diff --git a/about.html b/about.html
index 7e348ad4f..71ae2c7d7 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+gfd4ab67 - About Plotnine</title>
+<title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/changelog.html b/changelog.html
index 82bdd0843..5cd1514e3 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+gfd4ab67 - Changelog</title>
+<title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
@@ -296,6 +296,7 @@ <h3 class="anchored" data-anchor-id="api-changes">API Changes</h3>
 <li>Requires python &gt;= 3.9</li>
 <li>The name of the calculated aesthetic of <a href="./reference/stat_function.html#plotnine.stats.stat_function"><code>stat_function</code></a> changed from <code>y</code> to <code>fx</code>.</li>
 <li><a href="./reference/stat_ecdf.html#plotnine.stats.stat_ecdf"><code>stat_ecdf</code></a> has gained the <code>pad</code> parameter. The default is set to <code>True</code>, which pads the domain with <code>-inf</code> and <code>inf</code> so that the ECDF does not have discontinuities at the extremes. To get the behaviour, set <code>pad</code> to <code>False</code>. (<a href="https://github.com/has2k1/plotnine/issues/725" title="Issue: #725">#725</a>)</li>
+<li>Removed the environment parameter from <code>ggplot</code>.</li>
 </ul>
 </section>
 <section id="new" class="level3">
@@ -342,7 +343,8 @@ <h3 class="anchored" data-anchor-id="bug-fixes">Bug Fixes</h3>
 <section id="enhancements" class="level3">
 <h3 class="anchored" data-anchor-id="enhancements">Enhancements</h3>
 <ul>
-<li>All <code>__all__</code> variables are explicitly assigned to help static typecheckers infer module attributes. (<a href="https://github.com/has2k1/plotnine/issues/685" title="Issue: #685">#685</a>)</li>
+<li><p>All <code>__all__</code> variables are explicitly assigned to help static typecheckers infer module attributes. (<a href="https://github.com/has2k1/plotnine/issues/685" title="Issue: #685">#685</a>)</p></li>
+<li><p>You can now pickle the drawn matplotlib figures. (<a href="https://github.com/has2k1/plotnine/issues/729" title="Issue: #729">#729</a>)</p></li>
 </ul>
 </section>
 </section>
diff --git a/examples/PlotnineAnimation-preview.html b/examples/PlotnineAnimation-preview.html
index fe146ec33..dc55afba8 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+gfd4ab67 - Spiral Animation ###</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/PlotnineAnimation.out.ipynb b/examples/PlotnineAnimation.out.ipynb
index d37eec72a..096db55f1 100644
--- a/examples/PlotnineAnimation.out.ipynb
+++ b/examples/PlotnineAnimation.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Spiral Animation \\###"
       ],
-      "id": "4e0a8f34-9d10-4940-ab15-0bbdf4854490"
+      "id": "9da0850a-461c-4771-921d-25d9feee14ed"
     },
     {
       "cell_type": "code",
@@ -55,7 +55,7 @@
         "with the same limits for each aesthetic, including the `x` and `y`\n",
         "aesthetics."
       ],
-      "id": "5072dd67-240e-4298-b725-88b0bc67c82e"
+      "id": "f2ffbe4b-8795-4e8a-adab-56fe62385d06"
     },
     {
       "cell_type": "code",
@@ -2999,7 +2999,7 @@
       "source": [
         "The final image of the spiral"
       ],
-      "id": "127089a4-8f28-49bc-8d84-97378db3201f"
+      "id": "4ec752f9-4070-45ad-a9c8-d1a94951afd6"
     },
     {
       "cell_type": "code",
diff --git a/examples/aes-preview.html b/examples/aes-preview.html
index 84d5cb414..1b421ae40 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+gfd4ab67 - aes</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/aes.out.ipynb b/examples/aes.out.ipynb
index 5635a39e8..af374a7a1 100644
--- a/examples/aes.out.ipynb
+++ b/examples/aes.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# aes"
       ],
-      "id": "c3b760f6-2144-4f3b-abf4-4d5d564c9304"
+      "id": "75e12e3f-993e-425b-bd88-06b6e697e780"
     },
     {
       "cell_type": "code",
@@ -40,7 +40,7 @@
         "\n",
         "Mapping variables to the visual properties of a plot."
