdeps command added for conveniently installing dependencies\n\nNovember 2018:\n\nExample showing the use of the TwoSampleMR R package and mrrobust in the same R Markdown script (.Rmd file) is here\nExample showing the use of the TwoSampleMR R package and mrrobust in the same Stata Markdown script (.stmd file) is here\n\nSeptember 2018:\n\nIJE paper published online here\n\nAugust 2018:\n\nClick here for the example code and output from our IJE article\n\nMay 2018:\n\nClick here for code and output from the examples in the helpfiles\nThis page is now rendered on GitHub Pages here\n\nApril 2018:\n\nmregger now has option radial which implements the radial formulation of the MR-Egger model, and of the IVW model when used with option ivw"
+    "text": "To obtain the latest update please see the instructions below.\n\nJanuary 2024:\n\nReran certification scripts under Stata 18.0\n\nAugust 2023:\n\nAdded a record of the Stata version in the certification scripts\n\nApril 2023:\n\nImproved the alt text descriptions for the images in the README and package website, and also centred the images\nRemade the mrrobust website using Quarto\nUpdated the Sanderson et al., bioRxiv, 2020, doi reference to its published version Sanderson et al., Statistics in Medicine, 2021, doi\nReran certification scripts under latest Stata 17.0\n\nFebruary 2023:\n\nUpdated R Markdown example to use the CRAN version of the Statamarkdown package\n\nSeptember 2022:\n\nUpdated manual installation instructions\n\nFebruary 2022:\n\nRan cscripts under Stata 17.0\nUpdated website examples to run under Stata 17.0\n\nSeptember 2021:\n\nChanged relevant http: URLs to https:\nMinor edits to the helpfiles\n\nJune 2021:\n\nPublished an interactive Code Ocean capsule demonstrating the use of the mrrobust package here\nBy default mrforest now specifies a fixed effect standard error for its IVW estimate\n\nApril 2021:\n\nAdded the I-squared statistic and its 95% CI to the mregger ..., heterogi output\n\nFebruary 2021:\n\nFixes to mrforest and mrleaveoneout related to the recent update to metan. mrforest and mrleaveoneout now use metan9 instead of metan because of the changes to metan syntax. No change was necessary in the dependency scripts because metan9 is also installed with ssc install metan\nChecked cscripts pass\nChecked examples on website run. And changed the 2 examples which use the TwoSampleMR R package to use the new ID code for the exposure data\nUpdated dependency.do to make it more robust to the more frequent updates to metan\nUpdated mrdeps to make it more robust to the more frequent updates to metan\n\nOctober 2020:\n\ndependency.do and mrdeps now install the updated version of the moremata package\nChecked the cscripts run under Stata 16.1\nAdded description of Q-statistic as Cochran’s and Ruecker’s for the IVW and MR-Egger models respectively\nIn various helpfiles added clarification that genotype-disease stands for SNP-outcome (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV Wald ratio estimate\n\nAugust 2020:\n\nAdded html versions of the helpfiles to the website. These are available from the Helpfiles website menu bar item\nAdded extra decimal places examples to helpfiles of mrforest and mrleaveoneout\nmrfunnel now includes a legend on its plot\n\nJuly 2020:\n\nAdded gxse() option to mrmvivw to return instrument strength QA statistic for instrument validity in e(Qa) (Sanderson et al. 2019)\nThe gxse() option additionally returns the Qx and conditional F-statistics for each phenotype for instrument strength in e(Qx) and e(Fx) (Sanderson et al. 2020)\nAdded tdist option to mrmvivw and mrmvegger\nmrmvivw and mrmvegger now ereturn the RMSE in e(phi)\nmregger, ivw now displays the square root of the residual variance (residual standard error) and ereturns this is e(phi)\nChecked that examples on website still run\nAdded mrleaveoneout command to perform leave one out analysis\n\nJune 2020:\n\nSimplified the outcome variable name in mregger b and V e-returned matrices. Turn this off with new oldnames option\nAdded basic multivariable MR-Egger command, mrmvegger\nAdded basic multivariable IVW command, mrmvivw (currently command names mvmr and mvivw also work)\n\nFebruary 2020:\n\nUpdated contact details\nMinor edits to helpfiles, to show examples setting seed() option where helpful\nFixed mregger bug where r(table) was not returned with the gxse or heterogi options. The output for these options now appears before the coefficient table.\nMinor amendments to formatting of mregger gxse output\nmregger now ereturns e(phi), the scale parameter, in some cases\n\nJanuary 2020:\n\nmregger now additionally returns r(table)\nCertification scripts: added master.do and renamed and edited a few scripts\nAdded mr command. Commands may now be run as either mr egger ... or as previously mregger ....\nBest of IJE 2019!\nmrmedian, mrmedianobs, mreggersimex, mrmodal, and mrratio now additionally return the r(table) matrix (the information from the coefficient table)\nAdded an example showing how you can save and export your estimates using r(table), see here\n\nDecember 2019:\n\nAdded Q_GX to ereturn and display output when gxse() option specified to mregger\nChanged Q_GX and I^2_GX output to use first order weights in mregger output. This matches the output from the mr_egger() function in the MendelianRandomization R package. Use the unwi2gx option to report the unweighted statistics.\n\nJuly 2019:\n\nChecked that examples on website still run\n\nDecember 2018:\n\nImproved compatibility with the github Stata package, i.e., mrrobust and its dependencies can be installed simply by issuing: gitget mrrobust, if you have the github package installed. See below for instructions.\nmrdeps command added for conveniently installing dependencies\n\nNovember 2018:\n\nExample showing the use of the TwoSampleMR R package and mrrobust in the same R Markdown script (.Rmd file) is here\nExample showing the use of the TwoSampleMR R package and mrrobust in the same Stata Markdown script (.stmd file) is here\n\nSeptember 2018:\n\nIJE paper published online here\n\nAugust 2018:\n\nClick here for the example code and output from our IJE article\n\nMay 2018:\n\nClick here for code and output from the examples in the helpfiles\nThis page is now rendered on GitHub Pages here\n\nApril 2018:\n\nmregger now has option radial which implements the radial formulation of the MR-Egger model, and of the IVW model when used with option ivw"
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 .bi-3-square-fill::before { content: "\f7a4"; }
 .bi-3-square::before { content: "\f7a5"; }
-.bi-4-circle-1::before { content: "\f7a6"; }
-.bi-4-circle-fill-1::before { content: "\f7a7"; }
 .bi-4-circle-fill::before { content: "\f7a8"; }
 .bi-4-circle::before { content: "\f7a9"; }
 .bi-4-square-fill::before { content: "\f7aa"; }
 .bi-4-square::before { content: "\f7ab"; }
-.bi-5-circle-1::before { content: "\f7ac"; }
-.bi-5-circle-fill-1::before { content: "\f7ad"; }
 .bi-5-circle-fill::before { content: "\f7ae"; }
 .bi-5-circle::before { content: "\f7af"; }
 .bi-5-square-fill::before { content: "\f7b0"; }
 .bi-5-square::before { content: "\f7b1"; }
-.bi-6-circle-1::before { content: "\f7b2"; }
-.bi-6-circle-fill-1::before { content: "\f7b3"; }
 .bi-6-circle-fill::before { content: "\f7b4"; }
 .bi-6-circle::before { content: "\f7b5"; }
 .bi-6-square-fill::before { content: "\f7b6"; }
 .bi-6-square::before { content: "\f7b7"; }
-.bi-7-circle-1::before { content: "\f7b8"; }
-.bi-7-circle-fill-1::before { content: "\f7b9"; }
 .bi-7-circle-fill::before { content: "\f7ba"; }
 .bi-7-circle::before { content: "\f7bb"; }
 .bi-7-square-fill::before { content: "\f7bc"; }
 .bi-7-square::before { content: "\f7bd"; }
-.bi-8-circle-1::before { content: "\f7be"; }
-.bi-8-circle-fill-1::before { content: "\f7bf"; }
 .bi-8-circle-fill::before { content: "\f7c0"; }
 .bi-8-circle::before { content: "\f7c1"; }
 .bi-8-square-fill::before { content: "\f7c2"; }
 .bi-8-square::before { content: "\f7c3"; }
-.bi-9-circle-1::before { content: "\f7c4"; }
-.bi-9-circle-fill-1::before { content: "\f7c5"; }
 .bi-9-circle-fill::before { content: "\f7c6"; }
 .bi-9-circle::before { content: "\f7c7"; }
 .bi-9-square-fill::before { content: "\f7c8"; }
@@ -1771,8 +1744,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-browser-edge::before { content: "\f7d5"; }
 .bi-browser-firefox::before { content: "\f7d6"; }
 .bi-browser-safari::before { content: "\f7d7"; }
-.bi-c-circle-1::before { content: "\f7d8"; }
-.bi-c-circle-fill-1::before { content: "\f7d9"; }
 .bi-c-circle-fill::before { content: "\f7da"; }
 .bi-c-circle::before { content: "\f7db"; }
 .bi-c-square-fill::before { content: "\f7dc"; }
@@ -1783,8 +1754,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-car-front::before { content: "\f7e1"; }
 .bi-cassette-fill::before { content: "\f7e2"; }
 .bi-cassette::before { content: "\f7e3"; }
-.bi-cc-circle-1::before { content: "\f7e4"; }
-.bi-cc-circle-fill-1::before { content: "\f7e5"; }
 .bi-cc-circle-fill::before { content: "\f7e6"; }
 .bi-cc-circle::before { content: "\f7e7"; }
 .bi-cc-square-fill::before { content: "\f7e8"; }
@@ -1803,8 +1772,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-filetype-sql::before { content: "\f7f5"; }
 .bi-fire::before { content: "\f7f6"; }
 .bi-google-play::before { content: "\f7f7"; }
-.bi-h-circle-1::before { content: "\f7f8"; }
-.bi-h-circle-fill-1::before { content: "\f7f9"; }
 .bi-h-circle-fill::before { content: "\f7fa"; }
 .bi-h-circle::before { content: "\f7fb"; }
 .bi-h-square-fill::before { content: "\f7fc"; }
@@ -1813,8 +1780,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-lungs-fill::before { content: "\f7ff"; }
 .bi-lungs::before { content: "\f800"; }
 .bi-microsoft-teams::before { content: "\f801"; }
-.bi-p-circle-1::before { content: "\f802"; }
-.bi-p-circle-fill-1::before { content: "\f803"; }
 .bi-p-circle-fill::before { content: "\f804"; }
 .bi-p-circle::before { content: "\f805"; }
 .bi-p-square-fill::before { content: "\f806"; }
@@ -1823,8 +1788,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-pass::before { content: "\f809"; }
 .bi-prescription::before { content: "\f80a"; }
 .bi-prescription2::before { content: "\f80b"; }
-.bi-r-circle-1::before { content: "\f80c"; }
-.bi-r-circle-fill-1::before { content: "\f80d"; }
 .bi-r-circle-fill::before { content: "\f80e"; }
 .bi-r-circle::before { content: "\f80f"; }
 .bi-r-square-fill::before { content: "\f810"; }
@@ -2016,3 +1979,100 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
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 .bi-tencent-qq::before { content: "\f8cb"; }
 .bi-wikipedia::before { content: "\f8cc"; }
+.bi-alphabet-uppercase::before { content: "\f2a5"; }
+.bi-alphabet::before { content: "\f68a"; }
+.bi-amazon::before { content: "\f68d"; }
+.bi-arrows-collapse-vertical::before { content: "\f690"; }
+.bi-arrows-expand-vertical::before { content: "\f695"; }
+.bi-arrows-vertical::before { content: "\f698"; }
+.bi-arrows::before { content: "\f6a2"; }
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+.bi-ban::before { content: "\f6b6"; }
+.bi-bing::before { content: "\f6c2"; }
+.bi-cake::before { content: "\f6e0"; }
+.bi-cake2::before { content: "\f6ed"; }
+.bi-cookie::before { content: "\f6ee"; }
+.bi-copy::before { content: "\f759"; }
+.bi-crosshair::before { content: "\f769"; }
+.bi-crosshair2::before { content: "\f794"; }
+.bi-emoji-astonished-fill::before { content: "\f795"; }
+.bi-emoji-astonished::before { content: "\f79a"; }
+.bi-emoji-grimace-fill::before { content: "\f79b"; }
+.bi-emoji-grimace::before { content: "\f7a0"; }
+.bi-emoji-grin-fill::before { content: "\f7a1"; }
+.bi-emoji-grin::before { content: "\f7a6"; }
+.bi-emoji-surprise-fill::before { content: "\f7a7"; }
+.bi-emoji-surprise::before { content: "\f7ac"; }
+.bi-emoji-tear-fill::before { content: "\f7ad"; }
+.bi-emoji-tear::before { content: "\f7b2"; }
+.bi-envelope-arrow-down-fill::before { content: "\f7b3"; }
+.bi-envelope-arrow-down::before { content: "\f7b8"; }
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+.bi-nvme-fill::before { content: "\f803"; }
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+.bi-opencollective::before { content: "\f80d"; }
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+.bi-sim-slash-fill::before { content: "\f8d4"; }
+.bi-sim-slash::before { content: "\f8d5"; }
+.bi-sourceforge::before { content: "\f8d6"; }
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+.bi-transparency::before { content: "\f8da"; }
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+.bi-backpack-fill::before { content: "\f8df"; }
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+.bi-passport::before { content: "\f8f5"; }
+.bi-person-arms-up::before { content: "\f8f6"; }
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+.bi-person-standing-dress::before { content: "\f8f8"; }
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+.bi-person-walking::before { content: "\f8fa"; }
+.bi-person-wheelchair::before { content: "\f8fb"; }
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diff --git a/docs/site_libs/bootstrap/bootstrap-icons.woff b/docs/site_libs/bootstrap/bootstrap-icons.woff
index 18d21d457558d4dc2e231a8f6ee585fada9c6bab..dbeeb055674125ad78fda0f3d166b36e5cc92336 100644
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diff --git a/docs/site_libs/bootstrap/bootstrap.min.css b/docs/site_libs/bootstrap/bootstrap.min.css
index ffa4636f..5d495494 100644
--- a/docs/site_libs/bootstrap/bootstrap.min.css
+++ b/docs/site_libs/bootstrap/bootstrap.min.css
@@ -1,10 +1,12 @@
 /*!
- * Bootstrap v5.1.3 (https://getbootstrap.com/)
- * Copyright 2011-2021 The Bootstrap Authors
- * Copyright 2011-2021 Twitter, Inc.
