diff --git a/about.html b/about.html
index bf1d8b53e..d3a9ddc02 100644
--- a/about.html
+++ b/about.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>plotnine 0.0.post1+ga4f0460 - About Plotnine</title>
+<title>plotnine 0.0.post1+gab5bda0 - About Plotnine</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -79,7 +79,7 @@
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="./index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/changelog.html b/changelog.html
index 7d287c693..e3e801475 100644
--- a/changelog.html
+++ b/changelog.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>plotnine 0.0.post1+ga4f0460 - Changelog</title>
+<title>plotnine 0.0.post1+gab5bda0 - Changelog</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -113,7 +113,7 @@
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="./index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
@@ -335,6 +335,7 @@ <h3 class="anchored" data-anchor-id="bug-fixes">Bug Fixes</h3>
 <li><p>Fixed bug where <code class="sourceCode python">theme(legend_background<span class="op">=</span>element_blank())</code> messed up the position of the legend, instead of only removing the background.</p></li>
 <li><p>Fixed using <code>facet_grid</code> with a column named <code>key</code>. (<a href="https://github.com/has2k1/plotnine/issues/734" title="Issue: #734">#734</a>)</p></li>
 <li><p>Fixed using legend when using an identity scale and reordering the breaks. (<a href="https://github.com/has2k1/plotnine/issues/735" title="Issue: #735">#735</a>)</p></li>
+<li><p>Fixed drawing the upper outline of <code>geom_ribbon</code>. (<a href="https://github.com/has2k1/plotnine/issues/728" title="Issue: #728">#728</a>)</p></li>
 </ul>
 </section>
 <section id="enhancements" class="level3">
diff --git a/examples/PlotnineAnimation-preview.html b/examples/PlotnineAnimation-preview.html
index 3159a5547..34083d299 100644
--- a/examples/PlotnineAnimation-preview.html
+++ b/examples/PlotnineAnimation-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Spiral Animation ###</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Spiral Animation ###</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> for animation in the notebook</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/PlotnineAnimation.out.ipynb b/examples/PlotnineAnimation.out.ipynb
index e1bcbd573..e6624a18a 100644
--- a/examples/PlotnineAnimation.out.ipynb
+++ b/examples/PlotnineAnimation.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Spiral Animation \\###"
       ],
-      "id": "4218d773-05eb-464f-a5a7-00277f4d9712"
+      "id": "bd6ece30-6ebd-4d9d-a96b-68da21cdf966"
     },
     {
       "cell_type": "code",
@@ -55,7 +55,7 @@
         "with the same limits for each aesthetic, including the `x` and `y`\n",
         "aesthetics."
       ],
-      "id": "d91f29c0-db40-442a-9524-033e86769a0a"
+      "id": "6e2b4d99-16d8-42e9-9673-9c9b68dea72c"
     },
     {
       "cell_type": "code",
@@ -2999,7 +2999,7 @@
       "source": [
         "The final image of the spiral"
       ],
-      "id": "1689a70f-491c-41a0-b2a6-c82fa58b7394"
+      "id": "e9c7cf91-3b4e-4c6f-9108-01d3bfc55c01"
     },
     {
       "cell_type": "code",
diff --git a/examples/aes-preview.html b/examples/aes-preview.html
index 557ea776e..db3329441 100644
--- a/examples/aes-preview.html
+++ b/examples/aes-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - aes</title>
+    <title>plotnine 0.0.post1+gab5bda0 - aes</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> aes</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/aes.out.ipynb b/examples/aes.out.ipynb
index cdf2bdd78..c98d7cafa 100644
--- a/examples/aes.out.ipynb
+++ b/examples/aes.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# aes"
       ],
-      "id": "119b1f75-ecac-414c-99c4-0fc696547bea"
+      "id": "082d7649-896a-4ff1-9a7a-0eb5642423bc"
     },
     {
       "cell_type": "code",
@@ -40,7 +40,7 @@
         "\n",
         "Mapping variables to the visual properties of a plot."
       ],
-      "id": "e3aff9a4-26ef-459c-af63-cd76beee0a7a"
+      "id": "ad16f737-e715-43dd-ba4a-20d31405cbd7"
     },
     {
       "cell_type": "code",
@@ -135,7 +135,7 @@
         "The first two positional arguments are `x` and `y` aesthetics. Any other\n",
         "aesthetic must be mapped with a keyword argument."
       ],
-      "id": "09d830fc-98e1-47d0-9575-9c96c1a8f0a6"
+      "id": "a2dfefb0-5b4b-4402-b25c-a335fadfea06"
     },
     {
       "cell_type": "code",
diff --git a/examples/after_scale-preview.html b/examples/after_scale-preview.html
index 321b5ac4b..75b3aa8a9 100644
--- a/examples/after_scale-preview.html
+++ b/examples/after_scale-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - after_scale</title>
+    <title>plotnine 0.0.post1+gab5bda0 - after_scale</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> after_scale</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/after_scale.out.ipynb b/examples/after_scale.out.ipynb
index bd6e0b79b..e9490d819 100644
--- a/examples/after_scale.out.ipynb
+++ b/examples/after_scale.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# after_scale"
       ],
-      "id": "cdf49afd-0c84-411f-9f6e-d62e1feac8f9"
+      "id": "3fc5633a-a93d-4c3c-a0c1-8d382ccfe250"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
         "\n",
         "Start off with a mapping to the `color`."
       ],
-      "id": "7f7e4562-c760-4cb0-8638-ced7e8253585"
+      "id": "8154ed2b-fb78-48f7-a88c-5dc5f41f1eb8"
     },
     {
       "cell_type": "code",
@@ -85,7 +85,7 @@
       "source": [
         "We can match the `color` with the `fill`."
       ],
-      "id": "28c70dc3-37ff-4aba-be42-e00ad498f4c2"
+      "id": "10a3ee28-36aa-4f26-b9cb-b3949742b826"
     },
     {
       "cell_type": "code",
@@ -122,7 +122,7 @@
         "modify the `color` by adding to it an alpha channel i.e. `'#AABBCC'` to\n",
         "`'#AABBCC66'`."
       ],
-      "id": "0a337447-d7c7-4863-8bd1-02fd08d4583b"
+      "id": "de6b55a6-90a4-445a-a146-758be67c4cee"
     },
     {
       "cell_type": "code",
@@ -162,7 +162,7 @@
         "\n",
         "With a fitting theme."
       ],
-      "id": "e000d688-9101-49c6-858c-e8160bcb12a2"
+      "id": "b3e3bc40-648f-42e3-b3ec-922932891eaf"
     },
     {
       "cell_type": "code",
diff --git a/examples/after_stat-preview.html b/examples/after_stat-preview.html
index 2606f6f72..3e95be81e 100644
--- a/examples/after_stat-preview.html
+++ b/examples/after_stat-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - after_stat</title>
+    <title>plotnine 0.0.post1+gab5bda0 - after_stat</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> after_stat</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/after_stat.out.ipynb b/examples/after_stat.out.ipynb
index a45fe1aea..76bbedee5 100644
--- a/examples/after_stat.out.ipynb
+++ b/examples/after_stat.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# after_stat"
       ],
-      "id": "b5421599-a4a7-44ad-9723-e31ade67914d"
+      "id": "fce426e3-47da-4a6e-b915-9608e2417cfe"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "`geom_bar` uses `stat_count` which by default maps the `y` aesthetic to\n",
         "the `count` which is the number of observations at a position."
       ],
-      "id": "8b5f0d5b-c136-4c1f-8f61-d1f17c3141ff"
+      "id": "47ac9f73-306f-4cd6-8a22-caff83a17d58"
     },
     {
       "cell_type": "code",
@@ -83,7 +83,7 @@
         "Using the `after_stat` function, we can instead map to the `prop` which\n",
         "is the ratio of points in the panel at a position."
       ],
-      "id": "63a6471c-dcb2-4a99-a493-a503f127fd2f"
+      "id": "aea641b9-9795-4539-8d2d-174f5f601b80"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
         "With `after_stat` you can used the variables calculated by the stat in\n",
         "expressions. For example we use the `count` to calculated the `prop`."
       ],
-      "id": "c064596b-d867-4a90-bd4d-9bd89e96b6c7"
+      "id": "b4726631-1c93-42a0-8cd6-73bc31fd8eb8"
     },
     {
       "cell_type": "code",
@@ -162,7 +162,7 @@
         "For example, below `fill='var1'` has no effect, but the `var1` variable\n",
         "has not been lost it has been turned into `x` aesthetic."
       ],
-      "id": "2ccf97af-8e93-48dc-98fb-c389ef575130"
+      "id": "fe4a93da-2fb9-48b4-ac4a-38ae6080382a"
     },
     {
       "cell_type": "code",
@@ -198,7 +198,7 @@
         "We use `after_stat` to map `fill` to the `x` aesthetic after it has been\n",
         "computed."
       ],
-      "id": "4ffea4f5-37e3-4bec-ada2-46a6526ee62c"
+      "id": "64a438f2-a694-4c80-8140-f9f47006b9c6"
     },
     {
       "cell_type": "code",
diff --git a/examples/facet_grid-preview.html b/examples/facet_grid-preview.html
index 44874a4a7..2fff143ca 100644
--- a/examples/facet_grid-preview.html
+++ b/examples/facet_grid-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Facet grid</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Facet grid</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Facet grid</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/facet_grid.out.ipynb b/examples/facet_grid.out.ipynb
index aa16b4513..89a10fc8d 100644
--- a/examples/facet_grid.out.ipynb
+++ b/examples/facet_grid.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Facet grid"
       ],
-      "id": "00f2abe6-f6a1-491a-99f6-978aa907a10a"
+      "id": "b9fd528f-6a37-4297-81dd-72929e6d85c1"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
         "columns of the grid are set by the faceting variables. It is useful for\n",
         "visualising two discrete variables."