       ],
-      "id": "511d142e-2b64-4a41-a02a-02685ccd817a"
+      "id": "a01d3a90-68a3-44e0-9382-5f33fb4a31f3"
     },
     {
       "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": "3440404e-946d-4262-be2b-96b6bddb8836"
+      "id": "99ae4e7d-49b4-4484-9dcf-3ab609dff799"
     },
     {
       "cell_type": "code",
diff --git a/examples/after_scale-preview.html b/examples/after_scale-preview.html
index e428f9150..c25f62c7e 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+gfd4ab67 - after_scale</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 e4919dc58..12981f627 100644
--- a/examples/after_scale.out.ipynb
+++ b/examples/after_scale.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# after_scale"
       ],
-      "id": "fa669281-17d5-4d0a-829f-66911aefea7b"
+      "id": "7d73f288-4d70-4d3d-8312-7a0dfeb76ce9"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
         "\n",
         "Start off with a mapping to the `color`."
       ],
-      "id": "7a94dc92-24ce-4173-bf7b-439a577c5c73"
+      "id": "c4437f2d-bc0d-41a9-bcb6-43638ff4191f"
     },
     {
       "cell_type": "code",
@@ -85,7 +85,7 @@
       "source": [
         "We can match the `color` with the `fill`."
       ],
-      "id": "65ed866b-97a0-4de1-bbf6-3411a8434104"
+      "id": "c5ac5464-d4d9-4f1b-88b1-e3f7d4f91619"
     },
     {
       "cell_type": "code",
@@ -122,7 +122,7 @@
         "modify the `color` by adding to it an alpha channel i.e. `'#AABBCC'` to\n",
         "`'#AABBCC66'`."
       ],
-      "id": "e132abcb-f235-4d53-bfe8-9666ce3ee5d5"
+      "id": "bf8e587b-905a-4f37-88da-7464db0e8eb1"
     },
     {
       "cell_type": "code",
@@ -162,7 +162,7 @@
         "\n",
         "With a fitting theme."
       ],
-      "id": "95658011-ed4f-4719-affa-daa9de906639"
+      "id": "dea20236-7143-4cda-afbc-75ba4daf1dac"
     },
     {
       "cell_type": "code",
diff --git a/examples/after_stat-preview.html b/examples/after_stat-preview.html
index 70714a897..089c77a7a 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+gfd4ab67 - after_stat</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 7bf850dda..8cc572e3f 100644
--- a/examples/after_stat.out.ipynb
+++ b/examples/after_stat.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# after_stat"
       ],
-      "id": "1e9eb8b0-1164-4d54-8ae4-0b1a6d90d899"
+      "id": "9acb4aa4-24e8-4b3b-8950-0308da312b2b"
     },
     {
       "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": "81e264b8-c84b-4d22-80bf-e682bb5598db"
+      "id": "12524c39-a6d0-470e-9945-16919b572aa0"
     },
     {
       "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": "49b27d68-c9ca-48fb-b1d4-e7ad8cd51185"
+      "id": "e845d034-08b7-4f47-908b-702e44abf167"
     },
     {
       "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": "cb174ca0-faea-499d-8265-a04daaf904ae"
+      "id": "e305cfb7-eeba-4bb5-8c91-886a86015af3"
     },
     {
       "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": "39933922-0e39-4bac-a5e9-419ab279a23e"
+      "id": "2749dbea-a41c-462b-ba99-11efb1ab5be5"
     },
     {
       "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": "4c0d780b-c7eb-48cb-93d5-23feb3461d6c"
+      "id": "c1b2ea22-34db-4db1-a96d-3dae4a2ea32a"
     },
     {
       "cell_type": "code",
diff --git a/examples/facet_grid-preview.html b/examples/facet_grid-preview.html
index 6feb8ed20..c16999757 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+gfd4ab67 - Facet grid</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 592dc448a..16cb272e9 100644
--- a/examples/facet_grid.out.ipynb
+++ b/examples/facet_grid.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Facet grid"
       ],
-      "id": "68bfa4c3-fd10-4a2f-93a0-036d57c233c7"
+      "id": "5fcfa140-82cd-4f8b-b352-638f9eb4b740"
     },
     {
       "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": "05038202-aa22-48d5-98e2-994f56dd076b"