+ * Bootstrap  v5.3.1 (https://getbootstrap.com/)
+ * Copyright 2011-2023 The Bootstrap Authors
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */@import"https://fonts.googleapis.com/css2?family=Source+Sans+Pro:wght@300;400;700&display=swap";:root{--bs-blue: #2780e3;--bs-indigo: #6610f2;--bs-purple: #613d7c;--bs-pink: #e83e8c;--bs-red: #ff0039;--bs-orange: #f0ad4e;--bs-yellow: #ff7518;--bs-green: #3fb618;--bs-teal: #20c997;--bs-cyan: #9954bb;--bs-white: #fff;--bs-gray: #6c757d;--bs-gray-dark: #373a3c;--bs-gray-100: #f8f9fa;--bs-gray-200: #e9ecef;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #495057;--bs-gray-800: #373a3c;--bs-gray-900: #212529;--bs-default: #373a3c;--bs-primary: #2780e3;--bs-secondary: #373a3c;--bs-success: #3fb618;--bs-info: #9954bb;--bs-warning: #ff7518;--bs-danger: #ff0039;--bs-light: #f8f9fa;--bs-dark: #373a3c;--bs-default-rgb: 55, 58, 60;--bs-primary-rgb: 39, 128, 227;--bs-secondary-rgb: 55, 58, 60;--bs-success-rgb: 63, 182, 24;--bs-info-rgb: 153, 84, 187;--bs-warning-rgb: 255, 117, 24;--bs-danger-rgb: 255, 0, 57;--bs-light-rgb: 248, 249, 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0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0}.card>.list-group:last-child{border-bottom-width:0}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}}.accordion{--bs-accordion-color: #343a40;--bs-accordion-bg: #fff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: calc(0.25rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #343a40;--bs-accordion-btn-bg: #fff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23343a40'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%2310335b'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #93c0f1;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #10335b;--bs-accordion-active-bg: #d4e6f9}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:not(:first-of-type){border-top:0}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%237db3ee'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%237db3ee'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(52, 58, 64, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(52, 58, 64, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #2761e3;--bs-pagination-bg: #fff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #1f4eb6;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #1f4eb6;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #2780e3;--bs-pagination-active-border-color: #2780e3;--bs-pagination-disabled-color: rgba(52, 58, 64, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 0 solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:.5rem}}.progress,.progress-stacked{--bs-progress-height: 0.5rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #2780e3;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #343a40;--bs-list-group-bg: #fff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.25rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(52, 58, 64, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #343a40;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(52, 58, 64, 0.75);--bs-list-group-disabled-bg: #fff;--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #2780e3;--bs-list-group-active-border-color: #2780e3;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(52, 58, 64, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color)}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #fff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;flex-wrap:wrap;-webkit-flex-wrap:wrap;align-items:center;-webkit-align-items:center;justify-content:flex-end;-webkit-justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 576px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 992px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0}.modal-fullscreen .modal-body{overflow-y:auto}@media(max-width: 575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media(max-width: 1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex: 1080;--bs-tooltip-max-width: 200px;--bs-tooltip-padding-x: 0.5rem;--bs-tooltip-padding-y: 0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: #fff;--bs-tooltip-bg: #000;--bs-tooltip-border-radius: 0.25rem;--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol";font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow{bottom:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-top .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before{top:-1px;border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-top-color:var(--bs-tooltip-bg)}.bs-tooltip-end .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow{left:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-end .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before{right:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-right-color:var(--bs-tooltip-bg)}.bs-tooltip-bottom .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow{top:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-bottom .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-start .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow{right:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-start .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) 0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) var(--bs-tooltip-padding-x);color:var(--bs-tooltip-color);text-align:center;background-color:var(--bs-tooltip-bg)}.popover{--bs-popover-zindex: 1070;--bs-popover-max-width: 276px;--bs-popover-font-size:0.875rem;--bs-popover-bg: #fff;--bs-popover-border-width: 1px;--bs-popover-border-color: rgba(0, 0, 0, 0.175);--bs-popover-border-radius: 0.5rem;--bs-popover-inner-border-radius: calc(0.5rem - 1px);--bs-popover-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-popover-header-padding-x: 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#fff);--bslib-value-box-border-color-default: var(--bs-card-border-color, rgba(0, 0, 0, 0.175));color:var(--bslib-value-box-color);background-color:var(--bslib-value-box-bg, var(--bslib-value-box-bg-default));border-color:var(--bslib-value-box-border-color, var(--bslib-value-box-border-color-default))}.bslib-value-box .value-box-grid{display:grid;grid-template-areas:"left right";align-items:center;overflow:hidden}.bslib-value-box .value-box-showcase{height:100%;max-height:var(---bslib-value-box-showcase-max-h, 100%)}.bslib-value-box .value-box-showcase,.bslib-value-box .value-box-showcase>.html-fill-item{width:100%}.bslib-value-box[data-full-screen=true] .value-box-showcase{max-height:var(---bslib-value-box-showcase-max-h-fs, 100%)}@media screen and (min-width: 575.98px){@container bslib-value-box (max-width: 300px){.bslib-value-box:not(.showcase-bottom) .value-box-grid{grid-template-columns:1fr !important;grid-template-rows:auto auto;grid-template-areas:"top" 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+* we also add `bright-[color]-` synonyms for the `-[color]-intense` classes since
+* that seems to be what ansi_up emits
+*
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diff --git a/docs/site_libs/bootstrap/bootstrap.min.js b/docs/site_libs/bootstrap/bootstrap.min.js
index cc0a2556..e8f21f70 100644
--- a/docs/site_libs/bootstrap/bootstrap.min.js
+++ b/docs/site_libs/bootstrap/bootstrap.min.js
@@ -1,7 +1,7 @@
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+  * Bootstrap v5.3.1 (https://getbootstrap.com/)
+  * Copyright 2011-2023 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)
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img",this._element).forEach((t=>{j.on(t,"dragstart.bs.carousel",(t=>t.preventDefault()))})),this._pointerEvent?(j.on(this._element,"pointerdown.bs.carousel",(t=>e(t))),j.on(this._element,"pointerup.bs.carousel",(t=>n(t))),this._element.classList.add("pointer-event")):(j.on(this._element,"touchstart.bs.carousel",(t=>e(t))),j.on(this._element,"touchmove.bs.carousel",(t=>i(t))),j.on(this._element,"touchend.bs.carousel",(t=>n(t))))}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=tt[t.key];e&&(t.preventDefault(),this._slide(e))}_getItemIndex(t){return this._items=t&&t.parentNode?V.find(".carousel-item",t.parentNode):[],this._items.indexOf(t)}_getItemByOrder(t,e){const i=t===Q;return v(this._items,e,i,this._config.wrap)}_triggerSlideEvent(t,e){const i=this._getItemIndex(t),n=this._getItemIndex(V.findOne(nt,this._element));return j.trigger(this._element,"slide.bs.carousel",{relatedTarget:t,direction:e,from:n,to:i})}_setActiveIndicatorElement(t){if(this._indicatorsElement){const e=V.findOne(".active",this._indicatorsElement);e.classList.remove(it),e.removeAttribute("aria-current");const i=V.find("[data-bs-target]",this._indicatorsElement);for(let e=0;e<i.length;e++)if(Number.parseInt(i[e].getAttribute("data-bs-slide-to"),10)===this._getItemIndex(t)){i[e].classList.add(it),i[e].setAttribute("aria-current","true");break}}}_updateInterval(){const t=this._activeElement||V.findOne(nt,this._element);if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);e?(this._config.defaultInterval=this._config.defaultInterval||this._config.interval,this._config.interval=e):this._config.interval=this._config.defaultInterval||this._config.interval}_slide(t,e){const i=this._directionToOrder(t),n=V.findOne(nt,this._element),s=this._getItemIndex(n),o=e||this._getItemByOrder(i,n),r=this._getItemIndex(o),a=Boolean(this._interval),l=i===Q,c=l?"carousel-item-start":"carousel-item-end",h=l?"carousel-item-next":"carousel-item-prev",d=this._orderToDirection(i);if(o&&o.classList.contains(it))return void(this._isSliding=!1);if(this._isSliding)return;if(this._triggerSlideEvent(o,d).defaultPrevented)return;if(!n||!o)return;this._isSliding=!0,a&&this.pause(),this._setActiveIndicatorElement(o),this._activeElement=o;const f=()=>{j.trigger(this._element,et,{relatedTarget:o,direction:d,from:s,to:r})};if(this._element.classList.contains("slide")){o.classList.add(h),u(o),n.classList.add(c),o.classList.add(c);const t=()=>{o.classList.remove(c,h),o.classList.add(it),n.classList.remove(it,h,c),this._isSliding=!1,setTimeout(f,0)};this._queueCallback(t,n,!0)}else n.classList.remove(it),o.classList.add(it),this._isSliding=!1,f();a&&this.cycle()}_directionToOrder(t){return[J,Z].includes(t)?m()?t===Z?G:Q:t===Z?Q:G:t}_orderToDirection(t){return[Q,G].includes(t)?m()?t===G?Z:J:t===G?J:Z:t}static carouselInterface(t,e){const i=st.getOrCreateInstance(t,e);let{_config:n}=i;"object"==typeof e&&(n={...n,...e});const s="string"==typeof e?e:n.slide;if("number"==typeof e)i.to(e);else if("string"==typeof s){if(void 0===i[s])throw new TypeError(`No method named "${s}"`);i[s]()}else n.interval&&n.ride&&(i.pause(),i.cycle())}static jQueryInterface(t){return this.each((function(){st.carouselInterface(this,t)}))}static dataApiClickHandler(t){const e=n(this);if(!e||!e.classList.contains("carousel"))return;const i={...U.getDataAttributes(e),...U.getDataAttributes(this)},s=this.getAttribute("data-bs-slide-to");s&&(i.interval=!1),st.carouselInterface(e,i),s&&st.getInstance(e).to(s),t.preventDefault()}}j.on(document,"click.bs.carousel.data-api","[data-bs-slide], [data-bs-slide-to]",st.dataApiClickHandler),j.on(window,"load.bs.carousel.data-api",(()=>{const t=V.find('[data-bs-ride="carousel"]');for(let e=0,i=t.length;e<i;e++)st.carouselInterface(t[e],st.getInstance(t[e]))})),g(st);const ot="collapse",rt={toggle:!0,parent:null},at={toggle:"boolean",parent:"(null|element)"},lt="show",ct="collapse",ht="collapsing",dt="collapsed",ut=":scope .collapse .collapse",ft='[data-bs-toggle="collapse"]';class pt extends B{constructor(t,e){super(t),this._isTransitioning=!1,this._config=this._getConfig(e),this._triggerArray=[];const n=V.find(ft);for(let t=0,e=n.length;t<e;t++){const e=n[t],s=i(e),o=V.find(s).filter((t=>t===this._element));null!==s&&o.length&&(this._selector=s,this._triggerArray.push(e))}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return rt}static get NAME(){return ot}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t,e=[];if(this._config.parent){const t=V.find(ut,this._config.parent);e=V.find(".collapse.show, .collapse.collapsing",this._config.parent).filter((e=>!t.includes(e)))}const i=V.findOne(this._selector);if(e.length){const n=e.find((t=>i!==t));if(t=n?pt.getInstance(n):null,t&&t._isTransitioning)return}if(j.trigger(this._element,"show.bs.collapse").defaultPrevented)return;e.forEach((e=>{i!==e&&pt.getOrCreateInstance(e,{toggle:!1}).hide(),t||H.set(e,"bs.collapse",null)}));const n=this._getDimension();this._element.classList.remove(ct),this._element.classList.add(ht),this._element.style[n]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const s=`scroll${n[0].toUpperCase()+n.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct,lt),this._element.style[n]="",j.trigger(this._element,"shown.bs.collapse")}),this._element,!0),this._element.style[n]=`${this._element[s]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(j.trigger(this._element,"hide.bs.collapse").defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,u(this._element),this._element.classList.add(ht),this._element.classList.remove(ct,lt);const e=this._triggerArray.length;for(let t=0;t<e;t++){const e=this._triggerArray[t],i=n(e);i&&!this._isShown(i)&&this._addAriaAndCollapsedClass([e],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct),j.trigger(this._element,"hidden.bs.collapse")}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(lt)}_getConfig(t){return(t={...rt,...U.getDataAttributes(this._element),...t}).toggle=Boolean(t.toggle),t.parent=r(t.parent),a(ot,t,at),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=V.find(ut,this._config.parent);V.find(ft,this._config.parent).filter((e=>!t.includes(e))).forEach((t=>{const e=n(t);e&&this._addAriaAndCollapsedClass([t],this._isShown(e))}))}_addAriaAndCollapsedClass(t,e){t.length&&t.forEach((t=>{e?t.classList.remove(dt):t.classList.add(dt),t.setAttribute("aria-expanded",e)}))}static jQueryInterface(t){return this.each((function(){const e={};"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1);const i=pt.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}j.on(document,"click.bs.collapse.data-api",ft,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=i(this);V.find(e).forEach((t=>{pt.getOrCreateInstance(t,{toggle:!1}).toggle()}))})),g(pt);var mt="top",gt="bottom",_t="right",bt="left",vt="auto",yt=[mt,gt,_t,bt],wt="start",Et="end",At="clippingParents",Tt="viewport",Ot="popper",Ct="reference",kt=yt.reduce((function(t,e){return t.concat([e+"-"+wt,e+"-"+Et])}),[]),Lt=[].concat(yt,[vt]).reduce((function(t,e){return t.concat([e,e+"-"+wt,e+"-"+Et])}),[]),xt="beforeRead",Dt="read",St="afterRead",Nt="beforeMain",It="main",Pt="afterMain",jt="beforeWrite",Mt="write",Ht="afterWrite",Bt=[xt,Dt,St,Nt,It,Pt,jt,Mt,Ht];function Rt(t){return t?