       ],
-      "id": "60d881a4-66a4-4536-8f13-8022d0be56e4"
+      "id": "d27fa8c4-5a20-48bc-88a6-b350050e7b43"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "Basic scatter plot:"
       ],
-      "id": "d393dc33-5256-4a1e-bc4f-ee2a9c0685df"
+      "id": "48246f32-ba17-440c-bc20-60fddc45c0c0"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
       "source": [
         "Facet a discrete variable into rows:"
       ],
-      "id": "76d8db50-9133-4448-a304-600db2266cae"
+      "id": "81e48330-eb41-42dc-99fe-0713641b8792"
     },
     {
       "cell_type": "code",
@@ -157,7 +157,7 @@
       "source": [
         "Facet a discrete variable into columns:"
       ],
-      "id": "73d5c101-26a4-4e14-8e17-6f17ef642a1e"
+      "id": "6ee28dde-44c9-4ea0-8cfb-3d71466746ba"
     },
     {
       "cell_type": "code",
@@ -195,7 +195,7 @@
       "source": [
         "Facet two discrete variables into rows and columns:"
       ],
-      "id": "b9b49da5-0c4a-44d4-bbd9-6dd1868e138b"
+      "id": "050c299e-2a1b-4ea7-9b08-6d585345cbca"
     },
     {
       "cell_type": "code",
@@ -234,7 +234,7 @@
         "To change the plot order of the rows or columns in the facet grid,\n",
         "reorder the levels of the faceting variable in the data."
       ],
-      "id": "cda149d8-44de-419b-b8b6-338decdf0b0c"
+      "id": "667b437b-1a64-4ff4-b016-7ae1c5582d0b"
     },
     {
       "cell_type": "code",
@@ -292,7 +292,7 @@
         "You can choose if the scale of x- and y-axes are fixed or variable by\n",
         "using the `scales` argument within the `facet_grid()` command:"
       ],
-      "id": "2c7620a5-3eea-479e-95ff-d893af0ee3bf"
+      "id": "cf4b3962-4232-4c98-af97-f63968a2e34c"
     },
     {
       "cell_type": "code",
@@ -332,7 +332,7 @@
         "`labeller` argument within the `facet_grid()` command. Below we use\n",
         "`labeller = 'label_both'` to include the column name in the facet label."
       ],
-      "id": "e8d8580f-c15e-4a84-ac42-ee3fe497bb9a"
+      "id": "4913fdf6-3641-4faa-b405-05090799c12e"
     },
     {
       "cell_type": "code",
@@ -370,7 +370,7 @@
       "source": [
         "You can add two discrete variables to a facet:"
       ],
-      "id": "bd9de9d8-0f0f-4789-8c61-8fda9c269e54"
+      "id": "1c2a7cb2-c495-4779-ad39-c91d7c547a79"
     },
     {
       "cell_type": "code",
@@ -469,7 +469,7 @@
         "You can also change the colour of the strip by specifying `color` in\n",
         "`element_text()` ."
       ],
-      "id": "7151c3c7-e566-45ea-8d73-68215ddac6f8"
+      "id": "da6ef358-34db-47a0-aedc-831d41edccf6"
     },
     {
       "cell_type": "code",
diff --git a/examples/facet_wrap-preview.html b/examples/facet_wrap-preview.html
index 0dba834a7..963213c49 100644
--- a/examples/facet_wrap-preview.html
+++ b/examples/facet_wrap-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Facet wrap</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Facet wrap</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Facet wrap</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/facet_wrap.out.ipynb b/examples/facet_wrap.out.ipynb
index ae32e2710..772095bbc 100644
--- a/examples/facet_wrap.out.ipynb
+++ b/examples/facet_wrap.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Facet wrap"
       ],
-      "id": "e400a122-d0a9-42b9-a0b6-f25556e1afde"
+      "id": "537d7fee-fe4e-4db9-9070-f4709206ee12"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
         "is differentiated by the faceting variable. These plots are wrapped into\n",
         "a certain number of columns or rows as specified by the user."
       ],
-      "id": "4cd7d563-3e8a-4b0c-88a1-4c6056faca47"
+      "id": "00a27f2e-0db6-463c-b92d-044f19078854"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "Basic scatter plot:"
       ],
-      "id": "1689da0b-9070-48b1-b6de-c1f4ab82c084"
+      "id": "77ea5da2-6a00-4fd4-8803-01a1a182f88a"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
       "source": [
         "Facet a discrete variable using `facet_wrap()`:"
       ],
-      "id": "f1f49b3c-d0e9-4b6c-b56f-ff4eb7b0b8ae"
+      "id": "b19353ae-3c9f-488f-b890-c7bdf0ddfe1a"
     },
     {
       "cell_type": "code",
@@ -158,7 +158,7 @@
         "Control the number of rows and columns with the options `nrow` and\n",
         "`ncol`:"
       ],
-      "id": "619b9f7e-eb05-4944-93d7-b17493ef9884"
+      "id": "e7591cbc-b5e5-41cf-b7f8-dc531ba7262f"
     },
     {
       "cell_type": "code",
@@ -234,7 +234,7 @@
         "To change the plot order of the facets, reorder the levels of the\n",
         "faceting variable in the data."
       ],
-      "id": "4649e894-d53e-467e-a0f6-3be97e984603"
+      "id": "2b567988-a05b-4fa5-8e86-290272119a1c"
     },
     {
       "cell_type": "code",
@@ -293,7 +293,7 @@
         "to bottom). However if you would prefer a vertical layout (facets are\n",
         "arranged top-to-bottom, from left to right) use the `dir` option:"
       ],
-      "id": "213285e7-0967-41e1-aa16-0752f5b5f756"
+      "id": "2f55fb0e-7138-48af-aad3-e02548d83786"
     },
     {
       "cell_type": "code",
@@ -340,7 +340,7 @@
         "\n",
         "A fixed scale is the default and does not need to be specified."
       ],
-      "id": "f0cd33f0-d5bf-4b7e-abc7-45b946960f03"
+      "id": "65dcc70e-7622-4db4-9ccd-635445bc43a0"
     },
     {
       "cell_type": "code",
@@ -384,7 +384,7 @@
         "`labeller` argument within the `facet_wrap()` command. Below we use\n",
         "`labeller = 'label_both'` to include the column name in the facet label."
       ],
-      "id": "46da2d8e-9c6a-434d-acf0-0a6135642f16"
+      "id": "39e15219-7b4e-4209-a0e5-994536535fd5"
     },
     {
       "cell_type": "code",
@@ -423,7 +423,7 @@
       "source": [
         "You can add two discrete variables to a facet:"
       ],
-      "id": "1534e0f4-bd00-4e44-960f-fda336a46dea"
+      "id": "d62d87ce-6807-4551-a8a3-68c441cbce4d"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_abline-preview.html b/examples/geom_abline-preview.html
index 2215c8adf..6a4414aba 100644
--- a/examples/geom_abline-preview.html
+++ b/examples/geom_abline-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - AB line</title>
+    <title>plotnine 0.0.post1+gab5bda0 - AB line</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> AB line</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_abline.out.ipynb b/examples/geom_abline.out.ipynb
index facab6775..84f9dfbe7 100644
--- a/examples/geom_abline.out.ipynb
+++ b/examples/geom_abline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# AB line"
       ],
-      "id": "b8ef7cf1-bdc4-4312-9c63-0febe7cf74c5"
+      "id": "c49e121f-772d-4984-aeb1-2cb3b9e3da0f"
     },
     {
       "cell_type": "code",
@@ -45,7 +45,7 @@
         "`geom_abline()` draws a line when the yintercept and gradient is\n",
         "supplied, and is useful as a guide."
       ],
-      "id": "8257c20c-dce1-4f84-b267-b98e384576c1"
+      "id": "d3ebf50a-8e35-403e-8820-5e8dc99d74a3"
     },
     {
       "cell_type": "code",
@@ -83,7 +83,7 @@
         "It’s useful to use `geom_abline()` with some data, so we start with a\n",
         "basic scatter plot:"
       ],
-      "id": "6c5370c5-370f-40c4-b59d-e20fef09a7ab"
+      "id": "9df07a68-82f2-4a63-9c0a-b8e5577ed254"
     },
     {
       "cell_type": "code",
@@ -122,7 +122,7 @@
         "`geom_abline()` requires inputs for the slope (default slope is 1) and\n",
         "y-intercept (default value is \\[0,0\\])."