+      "id": "f2b5d0b2-7c7c-4c97-a282-a6a262bb6f43"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "Basic scatter plot:"
       ],
-      "id": "993bcebd-53f3-404d-b5d8-dcd1cfd500cf"
+      "id": "c7b29e36-4064-400b-abc6-1f8db38e22d6"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
       "source": [
         "Facet a discrete variable into rows:"
       ],
-      "id": "5c5b08ac-3ac8-42da-b582-28a13480f95c"
+      "id": "0474afc1-f110-4dc7-a0df-4ec92c97c9af"
     },
     {
       "cell_type": "code",
@@ -157,7 +157,7 @@
       "source": [
         "Facet a discrete variable into columns:"
       ],
-      "id": "87d9d51d-b780-433d-b7f0-7041f01f8b56"
+      "id": "8d5a434d-f6be-4f86-ace7-5fdde7f38527"
     },
     {
       "cell_type": "code",
@@ -195,7 +195,7 @@
       "source": [
         "Facet two discrete variables into rows and columns:"
       ],
-      "id": "89ebd99e-bc05-4076-8e5c-86acbbe07d88"
+      "id": "1a8d90cf-5838-4cfa-9081-b51cdaea5f91"
     },
     {
       "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": "632253f8-ac2f-415f-a327-bed4f9c72980"
+      "id": "ec2872bb-3167-4f53-9414-91174ed3d73e"
     },
     {
       "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": "bb9798c5-e0d3-4822-8e26-30a236af5ed6"
+      "id": "c0c00b75-f148-4eff-bcfd-b5af99ab430a"
     },
     {
       "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": "af9f37f3-c9c0-4abc-9a65-afa644f886d1"
+      "id": "d15ca573-f2ea-4772-85a1-374f3050b795"
     },
     {
       "cell_type": "code",
@@ -370,7 +370,7 @@
       "source": [
         "You can add two discrete variables to a facet:"
       ],
-      "id": "76c164e6-809c-4159-87d5-2bfb0c6b1091"
+      "id": "d468993f-01fa-4e30-b294-0ceab1f1d412"
     },
     {
       "cell_type": "code",
@@ -469,7 +469,7 @@
         "You can also change the colour of the strip by specifying `color` in\n",
         "`element_text()` ."
       ],
-      "id": "d916f4d1-2a06-4af7-9cbb-88c74838c45e"
+      "id": "252f7e34-e724-43da-9eb0-765b11cac764"
     },
     {
       "cell_type": "code",
diff --git a/examples/facet_wrap-preview.html b/examples/facet_wrap-preview.html
index d3909f4d2..803db17df 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+gfd4ab67 - Facet wrap</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 77b9318ed..d34d49668 100644
--- a/examples/facet_wrap.out.ipynb
+++ b/examples/facet_wrap.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Facet wrap"
       ],
-      "id": "24c10b67-df57-468d-8cf7-17e1a9d0c7c5"
+      "id": "07d54b82-ba7f-4c6d-856f-7c7983ab5634"
     },
     {
       "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": "10b2e3d9-d202-457b-9300-619145768b79"
+      "id": "540adafc-bc32-4123-9e47-4fd1744796d5"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "Basic scatter plot:"
       ],
-      "id": "444f3c8c-f563-48ec-86c0-6ed61a81efc4"
+      "id": "4dc70183-a606-4440-8ab4-aefbdeee4a8d"
     },
     {
       "cell_type": "code",
@@ -119,7 +119,7 @@
       "source": [
         "Facet a discrete variable using `facet_wrap()`:"
       ],
-      "id": "694a3ece-d0b7-49d2-acc4-ee33270924cc"
+      "id": "fbc47bb4-17d2-4172-81b0-3b4b1651c014"
     },
     {
       "cell_type": "code",
@@ -158,7 +158,7 @@
         "Control the number of rows and columns with the options `nrow` and\n",
         "`ncol`:"
       ],
-      "id": "3bbf92af-1312-471a-b643-2e0370d1062e"
+      "id": "3d089269-bb59-4e13-bd46-9bc6df0596da"
     },
     {
       "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": "1b16950d-0a12-4438-9989-932c8013ef7d"
+      "id": "02839b5b-297a-4ed9-9d56-9e07cb407c88"
     },
     {
       "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": "43b1c0e5-163f-4085-9812-4560cbeaca86"
+      "id": "0e37c028-5c86-43c2-95e3-3d36f2eb70b4"
     },
     {
       "cell_type": "code",
@@ -340,7 +340,7 @@
         "\n",
         "A fixed scale is the default and does not need to be specified."