(t.nodeName||"").toLowerCase():null}function Wt(t){if(null==t)return window;if("[object Window]"!==t.toString()){var e=t.ownerDocument;return e&&e.defaultView||window}return t}function $t(t){return t instanceof Wt(t).Element||t instanceof Element}function zt(t){return t instanceof Wt(t).HTMLElement||t instanceof HTMLElement}function qt(t){return"undefined"!=typeof ShadowRoot&&(t instanceof Wt(t).ShadowRoot||t instanceof ShadowRoot)}const Ft={name:"applyStyles",enabled:!0,phase:"write",fn:function(t){var e=t.state;Object.keys(e.elements).forEach((function(t){var i=e.styles[t]||{},n=e.attributes[t]||{},s=e.elements[t];zt(s)&&Rt(s)&&(Object.assign(s.style,i),Object.keys(n).forEach((function(t){var e=n[t];!1===e?s.removeAttribute(t):s.setAttribute(t,!0===e?"":e)})))}))},effect:function(t){var e=t.state,i={popper:{position:e.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};return 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n=Yt(i);if("none"!==n.transform||"none"!==n.perspective||"paint"===n.contain||-1!==["transform","perspective"].indexOf(n.willChange)||e&&"filter"===n.willChange||e&&n.filter&&"none"!==n.filter)return i;i=i.parentNode}return null}(t)||e}function ee(t){return["top","bottom"].indexOf(t)>=0?"x":"y"}var ie=Math.max,ne=Math.min,se=Math.round;function oe(t,e,i){return ie(t,ne(e,i))}function re(t){return Object.assign({},{top:0,right:0,bottom:0,left:0},t)}function ae(t,e){return e.reduce((function(e,i){return e[i]=t,e}),{})}const le={name:"arrow",enabled:!0,phase:"main",fn:function(t){var e,i=t.state,n=t.name,s=t.options,o=i.elements.arrow,r=i.modifiersData.popperOffsets,a=Ut(i.placement),l=ee(a),c=[bt,_t].indexOf(a)>=0?"height":"width";if(o&&r){var h=function(t,e){return re("number"!=typeof(t="function"==typeof 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e=t.x,i=t.y,n=window.devicePixelRatio||1;return{x:se(se(e*n)/n)||0,y:se(se(i*n)/n)||0}}(r):"function"==typeof h?h(r):r,u=d.x,f=void 0===u?0:u,p=d.y,m=void 0===p?0:p,g=r.hasOwnProperty("x"),_=r.hasOwnProperty("y"),b=bt,v=mt,y=window;if(c){var w=te(i),E="clientHeight",A="clientWidth";w===Wt(i)&&"static"!==Yt(w=Gt(i)).position&&"absolute"===a&&(E="scrollHeight",A="scrollWidth"),w=w,s!==mt&&(s!==bt&&s!==_t||o!==Et)||(v=gt,m-=w[E]-n.height,m*=l?1:-1),s!==bt&&(s!==mt&&s!==gt||o!==Et)||(b=_t,f-=w[A]-n.width,f*=l?1:-1)}var T,O=Object.assign({position:a},c&&he);return l?Object.assign({},O,((T={})[v]=_?"0":"",T[b]=g?"0":"",T.transform=(y.devicePixelRatio||1)<=1?"translate("+f+"px, "+m+"px)":"translate3d("+f+"px, "+m+"px, 0)",T)):Object.assign({},O,((e={})[v]=_?m+"px":"",e[b]=g?f+"px":"",e.transform="",e))}const ue={name:"computeStyles",enabled:!0,phase:"beforeWrite",fn:function(t){var e=t.state,i=t.options,n=i.gpuAcceleration,s=void 0===n||n,o=i.adaptive,r=void 0===o||o,a=i.roundOffsets,l=void 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C=O[s];Object.keys(T).forEach((function(t){var e=[_t,gt].indexOf(t)>=0?1:-1,i=[mt,gt].indexOf(t)>=0?"y":"x";T[t]+=C[i]*e}))}return T}function Le(t,e){void 0===e&&(e={});var i=e,n=i.placement,s=i.boundary,o=i.rootBoundary,r=i.padding,a=i.flipVariations,l=i.allowedAutoPlacements,c=void 0===l?Lt:l,h=ce(n),d=h?a?kt:kt.filter((function(t){return ce(t)===h})):yt,u=d.filter((function(t){return c.indexOf(t)>=0}));0===u.length&&(u=d);var f=u.reduce((function(e,i){return e[i]=ke(t,{placement:i,boundary:s,rootBoundary:o,padding:r})[Ut(i)],e}),{});return Object.keys(f).sort((function(t,e){return f[t]-f[e]}))}const xe={name:"flip",enabled:!0,phase:"main",fn:function(t){var e=t.state,i=t.options,n=t.name;if(!e.modifiersData[n]._skip){for(var s=i.mainAxis,o=void 0===s||s,r=i.altAxis,a=void 0===r||r,l=i.fallbackPlacements,c=i.padding,h=i.boundary,d=i.rootBoundary,u=i.altBoundary,f=i.flipVariations,p=void 0===f||f,m=i.allowedAutoPlacements,g=e.options.placement,_=Ut(g),b=l||(_!==g&&p?function(t){if(Ut(t)===vt)return[];var e=ge(t);return[be(t),e,be(e)]}(g):[ge(g)]),v=[g].concat(b).reduce((function(t,i){return t.concat(Ut(i)===vt?Le(e,{placement:i,boundary:h,rootBoundary:d,padding:c,flipVariations:p,allowedAutoPlacements:m}):i)}),[]),y=e.rects.reference,w=e.rects.popper,E=new Map,A=!0,T=v[0],O=0;O<v.length;O++){var C=v[O],k=Ut(C),L=ce(C)===wt,x=[mt,gt].indexOf(k)>=0,D=x?"width":"height",S=ke(e,{placement:C,boundary:h,rootBoundary:d,altBoundary:u,padding:c}),N=x?L?_t:bt:L?gt:mt;y[D]>w[D]&&(N=ge(N));var I=ge(N),P=[];if(o&&P.push(S[k]<=0),a&&P.push(S[N]<=0,S[I]<=0),P.every((function(t){return t}))){T=C,A=!1;break}E.set(C,P)}if(A)for(var j=function(t){var e=v.find((function(e){var i=E.get(e);if(i)return i.slice(0,t).every((function(t){return t}))}));if(e)return 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e=t.state,i=t.options,n=t.name,s=i.offset,o=void 0===s?[0,0]:s,r=Lt.reduce((function(t,i){return t[i]=function(t,e,i){var n=Ut(t),s=[bt,mt].indexOf(n)>=0?-1:1,o="function"==typeof i?i(Object.assign({},e,{placement:t})):i,r=o[0],a=o[1];return r=r||0,a=(a||0)*s,[bt,_t].indexOf(n)>=0?{x:a,y:r}:{x:r,y:a}}(i,e.rects,o),t}),{}),a=r[e.placement],l=a.x,c=a.y;null!=e.modifiersData.popperOffsets&&(e.modifiersData.popperOffsets.x+=l,e.modifiersData.popperOffsets.y+=c),e.modifiersData[n]=r}},Pe={name:"popperOffsets",enabled:!0,phase:"read",fn:function(t){var e=t.state,i=t.name;e.modifiersData[i]=Ce({reference:e.rects.reference,element:e.rects.popper,strategy:"absolute",placement:e.placement})},data:{}},je={name:"preventOverflow",enabled:!0,phase:"main",fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.mainAxis,o=void 0===s||s,r=i.altAxis,a=void 0!==r&&r,l=i.boundary,c=i.rootBoundary,h=i.altBoundary,d=i.padding,u=i.tether,f=void 0===u||u,p=i.tetherOffset,m=void 0===p?0:p,g=ke(e,{boundary:l,rootBoundary:c,padding:d,altBoundary:h}),_=Ut(e.placement),b=ce(e.placement),v=!b,y=ee(_),w="x"===y?"y":"x",E=e.modifiersData.popperOffsets,A=e.rects.reference,T=e.rects.popper,O="function"==typeof m?m(Object.assign({},e.rects,{placement:e.placement})):m,C={x:0,y:0};if(E){if(o||a){var k="y"===y?mt:bt,L="y"===y?gt:_t,x="y"===y?"height":"width",D=E[y],S=E[y]+g[k],N=E[y]-g[L],I=f?-T[x]/2:0,P=b===wt?A[x]:T[x],j=b===wt?-T[x]:-A[x],M=e.elements.arrow,H=f&&M?Kt(M):{width:0,height:0},B=e.modifiersData["arrow#persistent"]?e.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},R=B[k],W=B[L],$=oe(0,A[x],H[x]),z=v?A[x]/2-I-$-R-O:P-$-R-O,q=v?-A[x]/2+I+$+W+O:j+$+W+O,F=e.elements.arrow&&te(e.elements.arrow),U=F?"y"===y?F.clientTop||0:F.clientLeft||0:0,V=e.modifiersData.offset?e.modifiersData.offset[e.placement][y]:0,K=E[y]+z-V-U,X=E[y]+q-V;if(o){var Y=oe(f?ne(S,K):S,D,f?ie(N,X):N);E[y]=Y,C[y]=Y-D}if(a){var Q="x"===y?mt:bt,G="x"===y?gt:_t,Z=E[w],J=Z+g[Q],tt=Z-g[G],et=oe(f?ne(J,K):J,Z,f?ie(tt,X):tt);E[w]=et,C[w]=et-Z}}e.modifiersData[n]=C}},requiresIfExists:["offset"]};function Me(t,e,i){void 0===i&&(i=!1);var n=zt(e);zt(e)&&function(t){var e=t.getBoundingClientRect();e.width,t.offsetWidth,e.height,t.offsetHeight}(e);var s,o,r=Gt(e),a=Vt(t),l={scrollLeft:0,scrollTop:0},c={x:0,y:0};return(n||!n&&!i)&&(("body"!==Rt(e)||we(r))&&(l=(s=e)!==Wt(s)&&zt(s)?{scrollLeft:(o=s).scrollLeft,scrollTop:o.scrollTop}:ve(s)),zt(e)?((c=Vt(e)).x+=e.clientLeft,c.y+=e.clientTop):r&&(c.x=ye(r))),{x:a.left+l.scrollLeft-c.x,y:a.top+l.scrollTop-c.y,width:a.width,height:a.height}}function He(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function We(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?Be:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},Be,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof i?i(a.options):i;d(),a.options=Object.assign({},o,a.options,s),a.scrollParents={reference:$t(t)?Ae(t):t.contextElement?Ae(t.contextElement):[],popper:Ae(e)};var r,c,u=function(t){var e=He(t);return Bt.reduce((function(t,i){return t.concat(e.filter((function(t){return t.phase===i})))}),[])}((r=[].concat(n,a.options.modifiers),c=r.reduce((function(t,e){var i=t[e.name];return t[e.name]=i?Object.assign({},i,e,{options:Object.assign({},i.options,e.options),data:Object.assign({},i.data,e.data)}):e,t}),{}),Object.keys(c).map((function(t){return c[t]}))));return a.orderedModifiers=u.filter((function(t){return t.enabled})),a.orderedModifiers.forEach((function(t){var e=t.name,i=t.options,n=void 0===i?{}:i,s=t.effect;if("function"==typeof s){var o=s({state:a,name:e,instance:h,options:n});l.push(o||function(){})}})),h.update()},forceUpdate:function(){if(!c){var t=a.elements,e=t.reference,i=t.popper;if(Re(e,i)){a.rects={reference:Me(e,te(i),"fixed"===a.options.strategy),popper:Kt(i)},a.reset=!1,a.placement=a.options.placement,a.orderedModifiers.forEach((function(t){return a.modifiersData[t.name]=Object.assign({},t.data)}));for(var n=0;n<a.orderedModifiers.length;n++)if(!0!==a.reset){var s=a.orderedModifiers[n],o=s.fn,r=s.options,l=void 0===r?{}:r,d=s.name;"function"==typeof o&&(a=o({state:a,options:l,name:d,instance:h})||a)}else a.reset=!1,n=-1}}},update:(s=function(){return new Promise((function(t){h.forceUpdate(),t(a)}))},function(){return r||(r=new Promise((function(t){Promise.resolve().then((function(){r=void 0,t(s())}))}))),r}),destroy:function(){d(),c=!0}};if(!Re(t,e))return h;function d(){l.forEach((function(t){return t()})),l=[]}return h.setOptions(i).then((function(t){!c&&i.onFirstUpdate&&i.onFirstUpdate(t)})),h}}var $e=We(),ze=We({defaultModifiers:[pe,Pe,ue,Ft]}),qe=We({defaultModifiers:[pe,Pe,ue,Ft,Ie,xe,je,le,Ne]});const Fe=Object.freeze({__proto__:null,popperGenerator:We,detectOverflow:ke,createPopperBase:$e,createPopper:qe,createPopperLite:ze,top:mt,bottom:gt,right:_t,left:bt,auto:vt,basePlacements:yt,start:wt,end:Et,clippingParents:At,viewport:Tt,popper:Ot,reference:Ct,variationPlacements:kt,placements:Lt,beforeRead:xt,read:Dt,afterRead:St,beforeMain:Nt,main:It,afterMain:Pt,beforeWrite:jt,write:Mt,afterWrite:Ht,modifierPhases:Bt,applyStyles:Ft,arrow:le,computeStyles:ue,eventListeners:pe,flip:xe,hide:Ne,offset:Ie,popperOffsets:Pe,preventOverflow:je}),Ue="dropdown",Ve="Escape",Ke="Space",Xe="ArrowUp",Ye="ArrowDown",Qe=new 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this._isShown()?this.hide():this.show()}show(){if(c(this._element)||this._isShown(this._menu))return;const t={relatedTarget:this._element};if(j.trigger(this._element,"show.bs.dropdown",t).defaultPrevented)return;const e=hi.getParentFromElement(this._element);this._inNavbar?U.setDataAttribute(this._menu,"popper","none"):this._createPopper(e),"ontouchstart"in document.documentElement&&!e.closest(".navbar-nav")&&[].concat(...document.body.children).forEach((t=>j.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" 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null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;i<n;i++){const n=hi.getInstance(e[i]);if(!n||!1===n._config.autoClose)continue;if(!n._isShown())continue;const s={relatedTarget:n._element};if(t){const e=t.composedPath(),i=e.includes(n._menu);if(e.includes(n._element)||"inside"===n._config.autoClose&&!i||"outside"===n._config.autoClose&&i)continue;if(n._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;"click"===t.type&&(s.clickEvent=t)}n._completeHide(s)}}static getParentFromElement(t){return n(t)||t.parentNode}static dataApiKeydownHandler(t){if(/input|textarea/i.test(t.target.tagName)?t.key===Ke||t.key!==Ve&&(t.key!==Ye&&t.key!==Xe||t.target.closest(ei)):!Qe.test(t.key))return;const e=this.classList.contains(Je);if(!e&&t.key===Ve)return;if(t.preventDefault(),t.stopPropagation(),c(this))return;const i=this.matches(ti)?this:V.prev(this,ti)[0],n=hi.getOrCreateInstance(i);if(t.key!==Ve)return t.key===Xe||t.key===Ye?(e||n.show(),void n._selectMenuItem(t)):void(e&&t.key!==Ke||hi.clearMenus());n.hide()}}j.on(document,Ze,ti,hi.dataApiKeydownHandler),j.on(document,Ze,ei,hi.dataApiKeydownHandler),j.on(document,Ge,hi.clearMenus),j.on(document,"keyup.bs.dropdown.data-api",hi.clearMenus),j.on(document,Ge,ti,(function(t){t.preventDefault(),hi.getOrCreateInstance(this).toggle()})),g(hi);const di=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",ui=".sticky-top";class fi{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,"paddingRight",(e=>e+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t<e;t++)if(n[t].test(i))return!0;return!1};function Yi(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(let t=0,i=s.length;t<i;t++){const i=s[t],n=i.nodeName.toLowerCase();if(!Object.keys(e).includes(n)){i.remove();continue}const o=[].concat(...i.attributes),r=[].concat(e["*"]||[],e[n]||[]);o.forEach((t=>{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this.isWithContent()||!this._isEnabled)return;const t=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" ").forEach((t=>{if("click"===t)j.on(this._element,this.constructor.Event.CLICK,this._config.selector,(t=>this.toggle(t)));else if("manual"!==t){const e=t===hn?this.constructor.Event.MOUSEENTER:this.constructor.Event.FOCUSIN,i=t===hn?this.constructor.Event.MOUSELEAVE:this.constructor.Event.FOCUSOUT;j.on(this._element,e,this._config.selector,(t=>this._enter(t))),j.on(this._element,i,this._config.selector,(t=>this._leave(t)))}})),this._hideModalHandler=()=>{this._element&&this.hide()},j.on(this._element.closest(ln),cn,this._hideModalHandler),this._config.selector?this._config={...this._config,trigger:"manual",selector:""}:this._fixTitle()}_fixTitle(){const t=this._element.getAttribute("title"),e=typeof this._element.getAttribute("data-bs-original-title");(t||"string"!==e)&&(this._element.setAttribute("data-bs-original-title",t||""),!t||this._element.getAttribute("aria-label")||this._element.textContent||this._element.setAttribute("aria-label",t),this._element.setAttribute("title",""))}_enter(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusin"===t.type?dn:hn]=!0),e.getTipElement().classList.contains(sn)||e._hoverState===on?e._hoverState=on:(clearTimeout(e._timeout),e._hoverState=on,e._config.delay&&e._config.delay.show?e._timeout=setTimeout((()=>{e._hoverState===on&&e.show()}),e._config.delay.show):e.show())}_leave(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusout"===t.type?dn:hn]=e._element.contains(t.relatedTarget)),e._isWithActiveTrigger()||(clearTimeout(e._timeout),e._hoverState=rn,e._config.delay&&e._config.delay.hide?e._timeout=setTimeout((()=>{e._hoverState===rn&&e.hide()}),e._config.delay.hide):e.hide())}_isWithActiveTrigger(){for(const t in this._activeTrigger)if(this._activeTrigger[t])return!0;return!1}_getConfig(t){const e=U.getDataAttributes(this._element);return Object.keys(e).forEach((t=>{Gi.has(t)&&delete e[t]})),(t={...this.constructor.Default,...e,..."object"==typeof t&&t?t:{}}).container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),a(Qi,t,this.constructor.DefaultType),t.sanitize&&(t.template=Yi(t.template,t.allowList,t.sanitizeFn)),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t}_cleanTipClass(){const t=this.getTipElement(),e=new RegExp(`(^|\\s)${this._getBasicClassPrefix()}\\S+`,"g"),i=t.getAttribute("class").match(e);null!