       ],
-      "id": "271041c8-29ec-4da0-bbf6-ece9a8b87858"
+      "id": "d96ab2fb-1252-40b2-9be5-384fd5ae551a"
     },
     {
       "cell_type": "code",
@@ -162,7 +162,7 @@
       "source": [
         "You can plot two lines on one plot:"
       ],
-      "id": "12c17a66-2fd9-480e-9faf-0709f7024b77"
+      "id": "b6ecebd4-bf12-4977-97a0-02bab36609f1"
     },
     {
       "cell_type": "code",
@@ -202,7 +202,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "e26f0d9a-f2b6-4907-ba38-e23203c0e5d2"
+      "id": "62ffe2d1-214d-4e22-a44b-99895bf65402"
     },
     {
       "cell_type": "code",
@@ -245,7 +245,7 @@
       "source": [
         "`geom_abline()` can be used with a facet plot:"
       ],
-      "id": "115744df-0738-43cb-a88f-acae9e6bd99b"
+      "id": "26936de9-fc45-44da-846c-1a61b56aaeb8"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_bar-preview.html b/examples/geom_bar-preview.html
index d2e1376ca..2b8d0da02 100644
--- a/examples/geom_bar-preview.html
+++ b/examples/geom_bar-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Bar chart</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Bar chart</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Bar chart</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_bar.out.ipynb b/examples/geom_bar.out.ipynb
index 156561104..ba5aecdad 100644
--- a/examples/geom_bar.out.ipynb
+++ b/examples/geom_bar.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Bar chart"
       ],
-      "id": "91664f4e-2164-412c-8923-ce57daab0984"
+      "id": "1fcb2d0a-6552-46e3-96e2-562216d3edb0"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "*geom_bar() makes the height of the bar proportional to the number of\n",
         "cases in each group*"
       ],
-      "id": "b2139f0d-e3a5-4bba-b76e-a8ff0ef21d9f"
+      "id": "6dd85789-91e3-4b6f-bd79-259b1426395c"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_boxplot-preview.html b/examples/geom_boxplot-preview.html
index 975d3d4c3..f1f6412b9 100644
--- a/examples/geom_boxplot-preview.html
+++ b/examples/geom_boxplot-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - A box and whiskers plot</title>
+    <title>plotnine 0.0.post1+gab5bda0 - A box and whiskers plot</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> A box and whiskers plot</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_boxplot.out.ipynb b/examples/geom_boxplot.out.ipynb
index 5475bfa38..e2dd5aa1b 100644
--- a/examples/geom_boxplot.out.ipynb
+++ b/examples/geom_boxplot.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# A box and whiskers plot"
       ],
-      "id": "c89c25bb-f463-4a06-98cb-0bd62a6ed86b"
+      "id": "d7608d26-f51c-48af-984e-e9c15080f3e7"
     },
     {
       "cell_type": "code",
@@ -48,7 +48,7 @@
         "[ggplot2\n",
         "docs](https://ggplot2.tidyverse.org/reference/geom_boxplot.html)"
       ],
-      "id": "7bad1e01-4814-4b46-9180-5d1013876dc3"
+      "id": "facc1771-144d-476b-b14f-21734aa5ef79"
     },
     {
       "cell_type": "code",
@@ -85,7 +85,7 @@
       "source": [
         "Basic boxplot"
       ],
-      "id": "f388e42a-68e0-4100-a9dd-c7e085fecd21"
+      "id": "6c4f021e-d46b-4eb6-a8fb-b8433fa4a35d"
     },
     {
       "cell_type": "code",
@@ -148,7 +148,7 @@
       "source": [
         "Horizontal boxplot"
       ],
-      "id": "e3456048-0abc-4768-b3ac-996b3e4e228f"
+      "id": "991c27cf-198d-4857-95ba-c3629dd28227"
     },
     {
       "cell_type": "code",
@@ -190,7 +190,7 @@
       "source": [
         "Boxplot with jittered points:"
       ],
-      "id": "d7f62a72-1f31-413d-ab6f-65ea3b6b8b02"
+      "id": "8d56ca77-33ba-4c4b-8b35-06ef5550be44"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_col-preview.html b/examples/geom_col-preview.html
index 371c903f1..cfa6b6163 100644
--- a/examples/geom_col-preview.html
+++ b/examples/geom_col-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Two Variable Bar Plot</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Two Variable Bar Plot</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Two Variable Bar Plot</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_col.out.ipynb b/examples/geom_col.out.ipynb
index 142cf5515..f84b8041e 100644
--- a/examples/geom_col.out.ipynb
+++ b/examples/geom_col.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Two Variable Bar Plot"
       ],
-      "id": "6512cbd5-931c-44c8-828a-cca7c8616070"
+      "id": "692e51f2-8795-4a6d-9f4b-ecd6f6480708"
     },
     {
       "cell_type": "code",
@@ -51,7 +51,7 @@
         "\n",
         "Create the data"
       ],
-      "id": "d9c5eaf3-c922-4114-ac04-1621ab58c430"
+      "id": "a948c1f5-eeb9-4c34-9bb1-548fadb2d05e"
     },
     {
       "cell_type": "code",
@@ -100,7 +100,7 @@
         "First we make a simple plot with all this information and see what to\n",
         "draw from it."
       ],
-      "id": "436f9813-e4c7-4c4f-8f1d-33f73132c7ed"
+      "id": "1e79f9c4-d818-4773-a6aa-4d3fc73edfc6"
     },
     {
       "cell_type": "code",
@@ -137,7 +137,7 @@
         "the difference within and without the groups is not clear. The solution\n",
         "is to `dodge` the bars."
       ],
-      "id": "c9938768-8530-4362-aa29-100d4e5a765c"
+      "id": "61af5d67-75e0-407d-ae04-3d93de4560bf"
     },
     {
       "cell_type": "code",
@@ -183,7 +183,7 @@
         "make space or it would get clipped. Therefore we adjust the bottom `y`\n",
         "limits."
       ],
-      "id": "a2e92b00-ebbd-4319-b337-1be8a17d4a97"
+      "id": "735e809a-8144-4cf5-97f4-d807911a2099"
     },
     {
       "cell_type": "code",
@@ -224,7 +224,7 @@
       "source": [
         "Would it look too crowded if we add value labels on top of the bars?"
       ],
-      "id": "e430177f-93a5-42de-adf8-2f2bb0ced818"
+      "id": "17411faa-f502-451d-a761-70c2e9df5b81"
     },
     {
       "cell_type": "code",
@@ -272,7 +272,7 @@
         "y-axis, clear out the panel and make the `variable` and `category`\n",
         "labels have the same color."
       ],
-      "id": "72ab82bb-7df2-4088-98f2-dbe7e2982af6"
+      "id": "041432e2-36bd-4de9-843a-5a052dc243b1"
     },
     {
       "cell_type": "code",
@@ -331,7 +331,7 @@
         "forgot/misplaced the link to the source. The user considered it a minor\n",
         "coup."
       ],
-      "id": "c12432cd-82c9-4a1c-8fa2-a9ee96029336"
+      "id": "4702d386-8f47-4e09-8df4-3657ca350e4b"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_count-preview.html b/examples/geom_count-preview.html
index 4af0ae49f..17354d832 100644
--- a/examples/geom_count-preview.html
+++ b/examples/geom_count-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Categorized Data Plot</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Categorized Data Plot</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Categorized Data Plot</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_count.out.ipynb b/examples/geom_count.out.ipynb
index c166f746a..0d971b0c1 100644
--- a/examples/geom_count.out.ipynb
+++ b/examples/geom_count.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Categorized Data Plot"
       ],
-      "id": "b167fce0-2dcc-44fb-b086-5d9cd5355c68"
+      "id": "e66c5681-248a-46c8-a09a-f24411765122"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "*geom_count() makes the point size proportional to the number of points\n",
         "at a location*"
       ],
-      "id": "b4e5877d-61ae-4408-9342-423fa8d634e5"
+      "id": "8875c30d-984f-483c-878c-7d13b135280f"
     },
     {
       "cell_type": "code",
@@ -105,7 +105,7 @@
       "source": [
         "We can adjust the size range of the points with `scale_size_continuous`"
       ],
-      "id": "e516b0ef-1b55-498c-9190-87ccbdecd681"
+      "id": "2520b09c-9a22-4e1b-b3dc-154d82933d47"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_density-preview.html b/examples/geom_density-preview.html
index 8b25fb2d2..b29fb32b2 100644
--- a/examples/geom_density-preview.html
+++ b/examples/geom_density-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Density Plot</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Density Plot</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Density Plot</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_density.out.ipynb b/examples/geom_density.out.ipynb
index 8cbe2a834..01dd7d3dd 100644
--- a/examples/geom_density.out.ipynb
+++ b/examples/geom_density.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Density Plot"
       ],
-      "id": "f9128477-7078-4e21-99db-c4023582bc14"
+      "id": "494b7392-0143-4081-8f82-a5da9d063283"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
       "source": [
         "### Density Plot"
       ],
-      "id": "300f7f8c-9f6e-4521-b5f4-62de94ca76a2"
+      "id": "9c4a11e4-1399-4b4b-a03d-562729183449"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "The defaults are not exactly beautiful, but still quite clear."
       ],
-      "id": "aea2c602-f416-4a6a-ab14-663100136f44"
+      "id": "6dc4ffdf-edb5-447d-97e9-29408a087000"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
         "plotted as an independent PDF summing to 1, the relative size of each\n",
         "group will be normalized."
       ],
-      "id": "657f0b72-a103-4e4c-afdc-3c31d2ebf8c5"
+      "id": "5ffe3178-8f95-40d8-a3f3-5364301d6e3f"
     },
     {
       "cell_type": "code",
@@ -155,7 +155,7 @@
         "To plot multiple groups and scale them by their relative size, you can\n",
         "map the `y` aesthetic to `'count'` (calculated by `stat_density`)."
       ],
-      "id": "67f3c4e0-2d4f-48d4-a623-0c80db4adeea"
+      "id": "6c5d6ada-5a86-43ac-810e-737932697305"
     },
     {
       "cell_type": "code",
@@ -205,7 +205,7 @@
         "1 unit wide i.e. `binwidth=1`. The `count * binwidth` curve matches the\n",
         "scale of `count`s for the histogram for a give `binwidth`."
       ],
-      "id": "4e168b96-9b4f-4162-b317-f9bad3dc4aaf"
+      "id": "ee9b8ad5-54ab-426a-8640-a4cb7ace3438"
     },
     {
       "cell_type": "code",
@@ -252,7 +252,7 @@
         "\n",
         "Create some data and plot the density"
       ],
-      "id": "4e4962eb-4dcf-49f1-aca6-ba050bfbcfe8"
+      "id": "a16065c5-d47f-48e4-a8c4-09a7595c0d2a"
     },
     {
       "cell_type": "code",
@@ -291,7 +291,7 @@
         "Suppose we want to mark a region as special e.g. `(40, 60)`, we can use\n",
         "vertical lines to `annotate` it."
       ],
-      "id": "5636ccc6-c102-4a44-8966-59a19c1a2fa2"
+      "id": "5882bcee-5037-44e6-bacd-73687943653c"
     },
     {
       "cell_type": "code",
@@ -330,7 +330,7 @@
         "To make it standout more we can highlight. To do that, the first thought\n",
         "is to use a rectangle."
       ],
-      "id": "71c2a145-ab9a-4523-a8d9-783484ada3d4"
+      "id": "f8ac4d55-3ba8-4033-ad42-80e54e07a204"
     },
     {
       "cell_type": "code",
@@ -379,7 +379,7 @@
         "method. First, we override but do nothing, we only inspect the data to\n",
         "see what we have to work with."
       ],
-      "id": "498ef52a-4695-401c-848c-0c5b48ac5d73"
+      "id": "6246253d-8c18-409f-a162-f75399c4671c"
     },
     {
       "cell_type": "code",
@@ -462,7 +462,7 @@
         "that we can limit the rows to those where `x` column is within our\n",
         "region."
       ],
-      "id": "bc3976bb-60da-422c-8d9b-233240a36d80"
+      "id": "f2d528b2-5e66-40e8-bf96-3d6245bfd2e7"
     },
     {
       "cell_type": "code",
@@ -515,7 +515,7 @@
       "source": [
         "That is it, but we can make it look better."
       ],
-      "id": "6fbaf766-fd1a-4afd-b4b2-f50412a8115a"
+      "id": "881ad7fd-d9c8-4b30-9494-5d8536dc5347"
     },
     {
       "cell_type": "code",
@@ -573,7 +573,7 @@
         "[question](https://github.com/has2k1/plotnine/issues/574) from github\n",
         "user [Rishika-Ravindran](https://github.com/Rishika-Ravindran)."