       ],
-      "id": "54e1e01a-7c5e-4eaa-ab14-a78ae20e6137"
+      "id": "68cbfddc-fb4f-4251-8912-29ab5489239a"
     },
     {
       "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": "9afc0b6b-901f-4797-baf9-61cde994d510"
+      "id": "6c4db5a4-fbb0-4260-b850-6026bb115ee8"
     },
     {
       "cell_type": "code",
@@ -423,7 +423,7 @@
       "source": [
         "You can add two discrete variables to a facet:"
       ],
-      "id": "c5ddd223-90b6-4e06-8aee-9449d1d9e11f"
+      "id": "873f056d-fc77-46d6-a2b9-f0a54845388c"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_abline-preview.html b/examples/geom_abline-preview.html
index d6f613133..c6cf0294b 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+gfd4ab67 - AB line</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 8883c6b2c..5c0ee77d4 100644
--- a/examples/geom_abline.out.ipynb
+++ b/examples/geom_abline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# AB line"
       ],
-      "id": "7b40a48d-02fd-4587-85ca-645bb58abfbb"
+      "id": "436b141d-251b-4e35-9c5a-f8024f5bcb08"
     },
     {
       "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": "d6a92d7d-cb48-4d15-9b95-ad84db034e74"
+      "id": "bb29c1e4-2685-464f-afc4-0b861153c0c9"
     },
     {
       "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": "5141cf43-53e9-4bc0-abdd-91ef55bd02bb"
+      "id": "d651849d-8379-4f2c-a81d-219e428461d7"
     },
     {
       "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": "fd74d027-ea61-4e9a-9157-11b0273af84a"
+      "id": "6ef8e2cb-fd59-45d4-bf25-74c4bde8481a"
     },
     {
       "cell_type": "code",
@@ -162,7 +162,7 @@
       "source": [
         "You can plot two lines on one plot:"
       ],
-      "id": "fbf54219-bd9a-43cb-97a5-53f8003777bd"
+      "id": "a3353f36-970c-43d5-9cfe-a35f60c1bc64"
     },
     {
       "cell_type": "code",
@@ -202,7 +202,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "bb0aa631-0be3-4bf6-90c7-c5b14215e734"
+      "id": "0a0197bd-67e6-4fe6-9018-3d0a1751354b"
     },
     {
       "cell_type": "code",
@@ -245,7 +245,7 @@
       "source": [
         "`geom_abline()` can be used with a facet plot:"
       ],
-      "id": "2796b786-1594-4db9-af46-d3064fd7ca7a"
+      "id": "8feceb5b-0677-4e2a-9ac8-f3aabcabf56c"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_bar-preview.html b/examples/geom_bar-preview.html
index 86e42ea78..b99059f55 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+gfd4ab67 - Bar chart</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 e8692ab72..610a04bd2 100644
--- a/examples/geom_bar.out.ipynb
+++ b/examples/geom_bar.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Bar chart"
       ],
-      "id": "82b1f96b-4645-4139-9830-ad8842508049"
+      "id": "7eb19473-05c2-47c0-a996-46bd92714924"
     },
     {
       "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": "90bda962-7a94-4d59-abda-975d90dd488e"
+      "id": "4ef619ee-330b-4fa7-8ea6-c05cc6a3be88"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_boxplot-preview.html b/examples/geom_boxplot-preview.html
index a938307e0..0b7caba80 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+gfd4ab67 - A box and whiskers plot</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 57cd2a853..49767ab30 100644
--- a/examples/geom_boxplot.out.ipynb
+++ b/examples/geom_boxplot.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# A box and whiskers plot"
       ],
-      "id": "6a98eaa9-7156-4722-bc00-fe038ebbab81"
+      "id": "17a1ac8c-6eec-4d86-9a9e-5fd6dfb8997e"
     },
     {
       "cell_type": "code",
@@ -48,7 +48,7 @@
         "[ggplot2\n",
         "docs](https://ggplot2.tidyverse.org/reference/geom_boxplot.html)"