==i&&i.length>0&&i.map((t=>t.trim())).forEach((e=>t.classList.remove(e)))}_getBasicClassPrefix(){return"bs-tooltip"}_handlePopperPlacementChange(t){const{state:e}=t;e&&(this.tip=e.elements.popper,this._cleanTipClass(),this._addAttachmentClass(this._getAttachment(e.placement)))}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const fn={...un.Default,placement:"right",offset:[0,8],trigger:"click",content:"",template:'<div class="popover" role="tooltip"><div class="popover-arrow"></div><h3 class="popover-header"></h3><div 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i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt,Nt),this._element.style[e]="",N.trigger(this._element,St)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(N.trigger(this._element,Dt).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(Mt),this._element.classList.remove(Pt,Nt);for(const t of this._triggerArray){const e=z.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt),N.trigger(this._element,$t)}),this._element,!0)}_isShown(t=this._element){return 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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function mi(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?fi:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},fi,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof 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vi=Object.freeze(Object.defineProperty({__proto__:null,afterMain:ae,afterRead:se,afterWrite:he,applyStyles:_e,arrow:je,auto:Kt,basePlacements:Qt,beforeMain:oe,beforeRead:ie,beforeWrite:le,bottom:Rt,clippingParents:Ut,computeStyles:Be,createPopper:bi,createPopperBase:gi,createPopperLite:_i,detectOverflow:ii,end:Yt,eventListeners:Re,flip:si,hide:ai,left:Vt,main:re,modifierPhases:de,offset:li,placements:ee,popper:Jt,popperGenerator:mi,popperOffsets:ci,preventOverflow:hi,read:ne,reference:Zt,right:qt,start:Xt,top:zt,variationPlacements:te,viewport:Gt,write:ce},Symbol.toStringTag,{value:"Module"})),yi="dropdown",wi=".bs.dropdown",Ai=".data-api",Ei="ArrowUp",Ti="ArrowDown",Ci=`hide${wi}`,Oi=`hidden${wi}`,xi=`show${wi}`,ki=`shown${wi}`,Li=`click${wi}${Ai}`,Si=`keydown${wi}${Ai}`,Di=`keyup${wi}${Ai}`,$i="show",Ii='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Ni=`${Ii}.${$i}`,Pi=".dropdown-menu",Mi=p()?"top-end":"top-start",ji=p()?"top-start":"top-end",Fi=p()?"bottom-end":"bottom-start",Hi=p()?"bottom-start":"bottom-end",Wi=p()?"left-start":"right-start",Bi=p()?"right-start":"left-start",zi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class qi extends W{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=z.next(this._element,Pi)[0]||z.prev(this._element,Pi)[0]||z.findOne(Pi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return zi}static get DefaultType(){return Ri}static get NAME(){return yi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(l(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!N.trigger(this._element,xi,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add($i),this._element.classList.add($i),N.trigger(this._element,ki,t)}}hide(){if(l(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!N.trigger(this._element,Ci,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._popper&&this._popper.destroy(),this._menu.classList.remove($i),this._element.classList.remove($i),this._element.setAttribute("aria-expanded","false"),F.removeDataAttribute(this._menu,"popper"),N.trigger(this._element,Oi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${yi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===vi)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:o(this._config.reference)?t=r(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const e=this._getPopperConfig();this._popper=bi(t,this._menu,e)}_isShown(){return this._menu.classList.contains($i)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Wi;if(t.classList.contains("dropstart"))return Bi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ji:Mi:e?Hi:Fi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>a(t)));i.length&&b(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=qi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=z.find(Ni);for(const i of e){const e=qi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"<div></div>"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else 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t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'<div class="popover" role="tooltip"><div class="popover-arrow"></div><h3 class="popover-header"></h3><div class="popover-body"></div></div>',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(us);const fs=".bs.scrollspy",ps=`activate${fs}`,ms=`click${fs}`,gs=`load${fs}.data-api`,_s="active",bs="[href]",vs=".nav-link",ys=`${vs}, .nav-item > ${vs}, .list-group-item`,ws={offset:null,rootMargin:"0px 0px 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t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=z.find(bs,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=z.findOne(decodeURI(e.hash),this._element);a(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(_s),this._activateParents(t),N.trigger(this._element,ps,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))z.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(_s);else for(const e of z.parents(t,".nav, .list-group"))for(const t of z.prev(e,ys))t.classList.add(_s)}_clearActiveClass(t){t.classList.remove(_s);const e=z.find(`${bs}.${_s}`,t);for(const t of e)t.classList.remove(_s)}static jQueryInterface(t){return this.each((function(){const e=Es.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(window,gs,(()=>{for(const t of z.find('[data-bs-spy="scroll"]'))Es.getOrCreateInstance(t)})),m(Es);const Ts=".bs.tab",Cs=`hide${Ts}`,Os=`hidden${Ts}`,xs=`show${Ts}`,ks=`shown${Ts}`,Ls=`click${Ts}`,Ss=`keydown${Ts}`,Ds=`load${Ts}`,$s="ArrowLeft",Is="ArrowRight",Ns="ArrowUp",Ps="ArrowDown",Ms="Home",js="End",Fs="active",Hs="fade",Ws="show",Bs=":not(.dropdown-toggle)",zs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Rs=`.nav-link${Bs}, .list-group-item${Bs}, [role="tab"]${Bs}, ${zs}`,qs=`.${Fs}[data-bs-toggle="tab"], .${Fs}[data-bs-toggle="pill"], .${Fs}[data-bs-toggle="list"]`;class Vs extends W{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),N.on(this._element,Ss,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?N.trigger(e,Cs,{relatedTarget:t}):null;N.trigger(t,xs,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(Fs),this._activate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),N.trigger(t,ks,{relatedTarget:e})):t.classList.add(Ws)}),t,t.classList.contains(Hs)))}_deactivate(t,e){t&&(t.classList.remove(Fs),t.blur(),this._deactivate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),N.trigger(t,Os,{relatedTarget:e})):t.classList.remove(Ws)}),t,t.classList.contains(Hs)))}_keydown(t){if(![$s,Is,Ns,Ps,Ms,js].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=>!l(t)));let i;if([Ms,js].includes(t.key))i=e[t.key===Ms?0:e.length-1];else{const n=[Is,Ps].includes(t.key);i=b(e,t.target,n,!0)}i&&(i.focus({preventScroll:!0}),Vs.getOrCreateInstance(i).show())}_getChildren(){return z.find(Rs,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const 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"${t}"`);e[t]()}}))}}N.on(document,Ls,zs,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this)||Vs.getOrCreateInstance(this).show()})),N.on(window,Ds,(()=>{for(const t of z.find(qs))Vs.getOrCreateInstance(t)})),m(Vs);const Ks=".bs.toast",Qs=`mouseover${Ks}`,Xs=`mouseout${Ks}`,Ys=`focusin${Ks}`,Us=`focusout${Ks}`,Gs=`hide${Ks}`,Js=`hidden${Ks}`,Zs=`show${Ks}`,to=`shown${Ks}`,eo="hide",io="show",no="showing",so={animation:"boolean",autohide:"boolean",delay:"number"},oo={animation:!0,autohide:!0,delay:5e3};class ro extends W{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return oo}static get DefaultType(){return so}static get NAME(){return"toast"}show(){N.trigger(this._element,Zs).defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(eo),d(this._element),this._element.classList.add(io,no),this._queueCallback((()=>{this._element.classList.remove(no),N.trigger(this._element,to),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(N.trigger(this._element,Gs).defaultPrevented||(this._element.classList.add(no),this._queueCallback((()=>{this._element.classList.add(eo),this._element.classList.remove(no,io),N.trigger(this._element,Js)}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(io),super.dispose()}isShown(){return this._element.classList.contains(io)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){N.on(this._element,Qs,(t=>this._onInteraction(t,!0))),N.on(this._element,Xs,(t=>this._onInteraction(t,!1))),N.on(this._element,Ys,(t=>this._onInteraction(t,!0))),N.on(this._element,Us,(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=ro.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return R(ro),m(ro),{Alert:Q,Button:Y,Carousel:xt,Collapse:Bt,Dropdown:qi,Modal:On,Offcanvas:qn,Popover:us,ScrollSpy:Es,Tab:Vs,Toast:ro,Tooltip:cs}}));
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diff --git a/docs/site_libs/quarto-html/anchor.min.js b/docs/site_libs/quarto-html/anchor.min.js
index 1c2b86fa..5ac814d1 100644
--- a/docs/site_libs/quarto-html/anchor.min.js
+++ b/docs/site_libs/quarto-html/anchor.min.js
@@ -1,9 +1,9 @@
 // @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
 //
-// AnchorJS - v4.3.1 - 2021-04-17
+// AnchorJS - v5.0.0 - 2023-01-18
 // https://www.bryanbraun.com/anchorjs/
-// Copyright (c) 2021 Bryan Braun; Licensed MIT
+// Copyright (c) 2023 Bryan Braun; Licensed MIT
 //
 // @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
-!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(this,function(){"use strict";return function(A){function d(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function w(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new TypeError("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],d(this.options),this.isTouchDevice=function(){return Boolean("ontouchstart"in window||window.TouchEvent||window.DocumentTouch&&document instanceof DocumentTouch)},this.add=function(A){var e,t,o,i,n,s,a,c,r,l,h,u,p=[];if(d(this.options),"touch"===(l=this.options.visible)&&(l=this.isTouchDevice()?"always":"hover"),0===(e=w(A=A||"h2, h3, h4, h5, h6")).length)return this;for(null===document.head.querySelector("style.anchorjs")&&((u=document.createElement("style")).className="anchorjs",u.appendChild(document.createTextNode("")),void 0===(A=document.head.querySelector('[rel="stylesheet"],style'))?document.head.appendChild(u):document.head.insertBefore(u,A),u.sheet.insertRule(".anchorjs-link{opacity:0;text-decoration:none;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}",u.sheet.cssRules.length),u.sheet.insertRule(":hover>.anchorjs-link,.anchorjs-link:focus{opacity:1}",u.sheet.cssRules.length),u.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",u.sheet.cssRules.length),u.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',u.sheet.cssRules.length)),u=document.querySelectorAll("[id]"),t=[].map.call(u,function(A){return A.id}),i=0;i<e.length;i++)if(this.hasAnchorJSLink(e[i]))p.push(i);else{if(e[i].hasAttribute("id"))o=e[i].getAttribute("id");else if(e[i].hasAttribute("data-anchor-id"))o=e[i].getAttribute("data-anchor-id");else{for(c=a=this.urlify(e[i].textContent),s=0;n=t.indexOf(c=void 0!==n?a+"-"+s:c),s+=1,-1!==n;);n=void 0,t.push(c),e[i].setAttribute("id",c),o=c}(r=document.createElement("a")).className="anchorjs-link "+this.options.class,r.setAttribute("aria-label",this.options.ariaLabel),r.setAttribute("data-anchorjs-icon",this.options.icon),this.options.titleText&&(r.title=this.options.titleText),h=document.querySelector("base")?window.location.pathname+window.location.search:"",h=this.options.base||h,r.href=h+"#"+o,"always"===l&&(r.style.opacity="1"),""===this.options.icon&&(r.style.font="1em/1 anchorjs-icons","left"===this.options.placement&&(r.style.lineHeight="inherit")),"left"===this.options.placement?(r.style.position="absolute",r.style.marginLeft="-1em",r.style.paddingRight=".5em",e[i].insertBefore(r,e[i].firstChild)):(r.style.paddingLeft=".375em",e[i].appendChild(r))}for(i=0;i<p.length;i++)e.splice(p[i]-i,1);return this.elements=this.elements.concat(e),this},this.remove=function(A){for(var e,t,o=w(A),i=0;i<o.length;i++)(t=o[i].querySelector(".anchorjs-link"))&&(-1!==(e=this.elements.indexOf(o[i]))&&this.elements.splice(e,1),o[i].removeChild(t));return this},this.removeAll=function(){this.remove(this.elements)},this.urlify=function(A){var e=document.createElement("textarea");return e.innerHTML=A,A=e.value,this.options.truncate||d(this.options),A.trim().replace(/'/gi,"").replace(/[& +$,:;=?@"#{}|^~[`%!'<>\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
