diff --git a/dev/pkgdown.yml b/dev/pkgdown.yml
index d0a39c9b..9dbc8a64 100644
--- a/dev/pkgdown.yml
+++ b/dev/pkgdown.yml
@@ -4,7 +4,7 @@ pkgdown_sha: ~
 articles:
   fable: fable.html
   transformations: transformations.html
-last_built: 2024-09-24T15:23Z
+last_built: 2024-09-24T15:31Z
 urls:
   reference: https://fable.tidyverts.org/reference
   article: https://fable.tidyverts.org/articles
diff --git a/dev/reference/VARIMA.html b/dev/reference/VARIMA.html
index 99e50384..8e5e1810 100644
--- a/dev/reference/VARIMA.html
+++ b/dev/reference/VARIMA.html
@@ -323,14 +323,21 @@ <h2>Examples</h2>
 <span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks,… 1     2006 Q3          -<span style="color: #BB0000;">1.42</span>   415.   490.  <span style="text-decoration: underline;">2</span>076.</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks,… 1     2006 Q4         -<span style="color: #BB0000;">33.5</span>    464.   447.  <span style="text-decoration: underline;">2</span>037.</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 1 more variable: .innov[2:3] &lt;dbl&gt;</span></span>
-<span class="r-in"><span><span class="fu"><a href="https://fabletools.tidyverts.org/reference/IRF.html" class="external-link">IRF</a></span><span class="op">(</span><span class="va">fit</span>, h <span class="op">=</span> <span class="fl">10</span>, impulse <span class="op">=</span> <span class="st">"FTSE"</span><span class="op">)</span></span></span>
-<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in mutate(as_tibble(x), dplyr::across(all_of(mbl_vars), function(x) lapply(x,     f, ...))):</span> <span style="color: #00BBBB;">ℹ</span> In argument: `dplyr::across(all_of(mbl_vars), function(x) lapply(x, f,</span>
-<span class="r-err co"><span class="r-pr">#&gt;</span>   ...))`.</span>
-<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="font-weight: bold;">Caused by error in `across()`:</span></span>
-<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> Can't compute column `VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, 1,</span>
-<span class="r-err co"><span class="r-pr">#&gt;</span>   1), identification = "none")`.</span>
-<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="font-weight: bold;">Caused by error in `[&lt;-`:</span></span>
-<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> subscript out of bounds</span>
+<span class="r-in"><span><span class="fu"><a href="https://fabletools.tidyverts.org/reference/IRF.html" class="external-link">IRF</a></span><span class="op">(</span><span class="va">fit</span>, h <span class="op">=</span> <span class="fl">10</span>, impulse <span class="op">=</span> <span class="st">"Beer"</span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tsibble: 10 x 5 [1Q]</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Key:       .model [1]</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    .model                                        Quarter   Beer   Bricks  Cement</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span>                                           <span style="color: #949494; font-style: italic;">&lt;qtr&gt;</span>  <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span>    <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span>   <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2004 Q3 1       0        0     </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2004 Q4 0.013<span style="text-decoration: underline;">6</span> -<span style="color: #BB0000;">0.378</span>   -<span style="color: #BB0000;">0.131</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2005 Q1 0.227  -<span style="color: #BB0000;">0.075</span><span style="color: #BB0000; text-decoration: underline;">7</span>   0.026<span style="text-decoration: underline;">1</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2005 Q2 0.247   0.036<span style="text-decoration: underline;">7</span>  -<span style="color: #BB0000;">0.138</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2005 Q3 0.662  -<span style="color: #BB0000;">0.149</span>    0.128 </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2005 Q4 0.129  -<span style="color: #BB0000;">0.257</span>   -<span style="color: #BB0000;">0.637</span> </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2006 Q1 0.246   0.005<span style="text-decoration: underline;">38</span>  0.196 </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2006 Q2 0.243  -<span style="color: #BB0000;">0.057</span><span style="color: #BB0000; text-decoration: underline;">2</span>   0.049<span style="text-decoration: underline;">2</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2006 Q3 0.621  -<span style="color: #BB0000;">0.140</span>    0.010<span style="text-decoration: underline;">3</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> <span style="color: #949494;">"</span>VARIMA(vars(Beer, Bricks, Cement) ~ pdq(4, … 2006 Q4 0.182  -<span style="color: #BB0000;">0.229</span>   -<span style="color: #BB0000;">0.623</span> </span>
 </code></pre></div>
     </div>
   </div>