       ],
-      "id": "046c4004-7bec-400d-9479-fcd5f33d84cd"
+      "id": "55ff28bb-63e7-43d4-9a9b-cb8dd22ae8c0"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_histogram-preview.html b/examples/geom_histogram-preview.html
index c920fa117..8c223119a 100644
--- a/examples/geom_histogram-preview.html
+++ b/examples/geom_histogram-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Histograms</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Histograms</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Histograms</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_histogram.out.ipynb b/examples/geom_histogram.out.ipynb
index 3411a01f4..016e2732b 100644
--- a/examples/geom_histogram.out.ipynb
+++ b/examples/geom_histogram.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Histograms"
       ],
-      "id": "2d1d2c0f-0122-41e5-9a05-b040206fa307"
+      "id": "03b60db4-8546-421f-9b9e-3e19071055e1"
     },
     {
       "cell_type": "code",
@@ -61,7 +61,7 @@
         "Distributions can be visualised as: \\* count, \\* normalised count, \\*\n",
         "density, \\* normalised density, \\* scaled density as a percentage."
       ],
-      "id": "c0c78281-bca3-4981-ad5d-1435d4704e7f"
+      "id": "e7ed3732-d9a8-4b8f-85e7-e3608bc6d876"
     },
     {
       "cell_type": "code",
@@ -98,7 +98,7 @@
         "If you create a basic histogram, you will be prompted to define the\n",
         "binwidth or number of bins."
       ],
-      "id": "c5616330-853b-4a8d-97f8-de11e92cd1cd"
+      "id": "b4496dbb-7a30-4b5d-a5a0-4acda40a2174"
     },
     {
       "cell_type": "code",
@@ -142,7 +142,7 @@
         "You can define the width of the bins, by specifying the `binwidth`\n",
         "inside `geom_histogram()`."
       ],
-      "id": "67fe96cd-7bf4-4ffa-8f3c-dbcd95162b0c"
+      "id": "18282047-0b4c-4fe4-9a81-c28581db581e"
     },
     {
       "cell_type": "code",
@@ -181,7 +181,7 @@
         "can’t see them all because some of the bins are too small to be\n",
         "noticeable."
       ],
-      "id": "4a03137c-8010-444f-8afa-4ff216c03bde"
+      "id": "3951ad2e-aec7-4757-8262-093bcc5770ed"
     },
     {
       "cell_type": "code",
@@ -219,7 +219,7 @@
         "this using the `y` argument within `aes()`. In the example below I’m\n",
         "using the default setting: raw count with `after_stat('count')`."
       ],
-      "id": "1407a5a7-11b6-486a-a4de-4812dc49347b"
+      "id": "ac031b1c-5fd4-443d-a629-1eccf0544a2c"
     },
     {
       "cell_type": "code",
@@ -257,7 +257,7 @@
       "source": [
         "You can normalise the raw count to 1 by using `after_stat('ncount')`:"
       ],
-      "id": "f0d0cd35-e69c-497f-8a0f-19e65a3fe7b1"
+      "id": "bee58eba-c6f8-4bf1-907c-467f59adeb6a"
     },
     {
       "cell_type": "code",
@@ -296,7 +296,7 @@
         "You can display the density of points in a bin, (this is scaled to\n",
         "integrate to 1) by using `after_stat('density')`:"
       ],
-      "id": "c96a4216-7706-4909-a0a9-4e6f582d5f55"
+      "id": "983ff8a5-1723-44f7-a74f-40b63f7bb544"
     },
     {
       "cell_type": "code",
@@ -335,7 +335,7 @@
         "The proportion of bins can be shown, in the example below the `bin=0.5`\n",
         "accounts for about ~55% of the data:"
       ],
-      "id": "f54debce-ac4b-43f1-8261-d20d3348af2b"
+      "id": "cc215cb8-9684-4d67-bd67-e30fc3d57695"
     },
     {
       "cell_type": "code",
@@ -374,7 +374,7 @@
         "We can also display counts as percentages by using the\n",
         "`percent_format()` which requires the `mizani.formatters` library:"
       ],
-      "id": "7b2c9ec8-3396-4cc6-8a81-850c2bf18d9a"
+      "id": "96a6cbf0-8d14-42e1-8bc1-99db510657e2"
     },
     {
       "cell_type": "code",
@@ -413,7 +413,7 @@
         "`geom_histogram()`, this is useful if you want to layer a few different\n",
         "plots in the one figure."
       ],
-      "id": "950d68ce-d272-410c-8413-119651943af9"
+      "id": "e3f38b24-526c-43f4-87d8-1b704d46c3ff"
     },
     {
       "cell_type": "code",
@@ -450,7 +450,7 @@
       "source": [
         "You can also flip the x-y coordinates:"
       ],
-      "id": "b71e5680-17fb-44a9-8d0b-5953c1cfb1f9"
+      "id": "280a0fcc-df65-4f72-b4b1-e7b83e8dd66a"
     },
     {
       "cell_type": "code",
@@ -487,7 +487,7 @@
       "source": [
         "You can visualise counts by other variables using `fill` within `aes()`:"
       ],
-      "id": "29a3c6d3-5698-482e-8151-e318b2892b17"
+      "id": "67d817c6-e251-48bd-948e-88a3e538757e"
     },
     {
       "cell_type": "code",
@@ -526,7 +526,7 @@
         "for a log-scale (similarly use `scale_x_sqrt()` and `scale_x_log10()` to\n",
         "transform the x-axis)."
       ],
-      "id": "f1885268-be15-44ea-90c8-930fd026040f"
+      "id": "5f7c4091-fd77-42e3-87d4-c654bc7fd9c4"
     },
     {
       "cell_type": "code",
@@ -592,7 +592,7 @@
       "source": [
         "Change the look of your plot:"
       ],
-      "id": "27c461d9-127b-4068-a543-a1ccfd59742d"
+      "id": "cfacc510-fe31-45a4-a83c-1c72cd5d22b1"
     },
     {
       "cell_type": "code",
@@ -634,7 +634,7 @@
       "source": [
         "Another change, this time changing the fill colours manually:"
       ],
-      "id": "3e4bdaf0-76a6-4894-a0d1-7e1219cd8090"
+      "id": "4b047c9b-2c45-4df5-8193-333fe84e8912"
     },
     {
       "cell_type": "code",
@@ -681,7 +681,7 @@
         "normalised by each facet, and not overall. Here’s an example of a facet\n",
         "wrap:"
       ],
-      "id": "e69a7932-5b24-434d-8855-dd816d658e34"
+      "id": "3077d41b-0e83-43d4-b3a1-d7c74436af6c"
     },
     {
       "cell_type": "code",
@@ -719,7 +719,7 @@
         "Here’s an example of a facet grid with the count normalised in each\n",
         "grid:"
       ],
-      "id": "da315dbb-2047-4fa4-8298-eedcc5cf2b99"
+      "id": "dc0f5de7-2bbb-4586-ac14-3766a19addc3"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_hline-preview.html b/examples/geom_hline-preview.html
index 9d5dff4d4..3b80c4bee 100644
--- a/examples/geom_hline-preview.html
+++ b/examples/geom_hline-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Horizontal line</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Horizontal line</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Horizontal line</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_hline.out.ipynb b/examples/geom_hline.out.ipynb
index 0c9827a59..17c2ebdf5 100644
--- a/examples/geom_hline.out.ipynb
+++ b/examples/geom_hline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Horizontal line"
       ],
-      "id": "4b7e1bd4-d4b1-42b5-89bb-57643ff6fdd6"
+      "id": "02764382-c174-4f2d-b48c-d3a7f1780aba"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "`geom_hline()` draws a vertical line, and is useful as a guide."
       ],
-      "id": "ab896290-2cb5-4704-89fb-6020ff51fb44"
+      "id": "09ab735b-7ab2-4253-88ed-f1ae07c57abc"
     },
     {
       "cell_type": "code",
@@ -81,7 +81,7 @@
         "It’s useful to use `geom_hline()` with some data, so we start with a\n",
         "basic scatter plot:"
       ],
-      "id": "58994929-c464-402a-862c-a778b9e64d46"
+      "id": "930c4851-a3d4-46c4-a53e-1856b0952d55"
     },
     {
       "cell_type": "code",
@@ -118,7 +118,7 @@
       "source": [
         "Now add a horizontal line to the scatter plot:"
       ],
-      "id": "fb8fe9ea-ba97-4e4a-8b8e-2e6da3c3795f"
+      "id": "a13e38f9-3957-46d3-b2fa-aaf0179234d2"
     },
     {
       "cell_type": "code",
@@ -156,7 +156,7 @@
       "source": [
         "You can add many horizontal lines:"
       ],
-      "id": "d9816224-d5e7-4435-9ea2-9978b74bde42"
+      "id": "ec9354d4-10a6-4df7-a6bc-b7f81252e8db"
     },
     {
       "cell_type": "code",
@@ -194,7 +194,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "1a9c650e-15ac-4732-86a7-4b271f45b752"
+      "id": "53a1f593-52e8-4d06-b1f5-84b349b11df4"
     },
     {
       "cell_type": "code",
@@ -236,7 +236,7 @@
       "source": [
         "And you can add horizontal lines to a facet plot:"
       ],
-      "id": "b23f6624-10c5-4a57-9a7b-a11665d229df"
+      "id": "b22edd53-a5ec-4e0b-826f-e98b8265d9b4"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_line-preview.html b/examples/geom_line-preview.html
index c24ec4ab9..21060e2e3 100644
--- a/examples/geom_line-preview.html
+++ b/examples/geom_line-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Line plots</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Line plots</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Line plots</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_line.out.ipynb b/examples/geom_line.out.ipynb
index dac20a589..efdc62090 100644
--- a/examples/geom_line.out.ipynb
+++ b/examples/geom_line.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Line plots"
       ],
-      "id": "c89a79aa-f11b-4200-9d59-2a32986e3df4"
+      "id": "39cd5420-5724-4504-8b8c-bf63a93226e1"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "\n",
         "`geom_line()` connects the dots, and is useful for time series data."