+!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(globalThis,function(){"use strict";return function(A){function u(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function d(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A 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format("truetype")}',A.sheet.cssRules.length)),h=document.querySelectorAll("[id]"),t=[].map.call(h,function(A){return A.id}),i=0;i<e.length;i++)if(this.hasAnchorJSLink(e[i]))p.push(i);else{if(e[i].hasAttribute("id"))o=e[i].getAttribute("id");else if(e[i].hasAttribute("data-anchor-id"))o=e[i].getAttribute("data-anchor-id");else{for(r=a=this.urlify(e[i].textContent),s=0;n=t.indexOf(r=void 0!==n?a+"-"+s:r),s+=1,-1!==n;);n=void 0,t.push(r),e[i].setAttribute("id",r),o=r}(l=document.createElement("a")).className="anchorjs-link "+this.options.class,l.setAttribute("aria-label",this.options.ariaLabel),l.setAttribute("data-anchorjs-icon",this.options.icon),this.options.titleText&&(l.title=this.options.titleText),c=document.querySelector("base")?window.location.pathname+window.location.search:"",c=this.options.base||c,l.href=c+"#"+o,"always"===this.options.visible&&(l.style.opacity="1"),""===this.options.icon&&(l.style.font="1em/1 anchorjs-icons","left"===this.options.placement)&&(l.style.lineHeight="inherit"),"left"===this.options.placement?(l.style.position="absolute",l.style.marginLeft="-1.25em",l.style.paddingRight=".25em",l.style.paddingLeft=".25em",e[i].insertBefore(l,e[i].firstChild)):(l.style.marginLeft=".1875em",l.style.paddingRight=".1875em",l.style.paddingLeft=".1875em",e[i].appendChild(l))}for(i=0;i<p.length;i++)e.splice(p[i]-i,1);this.elements=this.elements.concat(e)}return this},this.remove=function(A){for(var e,t,o=d(A),i=0;i<o.length;i++)(t=o[i].querySelector(".anchorjs-link"))&&(-1!==(e=this.elements.indexOf(o[i]))&&this.elements.splice(e,1),o[i].removeChild(t));return this},this.removeAll=function(){this.remove(this.elements)},this.urlify=function(A){var e=document.createElement("textarea");return e.innerHTML=A,A=e.value,this.options.truncate||u(this.options),A.trim().replace(/'/gi,"").replace(/[& +$,:;=?@"#{}|^~[`%!'<>\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
 // @license-end
\ No newline at end of file
diff --git a/docs/site_libs/quarto-html/popper.min.js b/docs/site_libs/quarto-html/popper.min.js
index 2269d669..e3726d72 100644
--- a/docs/site_libs/quarto-html/popper.min.js
+++ b/docs/site_libs/quarto-html/popper.min.js
@@ -1,6 +1,6 @@
 /**
- * @popperjs/core v2.11.4 - MIT License
+ * @popperjs/core v2.11.7 - MIT License
  */
 
-!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(e,t){void 0===t&&(t=!1);var n=e.getBoundingClientRect(),o=1,i=1;if(r(e)&&t){var a=e.offsetHeight,f=e.offsetWidth;f>0&&(o=s(n.width)/f||1),a>0&&(i=s(n.height)/a||1)}return{width:n.width/o,height:n.height/i,top:n.top/i,right:n.right/o,bottom:n.bottom/i,left:n.left/o,x:n.left/o,y:n.top/i}}function c(e){var 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t=-1!==navigator.userAgent.toLowerCase().indexOf("firefox");if(-1!==navigator.userAgent.indexOf("Trident")&&r(e)&&"fixed"===d(e).position)return null;var n=g(e);for(o(n)&&(n=n.host);r(n)&&["html","body"].indexOf(p(n))<0;){var i=d(n);if("none"!==i.transform||"none"!==i.perspective||"paint"===i.contain||-1!==["transform","perspective"].indexOf(i.willChange)||t&&"filter"===i.willChange||t&&i.filter&&"none"!==i.filter)return n;n=n.parentNode}return null}(e)||n}var j="top",E="bottom",D="right",A="left",L="auto",P=[j,E,D,A],M="start",k="end",W="viewport",B="popper",H=P.reduce((function(e,t){return e.concat([t+"-"+M,t+"-"+k])}),[]),T=[].concat(P,[L]).reduce((function(e,t){return e.concat([t,t+"-"+M,t+"-"+k])}),[]),R=["beforeRead","read","afterRead","beforeMain","main","afterMain","beforeWrite","write","afterWrite"];function S(e){var t=new Map,n=new Set,r=[];function o(e){n.add(e.name),[].concat(e.requires||[],e.requiresIfExists||[]).forEach((function(e){if(!n.has(e)){var 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n,r=e.popper,o=e.popperRect,i=e.placement,a=e.variation,f=e.offsets,c=e.position,p=e.gpuAcceleration,u=e.adaptive,l=e.roundOffsets,h=e.isFixed,v=f.x,y=void 0===v?0:v,g=f.y,b=void 0===g?0:g,x="function"==typeof l?l({x:y,y:b}):{x:y,y:b};y=x.x,b=x.y;var w=f.hasOwnProperty("x"),O=f.hasOwnProperty("y"),j=P,M=D,k=window;if(u){var W=E(r),H="clientHeight",T="clientWidth";if(W===t(r)&&"static"!==m(W=d(r)).position&&"absolute"===c&&(H="scrollHeight",T="scrollWidth"),W=W,i===D||(i===P||i===L)&&a===B)M=A,b-=(h&&W===k&&k.visualViewport?k.visualViewport.height:W[H])-o.height,b*=p?1:-1;if(i===P||(i===D||i===A)&&a===B)j=L,y-=(h&&W===k&&k.visualViewport?k.visualViewport.width:W[T])-o.width,y*=p?1:-1}var R,S=Object.assign({position:c},u&&ne),V=!0===l?function(e,t){var n=e.x,r=e.y,o=t.devicePixelRatio||1;return{x:s(n*o)/o||0,y:s(r*o)/o||0}}({x:y,y:b},t(r)):{x:y,y:b};return y=V.x,b=V.y,p?Object.assign({},S,((R={})[M]=O?"0":"",R[j]=w?"0":"",R.transform=(k.devicePixelRatio||1)<=1?"translate("+y+"px, 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ie={name:"applyStyles",enabled:!0,phase:"write",fn:function(e){var t=e.state;Object.keys(t.elements).forEach((function(e){var n=t.styles[e]||{},o=t.attributes[e]||{},i=t.elements[e];r(i)&&l(i)&&(Object.assign(i.style,n),Object.keys(o).forEach((function(e){var t=o[e];!1===t?i.removeAttribute(e):i.setAttribute(e,!0===t?"":t)})))}))},effect:function(e){var t=e.state,n={popper:{position:t.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};return Object.assign(t.elements.popper.style,n.popper),t.styles=n,t.elements.arrow&&Object.assign(t.elements.arrow.style,n.arrow),function(){Object.keys(t.elements).forEach((function(e){var o=t.elements[e],i=t.attributes[e]||{},a=Object.keys(t.styles.hasOwnProperty(e)?t.styles[e]:n[e]).reduce((function(e,t){return e[t]="",e}),{});r(o)&&l(o)&&(Object.assign(o.style,a),Object.keys(i).forEach((function(e){o.removeAttribute(e)})))}))}},requires:["computeStyles"]};var ae={name:"offset",enabled:!0,phase:"main",requires:["popperOffsets"],fn:function(e){var t=e.state,n=e.options,r=e.name,o=n.offset,i=void 0===o?[0,0]:o,a=S.reduce((function(e,n){return e[n]=function(e,t,n){var r=C(e),o=[P,D].indexOf(r)>=0?-1:1,i="function"==typeof n?n(Object.assign({},t,{placement:e})):n,a=i[0],s=i[1];return a=a||0,s=(s||0)*o,[P,L].indexOf(r)>=0?{x:s,y:a}:{x:a,y:s}}(n,t.rects,i),e}),{}),s=a[t.placement],f=s.x,c=s.y;null!=t.modifiersData.popperOffsets&&(t.modifiersData.popperOffsets.x+=f,t.modifiersData.popperOffsets.y+=c),t.modifiersData[r]=a}},se={left:"right",right:"left",bottom:"top",top:"bottom"};function fe(e){return e.replace(/left|right|bottom|top/g,(function(e){return se[e]}))}var ce={start:"end",end:"start"};function pe(e){return e.replace(/start|end/g,(function(e){return ce[e]}))}function ue(e,t){void 0===t&&(t={});var n=t,r=n.placement,o=n.boundary,i=n.rootBoundary,a=n.padding,s=n.flipVariations,f=n.allowedAutoPlacements,c=void 0===f?S:f,p=U(r),u=p?s?R:R.filter((function(e){return U(e)===p})):k,l=u.filter((function(e){return c.indexOf(e)>=0}));0===l.length&&(l=u);var d=l.reduce((function(t,n){return t[n]=J(e,{placement:n,boundary:o,rootBoundary:i,padding:a})[C(n)],t}),{});return Object.keys(d).sort((function(e,t){return d[e]-d[t]}))}var le={name:"flip",enabled:!0,phase:"main",fn:function(e){var t=e.state,n=e.options,r=e.name;if(!t.modifiersData[r]._skip){for(var o=n.mainAxis,i=void 0===o||o,a=n.altAxis,s=void 0===a||a,f=n.fallbackPlacements,c=n.padding,p=n.boundary,u=n.rootBoundary,l=n.altBoundary,d=n.flipVariations,h=void 0===d||d,m=n.allowedAutoPlacements,v=t.options.placement,y=C(v),g=f||(y===v||!h?[fe(v)]:function(e){if(C(e)===M)return[];var t=fe(e);return[pe(e),t,pe(t)]}(v)),b=[v].concat(g).reduce((function(e,n){return e.concat(C(n)===M?ue(t,{placement:n,boundary:p,rootBoundary:u,padding:c,flipVariations:h,allowedAutoPlacements:m}):n)}),[]),x=t.rects.reference,w=t.rects.popper,O=new 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0===v?0:v,b=J(t,{boundary:p,rootBoundary:u,padding:d,altBoundary:l}),x=C(t.placement),w=U(t.placement),O=!w,j=z(x),M="x"===j?"y":"x",k=t.modifiersData.popperOffsets,B=t.rects.reference,H=t.rects.popper,T="function"==typeof y?y(Object.assign({},t.rects,{placement:t.placement})):y,R="number"==typeof T?{mainAxis:T,altAxis:T}:Object.assign({mainAxis:0,altAxis:0},T),S=t.modifiersData.offset?t.modifiersData.offset[t.placement]:null,V={x:0,y:0};if(k){if(s){var 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r>n?n:r}(we,me,Oe):de(m?we:ye,me,m?Oe:ge);k[M]=je,V[M]=je-me}t.modifiersData[r]=V}},requiresIfExists:["offset"]};var me={name:"arrow",enabled:!0,phase:"main",fn:function(e){var t,n=e.state,r=e.name,o=e.options,i=n.elements.arrow,a=n.modifiersData.popperOffsets,s=C(n.placement),f=z(s),c=[P,L].indexOf(s)>=0?"height":"width";if(i&&a){var p=function(e,t){return Y("number"!=typeof(e="function"==typeof e?e(Object.assign({},t.rects,{placement:t.placement})):e)?e:G(e,k))}(o.padding,n),u=g(i),l="y"===f?D:P,d="y"===f?A:L,h=n.rects.reference[c]+n.rects.reference[f]-a[f]-n.rects.popper[c],m=a[f]-n.rects.reference[f],v=E(i),y=v?"y"===f?v.clientHeight||0:v.clientWidth||0:0,b=h/2-m/2,x=p[l],w=y-u[c]-p[d],O=y/2-u[c]/2+b,j=de(x,O,w),M=f;n.modifiersData[r]=((t={})[M]=j,t.centerOffset=j-O,t)}},effect:function(e){var t=e.state,n=e.options.element,r=void 0===n?"[data-popper-arrow]":n;null!=r&&("string"!=typeof 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t=e.state,n=e.name,r=t.rects.reference,o=t.rects.popper,i=t.modifiersData.preventOverflow,a=J(t,{elementContext:"reference"}),s=J(t,{altBoundary:!0}),f=ve(a,r),c=ve(s,o,i),p=ye(f),u=ye(c);t.modifiersData[n]={referenceClippingOffsets:f,popperEscapeOffsets:c,isReferenceHidden:p,hasPopperEscaped:u},t.attributes.popper=Object.assign({},t.attributes.popper,{"data-popper-reference-hidden":p,"data-popper-escaped":u})}},be=Z({defaultModifiers:[ee,te,oe,ie]}),xe=[ee,te,oe,ie,ae,le,he,me,ge],we=Z({defaultModifiers:xe});e.applyStyles=ie,e.arrow=me,e.computeStyles=oe,e.createPopper=we,e.createPopperLite=be,e.defaultModifiers=xe,e.detectOverflow=J,e.eventListeners=ee,e.flip=le,e.hide=ge,e.offset=ae,e.popperGenerator=Z,e.popperOffsets=te,e.preventOverflow=he,Object.defineProperty(e,"__esModule",{value:!0})}));
 
diff --git a/docs/site_libs/quarto-html/quarto.js b/docs/site_libs/quarto-html/quarto.js
index c3935c7e..3ebd49cb 100644
--- a/docs/site_libs/quarto-html/quarto.js
+++ b/docs/site_libs/quarto-html/quarto.js
@@ -9,7 +9,7 @@ const layoutMarginEls = () => {
   // Find any conflicting margin elements and add margins to the
   // top to prevent overlap
   const marginChildren = window.document.querySelectorAll(
-    ".column-margin.column-container > * "
+    ".column-margin.column-container > *, .margin-caption, .aside"
   );
 
   let lastBottom = 0;
@@ -18,25 +18,14 @@ const layoutMarginEls = () => {
       // clear the top margin so we recompute it
       marginChild.style.marginTop = null;
       const top = marginChild.getBoundingClientRect().top + window.scrollY;
-      console.log({
-        childtop: marginChild.getBoundingClientRect().top,
-        scroll: window.scrollY,
-        top,
-        lastBottom,
-      });
       if (top < lastBottom) {
-        const margin = lastBottom - top;
+        const marginChildStyle = window.getComputedStyle(marginChild);
+        const marginBottom = parseFloat(marginChildStyle["marginBottom"]);
+        const margin = lastBottom - top + marginBottom;
         marginChild.style.marginTop = `${margin}px`;
       }
       const styles = window.getComputedStyle(marginChild);
       const marginTop = parseFloat(styles["marginTop"]);
-
-      console.log({
-        top,
-        height: marginChild.getBoundingClientRect().height,
-        marginTop,
-        total: top + marginChild.getBoundingClientRect().height + marginTop,
-      });
       lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
     }
   }
@@ -46,7 +35,15 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
   // Recompute the position of margin elements anytime the body size changes
   if (window.ResizeObserver) {
     const resizeObserver = new window.ResizeObserver(
-      throttle(layoutMarginEls, 50)
+      throttle(() => {
+        layoutMarginEls();
+        if (
+          window.document.body.getBoundingClientRect().width < 990 &&
+          isReaderMode()
+        ) {
+          quartoToggleReader();
+        }
+      }, 50)
     );
     resizeObserver.observe(window.document.body);
   }
diff --git a/docs/site_libs/quarto-nav/quarto-nav.js b/docs/site_libs/quarto-nav/quarto-nav.js
index 3b21201f..ebfc262e 100644
--- a/docs/site_libs/quarto-nav/quarto-nav.js
+++ b/docs/site_libs/quarto-nav/quarto-nav.js
@@ -85,6 +85,17 @@ window.document.addEventListener("DOMContentLoaded", function () {
     }
   }
 
+  function dashboardOffset() {
+    const dashboardNavEl = window.document.getElementById(
+      "quarto-dashboard-header"
+    );
+    if (dashboardNavEl !== null) {
+      return dashboardNavEl.clientHeight;
+    } else {
+      return 0;
+    }
+  }
+
   function updateDocumentOffsetWithoutAnimation() {
     updateDocumentOffset(false);
   }
@@ -92,7 +103,7 @@ window.document.addEventListener("DOMContentLoaded", function () {
   function updateDocumentOffset(animated) {
     // set body offset
     const topOffset = headerOffset();
-    const bodyOffset = topOffset + footerOffset();
+    const bodyOffset = topOffset + footerOffset() + dashboardOffset();
     const bodyEl = window.document.body;
     bodyEl.setAttribute("data-bs-offset", topOffset);
     bodyEl.style.paddingTop = topOffset + "px";
@@ -205,9 +216,9 @@ window.document.addEventListener("DOMContentLoaded", function () {
   // Observe size changed for the header
   const headerEl = window.document.querySelector("header.fixed-top");
   if (headerEl && window.ResizeObserver) {
-    const observer = new window.ResizeObserver(
-      updateDocumentOffsetWithoutAnimation
-    );
+    const observer = new window.ResizeObserver(() => {
+      setTimeout(updateDocumentOffsetWithoutAnimation, 0);
+    });
     observer.observe(headerEl, {
       attributes: true,
       childList: true,
@@ -233,7 +244,7 @@ window.document.addEventListener("DOMContentLoaded", function () {
     // Fixup any sharing links that require urls
     // Append url to any sharing urls
     const sharingLinks = window.document.querySelectorAll(
-      "a.sidebar-tools-main-item"
+      "a.sidebar-tools-main-item, a.quarto-navigation-tool, a.quarto-navbar-tools, a.quarto-navbar-tools-item"
     );
     for (let i = 0; i < sharingLinks.length; i++) {
       const sharingLink = sharingLinks[i];
diff --git a/docs/site_libs/quarto-search/autocomplete.umd.js b/docs/site_libs/quarto-search/autocomplete.umd.js
index 619c57cc..ae0063aa 100644
--- a/docs/site_libs/quarto-search/autocomplete.umd.js
+++ b/docs/site_libs/quarto-search/autocomplete.umd.js
@@ -1,3 +1,3 @@
-/*! @algolia/autocomplete-js 1.7.3 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */
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diff --git a/docs/site_libs/quarto-search/quarto-search.js b/docs/site_libs/quarto-search/quarto-search.js
index f5d852d1..aefb6a58 100644
--- a/docs/site_libs/quarto-search/quarto-search.js
+++ b/docs/site_libs/quarto-search/quarto-search.js
@@ -43,7 +43,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
   const mainEl = window.document.querySelector("main");
 
   // highlight matches on the page
-  if (query !== null && mainEl) {
+  if (query && mainEl) {
     // perform any highlighting
     highlight(escapeRegExp(query), mainEl);
 
@@ -57,7 +57,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
   // (e.g. if the user edits the query or clears it)
   let highlighting = true;
   const resetHighlighting = (searchTerm) => {
-    if (mainEl && highlighting && query !== null && searchTerm !== query) {
+    if (mainEl && highlighting && query && searchTerm !== query) {
       clearHighlight(query, mainEl);
       highlighting = false;
     }
@@ -98,6 +98,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
     classNames: {
       form: "d-flex",
     },
+    placeholder: language["search-text-placeholder"],
     translations: {
       clearButtonTitle: language["search-clear-button-title"],
       detachedCancelButtonText: language["search-detached-cancel-button-title"],
@@ -110,6 +111,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
       return item.href;
     },
     onStateChange({ state }) {
+      // If this is a file URL, note that
+
       // Perhaps reset highlighting
       resetHighlighting(state.query);
 
@@ -359,7 +362,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
                 state,
                 setActiveItemId,
                 setContext,
-                refresh
+                refresh,
+                quartoSearchOptions
               );
             },
           },
@@ -374,6 +378,32 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
     focusSearchInput();
   };
 
+  document.addEventListener("keyup", (event) => {
+    const { key } = event;
+    const kbds = quartoSearchOptions["keyboard-shortcut"];
+    const focusedEl = document.activeElement;
+
+    const isFormElFocused = [
+      "input",
+      "select",
+      "textarea",
+      "button",
+      "option",
+    ].find((tag) => {
+      return focusedEl.tagName.toLowerCase() === tag;
+    });
+
+    if (
+      kbds &&
+      kbds.includes(key) &&
+      !isFormElFocused &&
+      !document.activeElement.isContentEditable
+    ) {
+      event.preventDefault();
+      window.quartoOpenSearch();
+    }
+  });
+
   // Remove the labeleledby attribute since it is pointing
   // to a non-existent label
   if (quartoSearchOptions.type === "overlay") {
@@ -385,11 +415,30 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
     }
   }
 
+  function throttle(func, wait) {
+    let waiting = false;
+    return function () {
+      if (!waiting) {
+        func.apply(this, arguments);
+        waiting = true;
+        setTimeout(function () {
+          waiting = false;
+        }, wait);
+      }
+    };
+  }
+
   // If the main document scrolls dismiss the search results
   // (otherwise, since they're floating in the document they can scroll with the document)
-  window.document.body.onscroll = () => {
-    setIsOpen(false);
-  };
+  window.document.body.onscroll = throttle(() => {
+    // Only do this if we're not detached
+    // Bug #7117
+    // This will happen when the keyboard is shown on ios (resulting in a scroll)
+    // which then closed the search UI
+    if (!window.matchMedia(detachedMediaQuery).matches) {
+      setIsOpen(false);
+    }
+  }, 50);
 
   if (showSearchResults) {
     setIsOpen(true);
@@ -429,15 +478,27 @@ function configurePlugins(quartoSearchOptions) {
         const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({
           insightsClient: window.aa,
           onItemsChange({ insights, insightsEvents }) {
-            const events = insightsEvents.map((event) => {
-              const maxEvents = event.objectIDs.slice(0, 20);
-              return {
-                ...event,
-                objectIDs: maxEvents,
-              };
+            const events = insightsEvents.flatMap((event) => {
+              // This API limits the number of items per event to 20
+              const chunkSize = 20;
+              const itemChunks = [];
+              const eventItems = event.items;
+              for (let i = 0; i < eventItems.length; i += chunkSize) {
+                itemChunks.push(eventItems.slice(i, i + chunkSize));
+              }
+              // Split the items into multiple events that can be sent
+              const events = itemChunks.map((items) => {
+                return {
+                  ...event,
+                  items,
+                };
+              });
+              return events;
             });
 
-            insights.viewedObjectIDs(...events);
+            for (const event of events) {
+              insights.viewedObjectIDs(event);
+            }
           },
         });
         return algoliaInsightsPlugin;
@@ -613,9 +674,17 @@ function showCopyLink(query, options) {
 /* Search Index Handling */
 // create the index
 var fuseIndex = undefined;
+var shownWarning = false;
 async function readSearchData() {
   // Initialize the search index on demand
   if (fuseIndex === undefined) {
+    if (window.location.protocol === "file:" && !shownWarning) {
+      window.alert(
+        "Search requires JavaScript features disabled when running in file://... URLs. In order to use search, please run this document in a web server."
+      );
+      shownWarning = true;
+      return;
+    }
     // create fuse index
     const options = {
       keys: [
@@ -646,6 +715,7 @@ async function readSearchData() {
       );
     }
   }
+
   return fuseIndex;
 }
 
@@ -674,7 +744,8 @@ function renderItem(
   state,
   setActiveItemId,
   setContext,
-  refresh
+  refresh,
+  quartoSearchOptions
 ) {
   switch (item.type) {
     case kItemTypeDoc:
@@ -684,7 +755,9 @@ function renderItem(
         item.title,
         item.section,
         item.text,
-        item.href
+        item.href,
+        item.crumbs,
+        quartoSearchOptions
       );
     case kItemTypeMore:
       return createMoreCard(
@@ -709,15 +782,46 @@ function renderItem(
   }
 }
 
-function createDocumentCard(createElement, icon, title, section, text, href) {
+function createDocumentCard(
+  createElement,
+  icon,
+  title,
+  section,
+  text,
+  href,
+  crumbs,
+  quartoSearchOptions
+) {
   const iconEl = createElement("i", {
     class: `bi bi-${icon} search-result-icon`,
   });
   const titleEl = createElement("p", { class: "search-result-title" }, title);
+  const titleContents = [iconEl, titleEl];
+  const showParent = quartoSearchOptions["show-item-context"];
+  if (crumbs && showParent) {
+    let crumbsOut = undefined;
+    const crumbClz = ["search-result-crumbs"];
+    if (showParent === "root") {
+      crumbsOut = crumbs.length > 1 ? crumbs[0] : undefined;
+    } else if (showParent === "parent") {
+      crumbsOut = crumbs.length > 1 ? crumbs[crumbs.length - 2] : undefined;
+    } else {
+      crumbsOut = crumbs.length > 1 ? crumbs.join(" > ") : undefined;
+      crumbClz.push("search-result-crumbs-wrap");
+    }
+
+    const crumbEl = createElement(
+      "p",
+      { class: crumbClz.join(" ") },
+      crumbsOut
+    );
+    titleContents.push(crumbEl);
+  }
+
   const titleContainerEl = createElement(
     "div",
     { class: "search-result-title-container" },
-    [iconEl, titleEl]
+    titleContents
   );
 
   const textEls = [];
@@ -1099,17 +1203,19 @@ function algoliaSearch(query, limit, algoliaOptions) {
         const remappedHits = response.hits.map((hit) => {
           return hit.map((item) => {
             const newItem = { ...item };
-            ["href", "section", "title", "text"].forEach((keyName) => {
-              const mappedName = indexFields[keyName];
-              if (
-                mappedName &&
-                item[mappedName] !== undefined &&
-                mappedName !== keyName
-              ) {
-                newItem[keyName] = item[mappedName];
-                delete newItem[mappedName];
+            ["href", "section", "title", "text", "crumbs"].forEach(
+              (keyName) => {
+                const mappedName = indexFields[keyName];
+                if (
+                  mappedName &&
+                  item[mappedName] !== undefined &&
+                  mappedName !== keyName
+                ) {
+                  newItem[keyName] = item[mappedName];
+                  delete newItem[mappedName];
+                }
               }
-            });
+            );
             newItem.text = highlightMatch(query, newItem.text);
             return newItem;
           });
@@ -1135,6 +1241,7 @@ function fuseSearch(query, fuse, fuseOptions) {
       section: result.item.section,
       href: addParam(result.item.href, kQueryArg, query),
       text: highlightMatch(query, result.item.text),
+      crumbs: result.item.crumbs,
     };
   });
 }
diff --git a/site/_freeze/index/execute-results/html.json b/site/_freeze/index/execute-results/html.json
index 11006d9c..cef277ee 100644
--- a/site/_freeze/index/execute-results/html.json
+++ b/site/_freeze/index/execute-results/html.json
@@ -1,7 +1,8 @@
 {
-  "hash": "4822a4e0b5bce8c20aa6d3bf2cc66621",
+  "hash": "791429dde30447654b1b042492b6e44b",
   "result": {
-    "markdown": "---\n#title: \"mrrobust\"\n---\n\n\n# mrrobust: Stata package for two-sample Mendelian randomization analyses\n\n* [Latest updates](#latest-updates)\n* [Short video introduction](#short-video-introduction)\n* [Helpfile examples](#helpfile-examples)\n* [Overview](#overview)\n* [Installing and updating mrrobust](#installing-and-updating-mrrobust)\n* [Unit tests](#unit-tests)\n* [Authors](#authors)\n* [How to cite the mrrobust package](#how-to-cite-the-mrrobust-package)\n* [References](#references)\n* [Collaboration](#collaboration)\n* [Acknowledgements](#acknowledgements)\n\n## Latest updates\n\nTo obtain the latest update please see the instructions [below](#installing-and-updating-mrrobust).\n\n* August 2023:\n  - Added a record of the Stata version in the certification scripts\n* April 2023:\n  - Improved the alt text descriptions for the images in the *README* and package website, and also centred the images\n  - Remade the **mrrobust** website using [**Quarto**](https://quarto.org/)\n  - Updated the Sanderson et al., bioRxiv, 2020, [doi](https://doi.org/10.1101/2020.04.02.021980) reference to its published version Sanderson et al., Statistics in Medicine, 2021, [doi](https://doi.org/10.1002/sim.9133)\n  - Reran certification scripts under latest Stata 17.0\n* February 2023:\n  - Updated R Markdown example to use the CRAN version of the [**Statamarkdown**](https://cran.r-project.org/package=Statamarkdown) package\n* September 2022:\n  - Updated manual installation instructions\n* February 2022:\n  - Ran cscripts under Stata 17.0\n  - Updated website examples to run under Stata 17.0\n* September 2021:\n  - Changed relevant `http:` URLs to `https:`\n  - Minor edits to the helpfiles\n* June 2021:\n  - Published an interactive Code Ocean capsule demonstrating the use of the **mrrobust** package \n  [here](https://doi.org/10.24433/CO.0587524.v1)\n  - By default `mrforest` now specifies a fixed effect standard error for its IVW estimate \n* April 2021:\n  - Added the I-squared statistic and its 95% CI to the `mregger ..., heterogi` output\n* February 2021:\n  - Fixes to `mrforest` and `mrleaveoneout` related to the recent update to `metan`. \n  `mrforest` and `mrleaveoneout` now use `metan9` instead of `metan` because of the changes to \n  `metan` syntax. No change was necessary in the dependency scripts because `metan9` is also \n  installed with `ssc install metan`\n  - Checked cscripts pass\n  - Checked examples on website run. And changed the 2 examples which use the **TwoSampleMR** R\n  package to use the new ID code for the exposure data\n  - Updated `dependency.do` to make it more robust to the more frequent updates to `metan`\n  - Updated `mrdeps` to make it more robust to the more frequent updates to `metan`\n* October 2020:\n  - `dependency.do` and `mrdeps` now install the updated version of the `moremata` package\n  - Checked the cscripts run under Stata 16.1\n  - Added description of Q-statistic as Cochran's and Ruecker's for the IVW and MR-Egger models \n  respectively\n  - In various helpfiles added clarification that genotype-disease stands for SNP-outcome \n  (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed \n  instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV \n  Wald ratio estimate\n* August 2020:\n  - Added html versions of the helpfiles to the website. These are available from the *Helpfiles* website \n  menu bar item\n  - Added extra decimal places examples to helpfiles of `mrforest` and `mrleaveoneout`\n  - `mrfunnel` now includes a legend on its plot\n* July 2020:\n  - Added `gxse()` option to `mrmvivw` to return instrument strength Q<sub>A</sub> statistic for \n  instrument validity in `e(Qa)` ([Sanderson et al. 2019](#references))\n  - The `gxse()` option additionally returns the Q<sub>x</sub> and conditional F-statistics for \n  each phenotype for instrument strength in `e(Qx)` and `e(Fx)` \n  ([Sanderson et al. 2020](#references))\n  - Added `tdist` option to `mrmvivw` and `mrmvegger`\n  - `mrmvivw` and `mrmvegger` now ereturn the RMSE in `e(phi)`\n  - `mregger, ivw` now displays the square root of the residual variance (residual standard error) \n  and ereturns this is `e(phi)`\n  - Checked that examples on website still run\n  - Added `mrleaveoneout` command to perform leave one out analysis\n* June 2020:\n  - Simplified the outcome variable name in `mregger` `b` and `V` e-returned matrices. Turn this off \n  with new `oldnames` option\n  - Added basic multivariable MR-Egger command, `mrmvegger`\n  - Added basic multivariable IVW command, `mrmvivw` (currently command names `mvmr` and `mvivw` \n  also work)\n* February 2020:\n  - Updated contact details\n  - Minor edits to helpfiles, to show examples setting `seed()` option where helpful\n  - Fixed `mregger` bug where `r(table)` was not returned with the `gxse` or `heterogi` options. \n  The output for these options now appears before the coefficient table.\n  - Minor amendments to formatting of `mregger` `gxse` output\n  - `mregger` now ereturns `e(phi)`, the scale parameter, in some cases\n* January 2020:\n  - `mregger` now additionally returns `r(table)`\n  - Certification scripts: added `master.do` and renamed and edited a few scripts\n  - Added `mr` command. Commands may now be run as either `mr egger ...` or as previously \n  `mregger ...`.