       ],
-      "id": "1fd75316-61f2-4ad7-8ece-0864145450c0"
+      "id": "c015222a-4810-4fc5-9ba3-3b7d2faa5ede"
     },
     {
       "cell_type": "code",
@@ -108,7 +108,7 @@
       "source": [
         "You can put arrows at the end of a line:"
       ],
-      "id": "777ce112-3007-4188-8cc5-8ad885172402"
+      "id": "34109d7b-ee87-4549-a0e1-d75fbd4b95b1"
     },
     {
       "cell_type": "code",
@@ -145,7 +145,7 @@
       "source": [
         "The arrow can be modified for a different look:"
       ],
-      "id": "d8d903c1-9312-4e26-9c8d-80ffc469c979"
+      "id": "967901a9-40a5-477c-91e6-111dea1e5b61"
     },
     {
       "cell_type": "code",
@@ -185,7 +185,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "cdadea27-726f-46a3-a3b1-35ca292d40df"
+      "id": "039484c8-3051-49f0-8a13-6e6771911d77"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_map-preview.html b/examples/geom_map-preview.html
index 4a88b1bf6..a540dfa25 100644
--- a/examples/geom_map-preview.html
+++ b/examples/geom_map-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - The Political Territories of Westeros</title>
+    <title>plotnine 0.0.post1+gab5bda0 - The Political Territories of Westeros</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> The Political Territories of Westeros</h6
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_map.out.ipynb b/examples/geom_map.out.ipynb
index 5d790aaf6..c27c50efb 100644
--- a/examples/geom_map.out.ipynb
+++ b/examples/geom_map.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# The Political Territories of Westeros"
       ],
-      "id": "a17dc573-90b8-4a59-9b07-e78c5a982661"
+      "id": "fdd6d22d-2d12-463f-83c8-91c7c7141973"
     },
     {
       "cell_type": "code",
@@ -51,7 +51,7 @@
         "\n",
         "Read data and select features in Westeros only."
       ],
-      "id": "0a0eeeec-e3c8-4dbe-aca4-946dd82e9d33"
+      "id": "6d9625d3-e405-4e30-9aff-d2bfcb5bba7b"
     },
     {
       "cell_type": "code",
@@ -98,7 +98,7 @@
         "The `GeoDataFrame.geometry.centroid` property has the center coordinates\n",
         "of polygons, we use these to place the labels of the political regions."
       ],
-      "id": "ad84dd59-3127-40fd-86c3-ebf644dc7038"
+      "id": "ec3611e5-1aa8-4cfb-9b72-e0339b19eb5c"
     },
     {
       "cell_type": "code",
@@ -198,7 +198,7 @@
         "[cadaei](https://www.cartographersguild.com/member.php?u=95244) of the\n",
         "[cartographersguild](https://www.cartographersguild.com/) website forum."
       ],
-      "id": "0fe517f5-5104-4b2c-bef3-dbc1afbf78af"
+      "id": "98f7ffc5-c80b-499e-97b8-5db4fbbb58d8"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_path-preview.html b/examples/geom_path-preview.html
index 5d4921a53..3e6ff7933 100644
--- a/examples/geom_path-preview.html
+++ b/examples/geom_path-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Path plots</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Path plots</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Path plots</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_path.out.ipynb b/examples/geom_path.out.ipynb
index 8a7fe930d..19fd143b8 100644
--- a/examples/geom_path.out.ipynb
+++ b/examples/geom_path.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Path plots"
       ],
-      "id": "b72b6438-388e-46e8-916c-efe8c15cb710"
+      "id": "944a705c-b18f-41ee-936b-e03fbe5e6729"
     },
     {
       "cell_type": "code",
@@ -48,7 +48,7 @@
         "appear in the data, this is different from `geom_line()` which connects\n",
         "observations in order of the variable on the x axis."
       ],
-      "id": "ee25e028-76fa-4088-b70a-26b5868f2312"
+      "id": "874f4108-0365-44bd-a5e0-e62efa1cfb6e"
     },
     {
       "cell_type": "code",
@@ -85,7 +85,7 @@
         "Because the data is in date order `geom_path()` (in pint) produces the\n",
         "same result as `geom_line()` (in black):"
       ],
-      "id": "e0a773e6-6b8d-4ec2-88b9-943693689fc5"
+      "id": "067db4f9-4780-4d81-bca9-1fd48d21a44d"
     },
     {
       "cell_type": "code",
@@ -127,7 +127,7 @@
         "connects the observations in the order in which they appear in the data,\n",
         "this line is like a “journey through time”:"
       ],
-      "id": "26ea5763-26bd-436f-8588-3c1b87aeb6bf"
+      "id": "f825f25c-a6ea-40f9-9146-39e21fb08842"
     },
     {
       "cell_type": "code",
@@ -166,7 +166,7 @@
         "two plots differ in what they can show: `geom_path()` shows the savings\n",
         "rate has gone down over time, which is not evident with `geom_path()`."
       ],
-      "id": "1f785284-0208-4e43-90ce-a0dab6731700"
+      "id": "2656c71a-bdd2-4ae3-92cc-42b88265d5c2"
     },
     {
       "cell_type": "code",
@@ -207,7 +207,7 @@
         "The `geom_path` can be easier to interpret if time is coloured in. First\n",
         "convert time to a number, and use this number to colour the path:"
       ],
-      "id": "ea36a512-643e-4707-ae15-af9630ee2a2f"
+      "id": "bbf5aa90-64ce-4892-8ebd-40cf1ac8b94f"
     },
     {
       "cell_type": "code",
@@ -263,7 +263,7 @@
         "The path is coloured such that it changes with time using the command\n",
         "`aes(colour='date_as_number')` within `geom_path()`."
       ],
-      "id": "4b95b4f9-c589-4239-84ef-7022e9c6f728"
+      "id": "01e8938c-cb99-4e92-b640-ea597abb5c62"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_point-preview.html b/examples/geom_point-preview.html
index b158dc433..724757d07 100644
--- a/examples/geom_point-preview.html
+++ b/examples/geom_point-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460</title>
+    <title>plotnine 0.0.post1+gab5bda0</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> geom_point.ipynb</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_point.out.ipynb b/examples/geom_point.out.ipynb
index f91d5565c..e7875f64d 100644
--- a/examples/geom_point.out.ipynb
+++ b/examples/geom_point.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "#"
       ],
-      "id": "3167603d-9fa7-4019-9ddb-39621e06a0d5"
+      "id": "3e968bcf-8a2e-4996-bd83-ab39f90978ff"
     },
     {
       "cell_type": "code",
@@ -68,7 +68,7 @@
       "source": [
         "Basic scatter plot"
       ],
-      "id": "d89797db-b417-45e8-8d28-c00b53ae9f9a"
+      "id": "dac8cc3c-3b52-46cb-b4f8-5488f30a3aef"
     },
     {
       "cell_type": "code",
@@ -102,7 +102,7 @@
       "source": [
         "Aesthetic mappings"
       ],
-      "id": "8d2d8aa3-e222-4eb2-a0bf-95eb25c55288"
+      "id": "79caf94d-8a6c-4a8d-88d5-e606a3fff431"
     },
     {
       "cell_type": "code",
@@ -185,7 +185,7 @@
       "source": [
         "Modify the color scale"
       ],
-      "id": "5cff4abd-fe5c-403c-b937-38b4796fd1bf"
+      "id": "b0dd57ba-ddbb-452d-93fa-18d6d4ca045c"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_segment-preview.html b/examples/geom_segment-preview.html
index 5a84f2ebb..c08e09eee 100644
--- a/examples/geom_segment-preview.html
+++ b/examples/geom_segment-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Ranges of Similar Variables</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Ranges of Similar Variables</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> NOTE: This notebook uses the polars packa
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_segment.out.ipynb b/examples/geom_segment.out.ipynb
index c20672d6d..f6d44473e 100644
--- a/examples/geom_segment.out.ipynb
+++ b/examples/geom_segment.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Ranges of Similar Variables"
       ],
-      "id": "689f2b35-6873-4a61-87da-99a14d39d11b"
+      "id": "1b35c8a1-0cd8-4945-83ce-4fc656243979"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "Source: Pew Research Global Attitudes Spring 2015"
       ],
-      "id": "aa866c4a-f77c-4361-a360-584367083fe9"
+      "id": "255ab233-2aa1-45a4-9aa0-9c92375ea335"
     },
     {
       "cell_type": "code",
@@ -311,7 +311,7 @@
       "source": [
         "Create age groups for users of social media"
       ],
-      "id": "dde1b4af-5da5-46eb-89b8-61c44963c073"
+      "id": "7bfeaa4f-3f91-4bd5-8329-4d3f9ad05c05"
     },
     {
       "cell_type": "code",
@@ -503,7 +503,7 @@
       "source": [
         "Top 14 countries by response rate to the social media question."
       ],
-      "id": "f026fce6-97c2-4341-a7e4-f92da0d16648"
+      "id": "f752b0ff-1794-4fc4-967a-ce8e5898e7b1"
     },
     {
       "cell_type": "code",
@@ -959,7 +959,7 @@
         "Set the order of the countries along the y-axis by setting the `country`\n",
         "variable to an ordered categorical."
       ],
-      "id": "9c469e23-d043-4f96-92eb-a328577f9aa8"
+      "id": "ba1f3054-66b4-487f-b91a-e4b66e207d01"
     },
     {
       "cell_type": "code",
@@ -986,7 +986,7 @@
       "source": [
         "First plot"
       ],
-      "id": "5d8c2800-2bf8-400b-bc5c-34aeb81df30b"
+      "id": "2179098d-7b73-46d6-9092-2f0236eafb4e"
     },
     {
       "cell_type": "code",
@@ -1066,7 +1066,7 @@
       "source": [
         "Tweak it"
       ],
-      "id": "f548bc4b-b7b6-4695-a206-cb55c95666f4"
+      "id": "15ad4994-eceb-4f35-a9c9-4e5d3f2ab4ce"
     },
     {
       "cell_type": "code",
@@ -1207,7 +1207,7 @@
         "\n",
         "Source: World Bank - Infanct Mortality Rate (per 1,000 live births)b"
       ],
-      "id": "7e076288-3ea5-43f2-b07e-a5488ef92155"
+      "id": "6373e52a-21a7-4090-b1ec-323c15a995ed"
     },
     {
       "cell_type": "code",
@@ -2548,7 +2548,7 @@
         "corresponding row in the metadata table. Where the row has regional\n",
         "aggregate data, the `Region` column in the metadata table is `NaN`."