\n  - [*Best of IJE 2019*!](https://academic.oup.com/ije/pages/the_best_of_ije)\n  - `mrmedian`, `mrmedianobs`, `mreggersimex`, `mrmodal`, and `mrratio` now additionally return \n  the `r(table)` matrix (the information from the coefficient table)\n  - Added an example showing how you can save and export your estimates using `r(table)`, see \n  [here](https://remlapmot.github.io/mrrobust/examples/save-estimates/index.html)\n* December 2019:\n  - Added `Q_GX` to ereturn and display output when `gxse()` option specified to `mregger`\n  - Changed `Q_GX` and `I^2_GX` output to use first order weights in `mregger` output. This matches \n  the output from the `mr_egger()` function in the **MendelianRandomization** R package. Use the \n  `unwi2gx` option to report the unweighted statistics.\n* July 2019:\n  - Checked that examples on website still run\n* December 2018: \n  - Improved compatibility with the [**github**](https://haghish.github.io/github/) Stata package,\n  i.e., **mrrobust** and its dependencies can be installed simply by issuing: `gitget mrrobust`,\n  if you have the **github** package installed. \n  [See below for instructions](#2-use-the-github-package).\n  - `mrdeps` command added for conveniently installing dependencies\n* November 2018:\n  - Example showing the use of the **TwoSampleMR** R package and **mrrobust** in the same \n  [R Markdown script](https://rmarkdown.rstudio.com/) (`.Rmd` file) is \n  [here](https://remlapmot.github.io/mrrobust/examples/rmarkdown-call-stata-example/index.html)\n  - Example showing the use of the **TwoSampleMR** R package and **mrrobust** in the same \n  [Stata Markdown](https://data.princeton.edu/stata/markdown) script (`.stmd` file) is \n  [here](https://remlapmot.github.io/mrrobust/examples/markstat-call-R-example/index.html)\n* September 2018: \n  - IJE paper published online [here](https://doi.org/10.1093/ije/dyy195)\n* August 2018:\n  - Click [here](https://remlapmot.github.io/mrrobust/examples/spiller-ije-2018-examples/index.html) for the \n  example code and output from our IJE article\n* May 2018: \n  - Click [here](https://remlapmot.github.io/mrrobust/examples/mrrobust-examples/index.html) for code and output \n  from the examples in the helpfiles\n  - This page is now rendered on GitHub Pages [here](https://remlapmot.github.io/mrrobust/)\n* April 2018: \n  - `mregger` now has option `radial` which implements the radial formulation of the MR-Egger \n  model, and of the IVW model when used with option `ivw`\n\n## Short video introduction\nClick [here](https://drive.google.com/open?id=0B1owQlNgzNcPY0lMSGk0SnFfQWs) for a short video \ndemonstrating the use of the package.\n\n<p align=\"center\"><a href=\"https://drive.google.com/open?id=0B1owQlNgzNcPY0lMSGk0SnFfQWs\"><img src=\"./img/mrconf2017_video_mrforest_screenshot.png\" width=\"528\" height=\"300\" alt=\"A screenshot of a video demonstrating the use of the mrrobust package.\"></a></p>\n\n## Helpfile examples\nClick [here](https://remlapmot.github.io/mrrobust/examples/mrrobust-examples/index.html) for some of the code and \noutput from the examples in the helpfiles.\n\nOnce the package is installed, there is a summary helpfile which can be viewed in Stata with:\n```stata\nhelp mrrobust\n```\nThis has links to the helpfile for each command, which has an example near the bottom. In these \nexamples you can click on the code to run it.\n\n## Overview\nThe **mrrobust** package is a collection of commands for performing two-sample Mendelian randomization \nanalyses using summary data of genotype-phenotype and genotype-outcome associations. \n\nSuch data can be obtained from repositories such as MR-Base <https://www.mrbase.org> \n([Hemani et al. 2016](#references)).\n\nThe package contains the following commands:\n\n - `mrdeps` installs dependencies for the package\n - `mrratio` implements the standard instrumental variable ratio (Wald) estimate with a choice of \n standard errors/confidence intervals\n - `mrivests` automates calling `mrratio` on all the selected genotypes in your dataset\n - `mregger` implements the IVW and MR-Egger regression approaches introduced in \n [Bowden et al. (2015)](#references)\n - `mreggersimex` implements the simulation extrapolation algorithm for the MR-Egger model\n - `mreggerplot` implements a scatter plot with fitted line (either from IVW, MR-Egger, or weighted \n median estimators) and confidence interval\n - `mrmedian` and `mrmedianobs` implement the unweighted, weighted, and penalized weighted median \n IV estimators robust to 50% invalid instruments in [Bowden et al. (2016)](#references)\n - `mrmodal` implements the zero modal estimator of [Hartwig et al. (2017)](#references)\n - `mrmodalplot` plot of density used in modal estimator\n - `mrforest` implements a forest plot of genotype specific IV estimates and estimates from models \n (e.g. IVW and MR-Egger)\n - `mrfunnel` funnel plot of genotype specific IV estimates\n - `mr` acts as a primary command, e.g. so the other commands can be run as `mr egger ...` as well \n as `mregger ...`\n - `mrmvivw` (`mvmr`, `mvivw`) implements the multivariable IVW model\n - `mrmvegger` implements the multivariable MR-Egger model\n - `mrleaveoneout` implements leave one (genotype) out analysis\n\n## Installing and updating mrrobust\nTo install **mrrobust** in Stata versions 13 and later you have two choices.\n\n### 1. Use `net install`\n\n``` stata\nnet install mrrobust, from(\"https://raw.github.com/remlapmot/mrrobust/master/\") replace\nmrdeps\n```\nIn this code `mrdeps` installs the dependencies. These are `addplot`, `kdens`, and `moremata` \npackages (all by Ben Jann), the `heterogi` command (Orsini et al.), the `metan` command (Harris et \nal.), and the `grc1leg` command (Wiggins).\n\nIf you have previously installed the package and the `net install` command above fails with an error\nmessage that there are two copies of the package installed simply run `adoupdate`.\n\nTo check if there is an update available to any of your user-written Stata packages run `adoupdate`.\nTo update **mrrobust** run:\n``` stata\nadoupdate mrrobust, update\n```\n\nTo uninstall **mrrobust**, issue in Stata:\n``` stata\nado uninstall mrrobust\n```\nIf this fails with an error message mentioning that you have *\"multiple citations/instances of the \npackage installed\"* simply issue `adoupdate mrrobust`. This should leave you with the most recent \nversion of the package you previously installed. You can then run `ado uninstall mrrobust`.\n\n### 2. Use the `github` package\n\n``` stata\nnet install github, from(\"https://haghish.github.io/github/\")\ngitget mrrobust\n```\nThis automatically installs the dependencies.\n\nTo update the package issue:\n``` stata\ngithub update mrrobust\n```\n\nTo uninstall mrrobust issue:\n``` stata\ngithub uninstall mrrobust\n```\n\n### Installation instructions for Stata version 12 and earlier versions (and perhaps Stata version 13)\nThe `net install` syntax for installing `mrrobust` does not work under Stata version 12 and earlier \nbecause this webpage has an address starting with https rather than http. In such cases you need to \ndo a manual installation.\n\n#### To download and install mrrobust manually:\n\n* Click the green \"Clone or download\" button at the top of the GitHub repository \n[here](https://github.com/remlapmot/mrrobust) and download as a zip archive or click this direct [link](https://github.com/remlapmot/mrrobust/archive/refs/heads/master.zip).\n* In your file explorer extract the zip archive and find its filepath, e.g. `C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master`\n* In Stata run\n  ```stata\n  net install mrrobust, from(\"C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\") replace\n  ```\n\nThe installation commands for the other dependencies should work. However, if you need to install \nthem manually their zip archives are available at the following links (extract the files from the downloaded zip archives and place them in your `PERSONAL` directory on your `adopath`): \n\n * the **moremata** package is available as a zip file \n [here](http://fmwww.bc.edu/repec/bocode/m/moremata.zip)\n * the `addplot` command is available [here](http://fmwww.bc.edu/repec/bocode/a/addplot.zip) \n * the `heterogi` command is available [here](https://ideas.repec.org/c/boc/bocode/s449201.html)\n * the `kdens` command is available [here](http://fmwww.bc.edu/repec/bocode/k/kdens.zip)\n * the `metan` command is available [here](https://ideas.repec.org/c/boc/bocode/s456798.html)\n * the `grc1leg` command can be installed with\n   ``` stata\n   net install grc1leg, from(\"https://www.stata.com/users/vwiggins\")\n   ```\n\n## Unit tests\nAs far as I know, and unlike R which has the **testthat** package (and other testing packages),\nthere is no recognised standard for writing unit tests for Stata commands.\nStataCorp. refer to do-files with tests as cscripts (certification scripts).\nI publish my cscripts (and their log files of output) in the\n[cscripts directory](https://github.com/remlapmot/mrrobust/tree/master/cscripts). \n\n## Authors\nTom Palmer <tom.palmer@bristol.ac.uk>, Wesley Spiller, Neil Davies\n\n## How to cite the mrrobust package\nSpiller W, Davies NM, Palmer TM. Software Application Profile: mrrobust &mdash; A tool for performing \ntwo-sample summary Mendelian randomization analyses. International Journal of Epidemiology, 2019, \n48, 3, 684&ndash;690. <https://doi.org/10.1093/ije/dyy195>.\n\nThank you to all our users who have cited **mrrobust**. We made \n[*The Best of IJE 2019*](https://academic.oup.com/ije/pages/the_best_of_ije)!\n\n## Collaboration\nIf you would like to extend the code or add new commands I am open to receiving pull requests on \nGitHub or send me an email to <tom.palmer@bristol.ac.uk>.\n\n## References\n\n<div class=\"hanging-indent\">\n\nBowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect\nestimation and bias detection through Egger regression. International Journal of Epidemiology,\n2015, 44, 2, 512&ndash;525. <https://dx.doi.org/10.1093/ije/dyv080>.\n\nBowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization\nwith some invalid instruments using a weighted median estimator. Genetic Epidemiology, 2016, 40, 4,\n304&ndash;314. <https://dx.doi.org/10.1002/gepi.21965>.\n\nHartwig FP, Davey Smith G, Bowden J. Robust inference in two-sample Mendelian randomisation via\nthe zero modal pleiotropy assumption. International Journal of Epidemiology, 2017, 46, 6,\n1985&ndash;1998. <https://doi.org/10.1093/ije/dyx102>.\n\nHemani G et al. The MR-Base platform supports systematic causal inference across the human\nphenome. eLife, 2018, 7:e34408. <https://doi.org/10.7554/eLife.34408.001>.\n\nSanderson E, Davey Smith G, Windmeijer F, Bowden J. An examination of multivariable Mendelian\nrandomization in the single-sample and two-sample summary data settings. International Journal of\nEpidemiology, 2019, 48, 3, 713&ndash;727. <https://doi.org/10.1093/ije/dyy262>.\n\nSanderson E, Spiller W, Bowden J. Testing and correcting for weak and pleiotropic instruments in\ntwo-sample multivariable Mendelian randomization. Statistics in Medicine, 2021, 40, 25, 5434&ndash;5452.\n<https://doi.org/10.1002/sim.9133>.\n</div>\n\n## Acknowledgements\nThanks for helpful feedback and suggestions to (in no particular order): Jasmine Khouja, \nMichael Holmes, Caroline Dale, Amy Taylor, Rebecca Richmond, Judith Brand, Yanchun Bao, \nKawthar Al-Dabhani, Michalis Katsoulis, Ghazaleh Fatemifar, Lai-Te Chen, Sean Harrison,\nEmma Anderson, Cassianne Robinson-Cohen, Alisa Kjaergaard, and Steve Burgess.\n\n\n<!-- For generating the html versions of the helpfiles -->\n\n\n\n\n",
+    "engine": "knitr",
+    "markdown": "---\n#title: \"mrrobust\"\n---\n\n\n# mrrobust: Stata package for two-sample Mendelian randomization analyses\n\n* [Latest updates](#latest-updates)\n* [Short video introduction](#short-video-introduction)\n* [Helpfile examples](#helpfile-examples)\n* [Overview](#overview)\n* [Installing and updating mrrobust](#installing-and-updating-mrrobust)\n* [Unit tests](#unit-tests)\n* [Authors](#authors)\n* [How to cite the mrrobust package](#how-to-cite-the-mrrobust-package)\n* [References](#references)\n* [Collaboration](#collaboration)\n* [Acknowledgements](#acknowledgements)\n\n## Latest updates\n\nTo obtain the latest update please see the instructions [below](#installing-and-updating-mrrobust).