       ],
-      "id": "5bbf7cad-fcd7-4751-a749-6a86610c3e90"
+      "id": "fbbeefb5-2f76-4d3b-84c4-bb1bda86a0f5"
     },
     {
       "cell_type": "code",
@@ -2786,7 +2786,7 @@
       "source": [
         "Remove the regional aggregates, to create a table with only country data"
       ],
-      "id": "87abef1a-947c-4ebb-8724-3bba0d3caa0b"
+      "id": "529b6c03-7033-46fc-bfc9-d2415867e56d"
     },
     {
       "cell_type": "code",
@@ -4155,7 +4155,7 @@
         "We are interested in the changes in rank between 1960 and 2015. To plot\n",
         "a reasonable sized graph, we randomly sample 35 countries."
       ],
-      "id": "9aa1c381-ea25-4231-99e0-8440adc572c3"
+      "id": "a231d351-17c2-46bf-82ca-fd56a8f4a2e3"
     },
     {
       "cell_type": "code",
@@ -5574,7 +5574,7 @@
       "source": [
         "First graph"
       ],
-      "id": "3780ac81-ee95-41e7-8dc2-d54b3ac9f2e7"
+      "id": "55772ad6-f933-41b6-8488-d84bffedeba1"
     },
     {
       "cell_type": "code",
@@ -5614,7 +5614,7 @@
       "source": [
         "It has the form we want, but we need to tweak it."
       ],
-      "id": "4d97d23b-2102-4a19-8b5f-64d705cb1414"
+      "id": "be004c9e-9a9d-4abd-8411-d47f89bdbd58"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_smooth-preview.html b/examples/geom_smooth-preview.html
index 83894d14b..5073f5564 100644
--- a/examples/geom_smooth-preview.html
+++ b/examples/geom_smooth-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Smoothed conditional means</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Smoothed conditional means</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Smoothed conditional means</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_smooth.out.ipynb b/examples/geom_smooth.out.ipynb
index 8e7ca1e5a..d2953e35a 100644
--- a/examples/geom_smooth.out.ipynb
+++ b/examples/geom_smooth.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Smoothed conditional means"
       ],
-      "id": "8dfb9525-9617-44a4-ae30-7d07bac6c27c"
+      "id": "b1f8ea3f-0c14-4888-9b24-3990e983feef"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "\n",
         "*Aids the eye in seeing patterns in the presence of overplotting.*"
       ],
-      "id": "71405d2c-a9b2-40d1-b2f6-c1f33c90e3ff"
+      "id": "7015d7ff-533a-4774-b5ac-af0de34dc1cd"
     },
     {
       "cell_type": "code",
@@ -112,7 +112,7 @@
         "small numbers make a wigglier curve, larger numbers make a smoother\n",
         "curve."
       ],
-      "id": "a8ec3d9b-0106-4000-88aa-b3f839f80db3"
+      "id": "a763c4d0-6b74-43c0-b14b-35111656ad73"
     },
     {
       "cell_type": "code",
@@ -150,7 +150,7 @@
       "source": [
         "You can remove confidence interval around smooth with `se=False`:"
       ],
-      "id": "dd1a10d0-1beb-4391-b3a8-6683cc89a14f"
+      "id": "a0048e7c-c93e-4db1-b156-0f017053e17a"
     },
     {
       "cell_type": "code",
@@ -188,7 +188,7 @@
       "source": [
         "Instead of a loess smooth, you can use any other modelling function:"
       ],
-      "id": "25fd3e70-f76e-4717-a4e0-ae9d81fc866a"
+      "id": "6b6c60b7-49a2-42fe-8330-b85d248937a2"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_step-preview.html b/examples/geom_step-preview.html
index 3a62cdd9a..7d926b65c 100644
--- a/examples/geom_step-preview.html
+++ b/examples/geom_step-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Step plots</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Step plots</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Step plots</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_step.out.ipynb b/examples/geom_step.out.ipynb
index 47332e444..d371e6e3b 100644
--- a/examples/geom_step.out.ipynb
+++ b/examples/geom_step.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Step plots"
       ],
-      "id": "526d7a7b-48d5-43aa-a349-45a847f84178"
+      "id": "d82d33d9-c871-4f41-9486-1171ca39c815"
     },
     {
       "cell_type": "code",
@@ -45,7 +45,7 @@
         "\n",
         "`geom_step()` connects points using ‘steps’ instead of a line."
       ],
-      "id": "5d0bea4b-5251-4686-94e2-a34cdde24c92"
+      "id": "197e47b8-c8fe-430f-bf6e-851215d5ff10"
     },
     {
       "cell_type": "code",
@@ -83,7 +83,7 @@
         "Plot a step plot using `geom_plot()`. Notice from the first point the\n",
         "line travels vertically then horizontally:"
       ],
-      "id": "cb37724d-ecff-4d4c-b556-be860bc27a22"
+      "id": "03df64a4-9c56-49d1-82a0-2120bb78df64"
     },
     {
       "cell_type": "code",
@@ -123,7 +123,7 @@
         "You can see how `geom_path()` (shown in pink) differs from `geom_line()`\n",
         "(black):"
       ],
-      "id": "90784c8e-da58-45fd-99cf-dfae301668f8"
+      "id": "80833798-0755-4cfc-b5f1-5b8ef7868011"
     },
     {
       "cell_type": "code",
@@ -168,7 +168,7 @@
         "Below `direction='vh'` is shown in black with the default\n",
         "`direction='hv'` shown in pink:"
       ],
-      "id": "b09e0f2f-08eb-4588-bf57-c5a8a524a107"
+      "id": "c65ef8a6-e66f-46ed-b6cd-ea9ef1034690"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_tile-preview.html b/examples/geom_tile-preview.html
index bb07eabe7..e54f4df78 100644
--- a/examples/geom_tile-preview.html
+++ b/examples/geom_tile-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Periodic Table of Elements</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Periodic Table of Elements</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Periodic Table of Elements</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_tile.out.ipynb b/examples/geom_tile.out.ipynb
index b7e098cb1..cb47ac10c 100644
--- a/examples/geom_tile.out.ipynb
+++ b/examples/geom_tile.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Periodic Table of Elements"
       ],
-      "id": "f21d7189-a7a9-42c8-a922-abf6862df7ef"
+      "id": "cbb387d1-26e4-447a-b11f-9a2cdd95ccd7"
     },
     {
       "cell_type": "code",
@@ -53,7 +53,7 @@
         "\n",
         "Read the data."
       ],
-      "id": "f567fc5d-d4b5-453c-be71-c3206f6d77a3"
+      "id": "41d3fe8f-de6a-4cef-ba02-a6772fdff100"
     },
     {
       "cell_type": "code",
@@ -93,7 +93,7 @@
         "Alter the data types of the information that will be plotted. This makes\n",
         "it convenient to work with."
       ],
-      "id": "37ec11bc-662a-4dbc-b719-85446f02bc54"
+      "id": "de1816e4-bb7b-406b-be6f-d5239aa023ff"
     },
     {
       "cell_type": "code",
@@ -123,7 +123,7 @@
         "the `top` have groups, and those in the `bottom` have no groups. We make\n",
         "separate dataframes for both – they have different alignments."
       ],
-      "id": "20bd41ec-56d6-45ba-aa50-374f11600bbc"
+      "id": "546e3a84-002b-4a99-8a38-96e7c28e7180"
     },
     {
       "cell_type": "code",
@@ -150,7 +150,7 @@
         "The `top` table is nice and well behaving. The `x` location of the\n",
         "elements indicate the group and the `y` locations the period."
       ],
-      "id": "a5f58f80-544d-4c87-ac61-ad466c0fc39d"
+      "id": "d7c8888f-4910-464f-832f-1fa4c6fb07ee"
     },
     {
       "cell_type": "code",
@@ -181,7 +181,7 @@
         "We add a vertical shift to give us a good `y` location that gives the\n",
         "appearance of two tables."
       ],
-      "id": "790c3505-aace-49eb-b4e3-2e6659e9fa80"
+      "id": "03581fbc-4ba7-41d7-af70-b6cf3a2a0b09"
     },
     {
       "cell_type": "code",
@@ -213,7 +213,7 @@
         "of space. To get a good effect, the tile dimensions should be less than\n",
         "1."
       ],
-      "id": "0281cbe6-3eab-4607-9e21-fdbf4b4659c8"
+      "id": "ad0350a1-4430-434a-bb41-68ea6afc300a"
     },
     {
       "cell_type": "code",
@@ -239,7 +239,7 @@
       "source": [
         "First peak"
       ],
-      "id": "70eba8d6-1dbe-41ae-920b-d9ea8fc01965"
+      "id": "8bbfff62-0aed-46e0-9122-c4de31e5f3e0"
     },
     {
       "cell_type": "code",
@@ -277,7 +277,7 @@
         "`y` locations since the periods are drawn in descending order. But, we\n",
         "can fix that with a `reverse` scale."
       ],
-      "id": "f2a20635-5038-49d7-904b-c183c08691b9"
+      "id": "63871141-8b09-45a3-8611-0851af8dd87a"
     },
     {
       "cell_type": "code",
@@ -314,7 +314,7 @@
       "source": [
         "Let us apply some color to it."
       ],
-      "id": "48863ca3-cff7-451d-ab4e-2771d7f734eb"
+      "id": "f9d91cf3-7697-45e4-b1ab-6c84036d9986"
     },
     {
       "cell_type": "code",
@@ -362,7 +362,7 @@
         "\n",
         "We use a function that accepts a dataframe, and returns a list of geoms."
       ],
-      "id": "ff4b0bcf-e016-4b2f-a8d0-3c60e1355f9b"
+      "id": "6c4e1215-f98f-44e8-81d1-6e6fcce406ef"
     },
     {
       "cell_type": "code",
@@ -427,7 +427,7 @@
         "the `theme` create a larger figure. `coord_equal` give us equal units\n",
         "along the axes, this makes the tiles square."
       ],
-      "id": "7f5aad74-3eb9-4ce2-89d6-1f88750e130f"
+      "id": "687fb358-3663-478c-a48a-bd83d56c2fa9"
     },
     {
       "cell_type": "code",
@@ -475,7 +475,7 @@
         "`y` locations. We create a dataframe with this information to create a\n",
         "half-tile. A half-tile is centered at the quarter mark."
       ],
-      "id": "4ce8c8c4-3a1d-4023-8ece-6071070cdd62"
+      "id": "a4ad3819-89dc-4f37-996c-9ffd1da650f8"
     },
     {
       "cell_type": "code",
@@ -540,7 +540,7 @@
         "Change the `fill` color for a different look and use a `theme` that\n",
         "clears out all the clutter."
       ],
-      "id": "89eb43ac-b16f-46cc-88d9-2ccccb794735"
+      "id": "7a02c6c9-acf0-4794-a784-aac8d7a3bdbd"
     },
     {
       "cell_type": "code",
@@ -590,7 +590,7 @@
         "\n",
         "For the period number, we set the `breaks` on the `y scale`."
       ],
-      "id": "89c9d8de-8af8-4533-97c2-6110ad9de21b"
+      "id": "b4b89474-6648-47f5-9d9b-6938e6759c24"
     },
     {
       "cell_type": "code",
@@ -621,7 +621,7 @@
       "source": [
         "Finally,"
       ],
-      "id": "b2ff4bec-a6e6-4ee2-ab89-3a0f9e804755"
+      "id": "5243f2ac-663b-4350-8b78-6613ffd1a0f4"
     },
     {
       "cell_type": "code",
@@ -685,7 +685,7 @@
         "\n",
         "Read data"
       ],
-      "id": "3ee97fa9-6e07-4526-9361-76e699d74911"
+      "id": "519d2817-cbd3-4d5c-b005-a90fb87203c5"
     },
     {
       "cell_type": "code",
@@ -759,7 +759,7 @@
         "passenger numbers. We use `pd.cut` to partition the number of passengers\n",
         "into two *discrete* groups."
       ],
-      "id": "475229e2-3950-4fcb-9d41-298908ba1002"
+      "id": "b9b82629-55ac-474f-b73c-4e99e619de22"
     },
     {
       "cell_type": "code",
@@ -826,7 +826,7 @@
         "Last tweaks, put `January` at the top and remove the axis ticks and plot\n",
         "background."
       ],
-      "id": "3f102d5f-014c-43ae-b3dc-9e37dee013e2"
+      "id": "ac8f0366-fca6-422e-879d-9baceac80829"
     },
     {
       "cell_type": "code",
@@ -881,7 +881,7 @@
         "seaborn](https://seaborn.pydata.org/examples/heatmap_annotation.html)\n",
         "example."
       ],
-      "id": "42296c01-717d-468a-8d70-773073a03356"
+      "id": "6b084866-934a-4745-9061-d34a2701a89f"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_violin-preview.html b/examples/geom_violin-preview.html
index 75786c023..0d80d3b1a 100644
--- a/examples/geom_violin-preview.html
+++ b/examples/geom_violin-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Violins, Boxes, Points and Lines</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Violins, Boxes, Points and Lines</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Violins, Boxes, Points and Lines</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_violin.out.ipynb b/examples/geom_violin.out.ipynb
index 9f3bd97cc..f47594f01 100644
--- a/examples/geom_violin.out.ipynb
+++ b/examples/geom_violin.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Violins, Boxes, Points and Lines"
       ],
-      "id": "52a52a1f-289a-4474-9527-8ea60be37abc"
+      "id": "2ae9a502-bdab-44fb-b321-2277815b409c"
     },
     {
       "cell_type": "code",
@@ -56,7 +56,7 @@
         "For demonstration we shall generate data with a `before` measurement and\n",
         "an `after` measurement."
       ],
-      "id": "174571ae-c29c-4750-b345-c0df56363435"
+      "id": "d36d4d0d-7495-464a-9d51-73434c5b9885"
     },
     {
       "cell_type": "code",
@@ -107,7 +107,7 @@
       "source": [
         "A basic violin plot shows distributions of the two sets of data."
       ],
-      "id": "e0c53149-e69f-41e3-ae04-c52a4a60e8cb"
+      "id": "65c6156b-b6a0-4db4-ad54-ecb0447044b0"
     },
     {
       "cell_type": "code",
@@ -142,7 +142,7 @@
       "source": [
         "Add the original data in form of points."
       ],
-      "id": "38f50d4a-90bf-4d34-8b53-14a9714e0859"
+      "id": "53979ae8-75b0-454f-b051-007cc9bf905b"
     },
     {
       "cell_type": "code",
@@ -181,7 +181,7 @@
         "in half and choose to alternate with the left half for the first one and\n",
         "the right half for the second."
       ],
-      "id": "53075e6c-bc08-4bfb-b6ce-48039fc22a74"
+      "id": "55d60396-bfab-405c-b551-46aac160d50f"
     },
     {
       "cell_type": "code",
@@ -217,7 +217,7 @@
       "source": [
         "Link up the points to get a sense of how the data the moves."
       ],
-      "id": "0c4e5b7f-9bfb-4189-b461-4f69678052f2"
+      "id": "13780ac1-324b-4f66-abeb-e8c22816260d"
     },
     {
       "cell_type": "code",
@@ -266,7 +266,7 @@
         "`1, 2, 3, ...`, so we use that move objects of adjacent groups in\n",
         "opposite directions i.e \\$(-1)^1, (-1)^2, (-1)^3 … = -1, 1, -1… \\$"
       ],
-      "id": "a56908bb-1f07-4633-8820-51a1c776be4e"
+      "id": "7f4988a3-45f7-4da7-b5ea-e41acaef69de"
     },
     {
       "cell_type": "code",
@@ -316,7 +316,7 @@
         "and the center of the points is `2 * shift`, so we can use the `shift`\n",
         "to control the width of the boxplot."
       ],
-      "id": "e1a37f01-5a48-4bea-bdb8-4cd53214c055"
+      "id": "eb420449-3a5d-480e-bd26-41926126775d"
     },
     {
       "cell_type": "code",
@@ -354,7 +354,7 @@
       "source": [
         "Finall, style it up."
       ],
-      "id": "1d672a2a-bdbb-4689-a3bc-20a173daf896"
+      "id": "efec789d-ffd5-4698-84cd-fed53d8ea74d"
     },
     {
       "cell_type": "code",
@@ -401,7 +401,7 @@
         "Langen](https://github.com/jorvlan) (@jorvlan) at\n",
         "https://github.com/jorvlan/open-visualizations."
       ],
-      "id": "4ccd3495-d8f7-4a6e-8d0e-3f79becc9c42"
+      "id": "8c10b402-eadf-4e38-96be-ab2954f6cd0b"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_vline-preview.html b/examples/geom_vline-preview.html
index f04f1ea05..d80f6d12d 100644
--- a/examples/geom_vline-preview.html
+++ b/examples/geom_vline-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Vertical line</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Vertical line</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> Vertical line</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/geom_vline.out.ipynb b/examples/geom_vline.out.ipynb
index 9c3295f86..0dd4d895c 100644
--- a/examples/geom_vline.out.ipynb
+++ b/examples/geom_vline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Vertical line"
       ],
-      "id": "85d82e25-fecb-47dd-836d-a95766639197"
+      "id": "9adeec03-0177-4140-8669-c481026fde93"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "`geom_vline()` draws a vertical line, and is useful as a guide."
       ],
-      "id": "e9151683-cde4-4031-9fd5-9ca61464dc3f"
+      "id": "615f4c48-f4f7-4743-bbc7-f4a49c339097"
     },
     {
       "cell_type": "code",
@@ -81,7 +81,7 @@
         "It’s useful to use `geom_vline()` with some data, so we start with a\n",
         "basic scatter plot:"
       ],
-      "id": "f7e9777b-d1a3-4d5d-aa8d-244f346465c7"
+      "id": "a305ed82-fd6f-4c46-9219-0af3cce8c0fe"
     },
     {
       "cell_type": "code",
@@ -118,7 +118,7 @@
       "source": [
         "Add a vertical line to the scatter plot:"
       ],
-      "id": "9628b591-863c-4182-8a80-4ed5e7519ea9"
+      "id": "9e016d57-a07a-45f0-b2bf-a71b80e2c216"
     },
     {
       "cell_type": "code",
@@ -156,7 +156,7 @@
       "source": [
         "You can add many vertical lines:"
       ],
-      "id": "417c647a-7962-4ca3-bc44-0e18c39a388b"
+      "id": "eee1f606-8d8e-4d81-b725-9975bac9876a"
     },
     {
       "cell_type": "code",
@@ -228,7 +228,7 @@
       "source": [
         "Add vertical lines to a facet plot:"
       ],
-      "id": "c3872c47-6eb7-40ee-9c75-1329cdcba39b"
+      "id": "125a8b73-97ba-43a4-8589-11421f6a32f4"
     },
     {
       "cell_type": "code",
diff --git a/examples/scale_x_continuous-preview.html b/examples/scale_x_continuous-preview.html
index 0b6d4f516..779f19495 100644
--- a/examples/scale_x_continuous-preview.html
+++ b/examples/scale_x_continuous-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - Guitar Neck ###</title>
+    <title>plotnine 0.0.post1+gab5bda0 - Guitar Neck ###</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> Guitar Neck ###</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/scale_x_continuous.out.ipynb b/examples/scale_x_continuous.out.ipynb
index 0a9df763b..309d2629a 100644
--- a/examples/scale_x_continuous.out.ipynb
+++ b/examples/scale_x_continuous.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Guitar Neck \\###"
       ],
-      "id": "5bf0bab7-29df-4b77-96d4-eacd3f6f19c9"
+      "id": "0af6203c-880a-4467-a099-ac537b620254"
     },
     {
       "cell_type": "code",
@@ -53,7 +53,7 @@
         "The key parts of *any* transform object are the `transform` and\n",
         "`inverse` functions."
       ],
-      "id": "0940845b-1742-4f9a-8e24-5ec59457b304"
+      "id": "af664c13-597b-4ffe-a563-1ff5b5d202e3"
     },
     {
       "cell_type": "code",
@@ -112,7 +112,7 @@
         "\n",
         "Some chord Data"
       ],
-      "id": "944186d2-907d-4fac-b4df-22cbb5e24d7d"
+      "id": "e526357c-5d01-461c-9fe5-ea726cfdea4b"
     },
     {
       "cell_type": "code",
@@ -151,7 +151,7 @@
       "source": [
         "Visualizing the chord"
       ],
-      "id": "d1b63117-5348-4905-b9bb-722119566df1"
+      "id": "0dda6e5d-13bc-4473-a52b-8218a9d33cdf"
     },
     {
       "cell_type": "code",
@@ -210,7 +210,7 @@
         "Vitale](https://github.com/jonvitale) who wanted to create graphics for\n",
         "a guitar scale trainer."