\n\n* January 2024:\n  - Reran certification scripts under Stata 18.0\n* August 2023:\n  - Added a record of the Stata version in the certification scripts\n* April 2023:\n  - Improved the alt text descriptions for the images in the *README* and package website, and also centred the images\n  - Remade the **mrrobust** website using [**Quarto**](https://quarto.org/)\n  - Updated the Sanderson et al., bioRxiv, 2020, [doi](https://doi.org/10.1101/2020.04.02.021980) reference to its published version Sanderson et al., Statistics in Medicine, 2021, [doi](https://doi.org/10.1002/sim.9133)\n  - Reran certification scripts under latest Stata 17.0\n* February 2023:\n  - Updated R Markdown example to use the CRAN version of the [**Statamarkdown**](https://cran.r-project.org/package=Statamarkdown) package\n* September 2022:\n  - Updated manual installation instructions\n* February 2022:\n  - Ran cscripts under Stata 17.0\n  - Updated website examples to run under Stata 17.0\n* September 2021:\n  - Changed relevant `http:` URLs to `https:`\n  - Minor edits to the helpfiles\n* June 2021:\n  - Published an interactive Code Ocean capsule demonstrating the use of the **mrrobust** package \n  [here](https://doi.org/10.24433/CO.0587524.v1)\n  - By default `mrforest` now specifies a fixed effect standard error for its IVW estimate \n* April 2021:\n  - Added the I-squared statistic and its 95% CI to the `mregger ..., heterogi` output\n* February 2021:\n  - Fixes to `mrforest` and `mrleaveoneout` related to the recent update to `metan`. \n  `mrforest` and `mrleaveoneout` now use `metan9` instead of `metan` because of the changes to \n  `metan` syntax. No change was necessary in the dependency scripts because `metan9` is also \n  installed with `ssc install metan`\n  - Checked cscripts pass\n  - Checked examples on website run. And changed the 2 examples which use the **TwoSampleMR** R\n  package to use the new ID code for the exposure data\n  - Updated `dependency.do` to make it more robust to the more frequent updates to `metan`\n  - Updated `mrdeps` to make it more robust to the more frequent updates to `metan`\n* October 2020:\n  - `dependency.do` and `mrdeps` now install the updated version of the `moremata` package\n  - Checked the cscripts run under Stata 16.1\n  - Added description of Q-statistic as Cochran's and Ruecker's for the IVW and MR-Egger models \n  respectively\n  - In various helpfiles added clarification that genotype-disease stands for SNP-outcome \n  (or indeed instrument-outcome) and that genotype-phenotype stands for SNP-exposure (or indeed \n  instrument-exposure) respectively; i.e. the estimates required for the top and bottom of the IV \n  Wald ratio estimate\n* August 2020:\n  - Added html versions of the helpfiles to the website. These are available from the *Helpfiles* website \n  menu bar item\n  - Added extra decimal places examples to helpfiles of `mrforest` and `mrleaveoneout`\n  - `mrfunnel` now includes a legend on its plot\n* July 2020:\n  - Added `gxse()` option to `mrmvivw` to return instrument strength Q<sub>A</sub> statistic for \n  instrument validity in `e(Qa)` ([Sanderson et al. 2019](#references))\n  - The `gxse()` option additionally returns the Q<sub>x</sub> and conditional F-statistics for \n  each phenotype for instrument strength in `e(Qx)` and `e(Fx)` \n  ([Sanderson et al. 2020](#references))\n  - Added `tdist` option to `mrmvivw` and `mrmvegger`\n  - `mrmvivw` and `mrmvegger` now ereturn the RMSE in `e(phi)`\n  - `mregger, ivw` now displays the square root of the residual variance (residual standard error) \n  and ereturns this is `e(phi)`\n  - Checked that examples on website still run\n  - Added `mrleaveoneout` command to perform leave one out analysis\n* June 2020:\n  - Simplified the outcome variable name in `mregger` `b` and `V` e-returned matrices. Turn this off \n  with new `oldnames` option\n  - Added basic multivariable MR-Egger command, `mrmvegger`\n  - Added basic multivariable IVW command, `mrmvivw` (currently command names `mvmr` and `mvivw` \n  also work)\n* February 2020:\n  - Updated contact details\n  - Minor edits to helpfiles, to show examples setting `seed()` option where helpful\n  - Fixed `mregger` bug where `r(table)` was not returned with the `gxse` or `heterogi` options. \n  The output for these options now appears before the coefficient table.\n  - Minor amendments to formatting of `mregger` `gxse` output\n  - `mregger` now ereturns `e(phi)`, the scale parameter, in some cases\n* January 2020:\n  - `mregger` now additionally returns `r(table)`\n  - Certification scripts: added `master.do` and renamed and edited a few scripts\n  - Added `mr` command. Commands may now be run as either `mr egger ...` or as previously \n  `mregger ...`.\n  - [*Best of IJE 2019*!](https://academic.oup.com/ije/pages/the_best_of_ije)\n  - `mrmedian`, `mrmedianobs`, `mreggersimex`, `mrmodal`, and `mrratio` now additionally return \n  the `r(table)` matrix (the information from the coefficient table)\n  - Added an example showing how you can save and export your estimates using `r(table)`, see \n  [here](https://remlapmot.github.io/mrrobust/examples/save-estimates/index.html)\n* December 2019:\n  - Added `Q_GX` to ereturn and display output when `gxse()` option specified to `mregger`\n  - Changed `Q_GX` and `I^2_GX` output to use first order weights in `mregger` output. This matches \n  the output from the `mr_egger()` function in the **MendelianRandomization** R package. Use the \n  `unwi2gx` option to report the unweighted statistics.\n* July 2019:\n  - Checked that examples on website still run\n* December 2018: \n  - Improved compatibility with the [**github**](https://haghish.github.io/github/) Stata package,\n  i.e., **mrrobust** and its dependencies can be installed simply by issuing: `gitget mrrobust`,\n  if you have the **github** package installed. \n  [See below for instructions](#2-use-the-github-package).\n  - `mrdeps` command added for conveniently installing dependencies\n* November 2018:\n  - Example showing the use of the **TwoSampleMR** R package and **mrrobust** in the same \n  [R Markdown script](https://rmarkdown.rstudio.com/) (`.Rmd` file) is \n  [here](https://remlapmot.github.io/mrrobust/examples/rmarkdown-call-stata-example/index.html)\n  - Example showing the use of the **TwoSampleMR** R package and **mrrobust** in the same \n  [Stata Markdown](https://data.princeton.edu/stata/markdown) script (`.stmd` file) is \n  [here](https://remlapmot.github.io/mrrobust/examples/markstat-call-R-example/index.html)\n* September 2018: \n  - IJE paper published online [here](https://doi.org/10.1093/ije/dyy195)\n* August 2018:\n  - Click [here](https://remlapmot.github.io/mrrobust/examples/spiller-ije-2018-examples/index.html) for the \n  example code and output from our IJE article\n* May 2018: \n  - Click [here](https://remlapmot.github.io/mrrobust/examples/mrrobust-examples/index.html) for code and output \n  from the examples in the helpfiles\n  - This page is now rendered on GitHub Pages [here](https://remlapmot.github.io/mrrobust/)\n* April 2018: \n  - `mregger` now has option `radial` which implements the radial formulation of the MR-Egger \n  model, and of the IVW model when used with option `ivw`\n\n## Short video introduction\nClick [here](https://drive.google.com/open?id=0B1owQlNgzNcPY0lMSGk0SnFfQWs) for a short video \ndemonstrating the use of the package.\n\n<p align=\"center\"><a href=\"https://drive.google.com/open?id=0B1owQlNgzNcPY0lMSGk0SnFfQWs\"><img src=\"./img/mrconf2017_video_mrforest_screenshot.png\" width=\"528\" height=\"300\" alt=\"A screenshot of a video demonstrating the use of the mrrobust package.\"></a></p>\n\n## Helpfile examples\nClick [here](https://remlapmot.github.io/mrrobust/examples/mrrobust-examples/index.html) for some of the code and \noutput from the examples in the helpfiles.\n\nOnce the package is installed, there is a summary helpfile which can be viewed in Stata with:\n```stata\nhelp mrrobust\n```\nThis has links to the helpfile for each command, which has an example near the bottom. In these \nexamples you can click on the code to run it.\n\n## Overview\nThe **mrrobust** package is a collection of commands for performing two-sample Mendelian randomization \nanalyses using summary data of genotype-phenotype and genotype-outcome associations. \n\nSuch data can be obtained from repositories such as MR-Base <https://www.mrbase.org> \n([Hemani et al. 2016](#references)).\n\nThe package contains the following commands:\n\n - `mrdeps` installs dependencies for the package\n - `mrratio` implements the standard instrumental variable ratio (Wald) estimate with a choice of \n standard errors/confidence intervals\n - `mrivests` automates calling `mrratio` on all the selected genotypes in your dataset\n - `mregger` implements the IVW and MR-Egger regression approaches introduced in \n [Bowden et al. (2015)](#references)\n - `mreggersimex` implements the simulation extrapolation algorithm for the MR-Egger model\n - `mreggerplot` implements a scatter plot with fitted line (either from IVW, MR-Egger, or weighted \n median estimators) and confidence interval\n - `mrmedian` and `mrmedianobs` implement the unweighted, weighted, and penalized weighted median \n IV estimators robust to 50% invalid instruments in [Bowden et al. (2016)](#references)\n - `mrmodal` implements the zero modal estimator of [Hartwig et al. (2017)](#references)\n - `mrmodalplot` plot of density used in modal estimator\n - `mrforest` implements a forest plot of genotype specific IV estimates and estimates from models \n (e.g. IVW and MR-Egger)\n - `mrfunnel` funnel plot of genotype specific IV estimates\n - `mr` acts as a primary command, e.g. so the other commands can be run as `mr egger ...` as well \n as `mregger ...`\n - `mrmvivw` (`mvmr`, `mvivw`) implements the multivariable IVW model\n - `mrmvegger` implements the multivariable MR-Egger model\n - `mrleaveoneout` implements leave one (genotype) out analysis\n\n## Installing and updating mrrobust\nTo install **mrrobust** in Stata versions 13 and later you have two choices.\n\n### 1. Use `net install`\n\n``` stata\nnet install mrrobust, from(\"https://raw.github.com/remlapmot/mrrobust/master/\") replace\nmrdeps\n```\nIn this code `mrdeps` installs the dependencies. These are `addplot`, `kdens`, and `moremata` \npackages (all by Ben Jann), the `heterogi` command (Orsini et al.), the `metan` command (Harris et \nal.), and the `grc1leg` command (Wiggins).\n\nIf you have previously installed the package and the `net install` command above fails with an error\nmessage that there are two copies of the package installed simply run `adoupdate`.\n\nTo check if there is an update available to any of your user-written Stata packages run `adoupdate`.\nTo update **mrrobust** run:\n``` stata\nadoupdate mrrobust, update\n```\n\nTo uninstall **mrrobust**, issue in Stata:\n``` stata\nado uninstall mrrobust\n```\nIf this fails with an error message mentioning that you have *\"multiple citations/instances of the \npackage installed\"* simply issue `adoupdate mrrobust`. This should leave you with the most recent \nversion of the package you previously installed. You can then run `ado uninstall mrrobust`.\n\n### 2. Use the `github` package\n\n``` stata\nnet install github, from(\"https://haghish.github.io/github/\")\ngitget mrrobust\n```\nThis automatically installs the dependencies.\n\nTo update the package issue:\n``` stata\ngithub update mrrobust\n```\n\nTo uninstall mrrobust issue:\n``` stata\ngithub uninstall mrrobust\n```\n\n### Installation instructions for Stata version 12 and earlier versions (and perhaps Stata version 13)\nThe `net install` syntax for installing `mrrobust` does not work under Stata version 12 and earlier \nbecause this webpage has an address starting with https rather than http. In such cases you need to \ndo a manual installation.\n\n#### To download and install mrrobust manually:\n\n* Click the green \"Clone or download\" button at the top of the GitHub repository \n[here](https://github.com/remlapmot/mrrobust) and download as a zip archive or click this direct [link](https://github.com/remlapmot/mrrobust/archive/refs/heads/master.zip).\n* In your file explorer extract the zip archive and find its filepath, e.g. `C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master`\n* In Stata run\n  ```stata\n  net install mrrobust, from(\"C:\\Users\\tom\\Downloads\\mrrobust-master\\mrrobust-master\") replace\n  ```\n\nThe installation commands for the other dependencies should work. However, if you need to install \nthem manually their zip archives are available at the following links (extract the files from the downloaded zip archives and place them in your `PERSONAL` directory on your `adopath`): \n\n * the **moremata** package is available as a zip file \n [here](http://fmwww.bc.edu/repec/bocode/m/moremata.zip)\n * the `addplot` command is available [here](http://fmwww.bc.edu/repec/bocode/a/addplot.zip) \n * the `heterogi` command is available [here](https://ideas.repec.org/c/boc/bocode/s449201.html)\n * the `kdens` command is available [here](http://fmwww.bc.edu/repec/bocode/k/kdens.zip)\n * the `metan` command is available [here](https://ideas.repec.org/c/boc/bocode/s456798.html)\n * the `grc1leg` command can be installed with\n   ``` stata\n   net install grc1leg, from(\"https://www.stata.com/users/vwiggins\")\n   ```\n\n## Unit tests\nAs far as I know, and unlike R which has the **testthat** package (and other testing packages),\nthere is no recognised standard for writing unit tests for Stata commands.\nStataCorp. refer to do-files with tests as cscripts (certification scripts).\nI publish my cscripts (and their log files of output) in the\n[cscripts directory](https://github.com/remlapmot/mrrobust/tree/master/cscripts). \n\n## Authors\nTom Palmer <tom.palmer@bristol.ac.uk>, Wesley Spiller, Neil Davies\n\n## How to cite the mrrobust package\nSpiller W, Davies NM, Palmer TM. Software Application Profile: mrrobust &mdash; A tool for performing \ntwo-sample summary Mendelian randomization analyses. International Journal of Epidemiology, 2019, \n48, 3, 684&ndash;690. <https://doi.org/10.1093/ije/dyy195>.\n\nThank you to all our users who have cited **mrrobust**. We made \n[*The Best of IJE 2019*](https://academic.oup.com/ije/pages/the_best_of_ije)!\n\n## Collaboration\nIf you would like to extend the code or add new commands I am open to receiving pull requests on \nGitHub or send me an email to <tom.palmer@bristol.ac.uk>.\n\n## References\n\n<div class=\"hanging-indent\">\n\nBowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect\nestimation and bias detection through Egger regression. International Journal of Epidemiology,\n2015, 44, 2, 512&ndash;525. <https://dx.doi.org/10.1093/ije/dyv080>.\n\nBowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization\nwith some invalid instruments using a weighted median estimator. Genetic Epidemiology, 2016, 40, 4,\n304&ndash;314. <https://dx.doi.org/10.1002/gepi.21965>.\n\nHartwig FP, Davey Smith G, Bowden J. Robust inference in two-sample Mendelian randomisation via\nthe zero modal pleiotropy assumption. International Journal of Epidemiology, 2017, 46, 6,\n1985&ndash;1998. <https://doi.org/10.1093/ije/dyx102>.\n\nHemani G et al. The MR-Base platform supports systematic causal inference across the human\nphenome. eLife, 2018, 7:e34408. <https://doi.org/10.7554/eLife.34408.001>.\n\nSanderson E, Davey Smith G, Windmeijer F, Bowden J. An examination of multivariable Mendelian\nrandomization in the single-sample and two-sample summary data settings. International Journal of\nEpidemiology, 2019, 48, 3, 713&ndash;727. <https://doi.org/10.1093/ije/dyy262>.\n\nSanderson E, Spiller W, Bowden J. Testing and correcting for weak and pleiotropic instruments in\ntwo-sample multivariable Mendelian randomization. Statistics in Medicine, 2021, 40, 25, 5434&ndash;5452.\n<https://doi.org/10.1002/sim.9133>.\n</div>\n\n## Acknowledgements\nThanks for helpful feedback and suggestions to (in no particular order): Jasmine Khouja, \nMichael Holmes, Caroline Dale, Amy Taylor, Rebecca Richmond, Judith Brand, Yanchun Bao, \nKawthar Al-Dabhani, Michalis Katsoulis, Ghazaleh Fatemifar, Lai-Te Chen, Sean Harrison,\nEmma Anderson, Cassianne Robinson-Cohen, Alisa Kjaergaard, and Steve Burgess.\n\n\n<!-- For generating the html versions of the helpfiles -->\n\n\n\n\n",
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