       ],
-      "id": "42385e70-8caa-40e3-acfb-9fdb0a503061"
+      "id": "c6acb654-1cda-4f75-a06e-a2fba35d660e"
     }
   ],
   "nbformat": 4,
diff --git a/examples/stage-preview.html b/examples/stage-preview.html
index c2b79e25b..fe0e61408 100644
--- a/examples/stage-preview.html
+++ b/examples/stage-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460 - stage</title>
+    <title>plotnine 0.0.post1+gab5bda0 - stage</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -206,7 +206,7 @@ <h6><i class="bi bi-journal-code"></i> stage</h6>
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/stage.out.ipynb b/examples/stage.out.ipynb
index 328d30e87..181aee884 100644
--- a/examples/stage.out.ipynb
+++ b/examples/stage.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# stage"
       ],
-      "id": "90e285c5-6708-4a74-9a0b-fa20f374ad98"
+      "id": "7a45bc0d-efe5-4f6f-913f-d62b813c1d15"
     },
     {
       "cell_type": "code",
@@ -47,7 +47,7 @@
       "source": [
         "### stage"
       ],
-      "id": "88d46bca-e42b-42e9-af03-5cc3eb17c0ad"
+      "id": "03bc748c-a11f-455e-8269-3f28b8c140d2"
     },
     {
       "cell_type": "code",
@@ -87,7 +87,7 @@
       "source": [
         "Add the corresponding count on top of each bar."
       ],
-      "id": "453a477d-2cfb-4282-950f-41df51ce5ace"
+      "id": "42e2200d-7827-4d9c-835f-12c0da4ab340"
     },
     {
       "cell_type": "code",
@@ -123,7 +123,7 @@
       "source": [
         "Adjust the `y` position so that the counts do not overlap the bars."
       ],
-      "id": "87e47973-ec9c-4773-85c2-c04e9207351d"
+      "id": "52e3ad78-e809-4353-9e86-c6a6acbe615c"
     },
     {
       "cell_type": "code",
@@ -160,7 +160,7 @@
         "Note that this will work even nicely for stacked bars where adjustig the\n",
         "position with `nudge_y=0.1` would not."
       ],
-      "id": "56dd4629-772d-4255-baba-fd97ea7eff9c"
+      "id": "3992a8bc-973b-42c5-96b2-442dccd006e7"
     },
     {
       "cell_type": "code",
@@ -197,7 +197,7 @@
       "source": [
         "## Create a binned 2d plot with counts"
       ],
-      "id": "941b31a7-da6d-43e3-9314-dcc03d4b800d"
+      "id": "51b5af93-0df7-4772-a639-92951dcb0158"
     },
     {
       "cell_type": "code",
@@ -265,7 +265,7 @@
         "Note that the binning parameters for the `geom` and `stat` combination\n",
         "must be the same. In this case it is the `binwidth`."
       ],
-      "id": "45035b75-0b58-448e-9852-f908001b0950"
+      "id": "2ef707fe-7210-4617-80e4-4326798e0e00"
     },
     {
       "cell_type": "code",
diff --git a/examples/theme-preview.html b/examples/theme-preview.html
index 7694b0a64..a07fd7d1e 100644
--- a/examples/theme-preview.html
+++ b/examples/theme-preview.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-    <title>plotnine 0.0.post1+ga4f0460</title>
+    <title>plotnine 0.0.post1+gab5bda0</title>
     <style>
       code{white-space: pre-wrap;}
       span.smallcaps{font-variant: small-caps;}
@@ -208,7 +208,7 @@ <h6><i class="bi bi-journal-code"></i> We use theme_void as the base theme so th
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="../index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/theme.out.ipynb b/examples/theme.out.ipynb
index 341db1152..00a4b40c0 100644
--- a/examples/theme.out.ipynb
+++ b/examples/theme.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "#"
       ],
-      "id": "7e09a571-cfdc-46a2-9bb2-dd867546724b"
+      "id": "2b761a78-0c53-44de-9eac-6d09508605f6"
     },
     {
       "cell_type": "code",
@@ -81,7 +81,7 @@
       "source": [
         "The base plots we will use for the demonstation and some colors."
       ],
-      "id": "30ed4f1c-6f3f-48fb-8c98-89548e8621d7"
+      "id": "14a24b21-6b3b-4e87-ac26-e2c30d8f3b76"
     },
     {
       "cell_type": "code",
@@ -120,7 +120,7 @@
       "source": [
         "What the plots look like unmodified (unthemed)."
       ],
-      "id": "d0dd1415-cbeb-42ce-adb9-8a7b43953c4f"
+      "id": "9095e493-a577-4a52-bb4c-a15d66135339"
     },
     {
       "cell_type": "code",
@@ -188,7 +188,7 @@
         "\n",
         "**text**"
       ],
-      "id": "980700cd-7350-4b0f-a10c-a1d07e9ff4bf"
+      "id": "ca19d3c6-28d7-45a8-bcd1-16dd90ef5c4b"
     },
     {
       "cell_type": "code",
@@ -223,7 +223,7 @@
       "source": [
         "**rect**"
       ],
-      "id": "21c57791-d4a6-499d-ab6e-4c8b78378015"
+      "id": "ffafbcb7-544e-4052-9088-5a618cee1d97"
     },
     {
       "cell_type": "code",
@@ -258,7 +258,7 @@
       "source": [
         "**line**"
       ],
-      "id": "badf26f9-a4e5-46c8-8cd4-a7912d2ff6b5"
+      "id": "d40a3bb5-e577-4faa-97fc-d8a1a33bc2e9"
     },
     {
       "cell_type": "code",
@@ -295,7 +295,7 @@
         "\n",
         "### axis_line and axis_text"
       ],
-      "id": "5f26e916-c15b-4a42-bcf0-a741c105418d"
+      "id": "839797f7-06d5-408f-b808-46642a851251"
     },
     {
       "cell_type": "code",
@@ -379,7 +379,7 @@
       "source": [
         "### axis_title and axis_ticks_pad"
       ],
-      "id": "c0751c80-e9e8-4273-be6a-601364cadf23"
+      "id": "a71b5093-fb04-4636-a65d-58b6260a8a86"
     },
     {
       "cell_type": "code",
@@ -424,7 +424,7 @@
       "source": [
         "### axis_ticks_direction"
       ],
-      "id": "39468300-3dba-42a7-8dd3-857c70de8536"
+      "id": "2da78c93-a253-4160-b405-6f7bb6631f8d"
     },
     {
       "cell_type": "code",
@@ -466,7 +466,7 @@
         "\n",
         "Not all themeables that affect the legend box are demonstrated"
       ],
-      "id": "b9f9e033-496e-4dfa-9b92-8dbd0a3bbed3"
+      "id": "fe6a6660-0d1c-4ebc-aa81-9aa17604a1fd"
     },
     {
       "cell_type": "code",
@@ -523,7 +523,7 @@
       "source": [
         "### plot_background, panel_background and panel_border"
       ],
-      "id": "8c188f4d-bdad-4d32-8d03-f28fef447c67"
+      "id": "33c71389-e75e-43a1-b691-ad8d92ae750c"
     },
     {
       "cell_type": "code",
@@ -563,7 +563,7 @@
       "source": [
         "### panel_grid"
       ],
-      "id": "ded33ba5-9718-45f2-b0dd-e0cc4fa16066"
+      "id": "587ddab7-1739-4eea-ae04-1deb871a4fe4"
     },
     {
       "cell_type": "code",
@@ -608,7 +608,7 @@
       "source": [
         "### strip_background, strip_margin and strip_text"
       ],
-      "id": "0f4d9b16-e145-41f3-9474-abdef17cbb06"
+      "id": "e2e843e2-b1c5-4fdf-894c-78e0d8321d24"
     },
     {
       "cell_type": "code",
@@ -663,7 +663,7 @@
         "height = figure_size[0] * aspect_ratio\n",
         "```"
       ],
-      "id": "83d85c07-96f1-44f5-95ff-230162a0b9f3"
+      "id": "11685fea-ac29-4bf6-a851-3be194a41e2f"
     },
     {
       "cell_type": "code",
diff --git a/external-resources.html b/external-resources.html
index 3fbc7d38c..fddce8ff8 100644
--- a/external-resources.html
+++ b/external-resources.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>plotnine 0.0.post1+ga4f0460 - External Resources</title>
+<title>plotnine 0.0.post1+gab5bda0 - External Resources</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -79,7 +79,7 @@
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a class="navbar-brand" href="./index.html">
-    <span class="navbar-title">plotnine 0.0.post1+ga4f0460</span>
+    <span class="navbar-title">plotnine 0.0.post1+gab5bda0</span>
     </a>
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index 4afe32712..20056a209 100644
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index 5b39ddc9e..a6e1f071f 100644
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@@ -212,7 +212,7 @@ <h1 class="title">A Grammar of Graphics for Python</h1>
 <p>Plotting with a <em>grammar of graphics</em> is powerful. Custom (and otherwise complex) plots are easy to think about and build incremently, while the simple plots remain simple to create.</p>
 <section id="example" class="level2">
 <h2 class="anchored" data-anchor-id="example">Example</h2>
-<div id="9d3760a3" class="cell" data-execution_count="1">
+<div id="edeb007d" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> plotnine <span class="im">import</span> ggplot, geom_point, aes, stat_smooth, facet_wrap</span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> plotnine.data <span class="im">import</span> mtcars</span>
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index dc03c12d6..3bfd93550 100644
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diff --git a/tutorials/miscellaneous-using-letter-as-shapes.html b/tutorials/miscellaneous-using-letter-as-shapes.html
index a60410c10..3278c4c4e 100644
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diff --git a/tutorials/miscellaneous-using-notebook-widgets.html b/tutorials/miscellaneous-using-notebook-widgets.html
index 3220e3de9..c1c361b8a 100644
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