       ],
-      "id": "b2433421-cbe0-4779-9ed0-1858623b7f78"
+      "id": "609bbb78-c5f9-42ac-8854-8188218f3fb1"
     },
     {
       "cell_type": "code",
@@ -85,7 +85,7 @@
       "source": [
         "Basic boxplot"
       ],
-      "id": "26f4cda0-2c7d-4cc1-94a6-c097c5b5496d"
+      "id": "390e60a5-c514-44d0-8e7c-b0ab76dc6091"
     },
     {
       "cell_type": "code",
@@ -148,7 +148,7 @@
       "source": [
         "Horizontal boxplot"
       ],
-      "id": "be498f72-ae0f-4729-8119-3579d19894d2"
+      "id": "811287be-0158-473b-ac02-645e03b5f7f3"
     },
     {
       "cell_type": "code",
@@ -190,7 +190,7 @@
       "source": [
         "Boxplot with jittered points:"
       ],
-      "id": "32dd3d34-027c-4c4b-a652-4b88e598f53b"
+      "id": "fcc2a663-7c9f-4212-a5cc-56da13b44962"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_col-preview.html b/examples/geom_col-preview.html
index eef7b6aeb..000630f03 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+gfd4ab67 - Two Variable Bar Plot</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 d05e0d80f..2e0626db8 100644
--- a/examples/geom_col.out.ipynb
+++ b/examples/geom_col.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Two Variable Bar Plot"
       ],
-      "id": "2403a51f-1984-49cc-becf-e201e0e6bf3d"
+      "id": "196047b4-1691-4fb1-a2b4-98cc0afa0b82"
     },
     {
       "cell_type": "code",
@@ -51,7 +51,7 @@
         "\n",
         "Create the data"
       ],
-      "id": "4c2436b0-467f-47db-b40b-8d97e7b648a2"
+      "id": "01c3994f-166e-4cfd-bdb9-69a57d588d69"
     },
     {
       "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": "6d543f38-7054-4fe6-93d5-c688788bc07f"
+      "id": "f5002fa7-8b77-49c9-858a-dae7166c42f8"
     },
     {
       "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": "2bb2ba29-29da-48a3-a69e-66ff508a573c"
+      "id": "4ebdda8c-e63c-4a72-8d23-808f03d82d13"
     },
     {
       "cell_type": "code",
@@ -183,7 +183,7 @@
         "make space or it would get clipped. Therefore we adjust the bottom `y`\n",
         "limits."
       ],
-      "id": "a64f5c7b-9e66-4c8f-8617-9395d7dc68d1"
+      "id": "7830b3b4-0ff1-4b86-a3cc-a4276c02262a"
     },
     {
       "cell_type": "code",
@@ -224,7 +224,7 @@
       "source": [
         "Would it look too crowded if we add value labels on top of the bars?"
       ],
-      "id": "b43405f6-a40a-4ad3-ba8b-b2e0a01d481b"
+      "id": "4be4e39a-bd55-43e9-adec-940b83c6454c"
     },
     {
       "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": "e9d869bc-66a5-4f29-b7b8-5632334055dd"
+      "id": "be00408f-0484-41e7-80c8-025c222a1d0f"
     },
     {
       "cell_type": "code",
@@ -331,7 +331,7 @@
         "forgot/misplaced the link to the source. The user considered it a minor\n",
         "coup."
       ],
-      "id": "3e993bc0-0067-4c97-9dda-f1a481a2b7aa"
+      "id": "b34463b9-a84b-448d-b682-d4fc140a0c2a"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_count-preview.html b/examples/geom_count-preview.html
index 9cb2df0e4..1b35bc73b 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+gfd4ab67 - Categorized Data Plot</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 00fd14b74..51ae3d15a 100644
--- a/examples/geom_count.out.ipynb
+++ b/examples/geom_count.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Categorized Data Plot"
       ],
-      "id": "5ce5ba34-1e65-4370-bdb1-6da772b90e9a"
+      "id": "6b1627ee-3eff-40bc-8e07-86ada56a030f"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "*geom_count() makes the point size proportional to the number of points\n",
         "at a location*"
       ],
-      "id": "d58273d5-05b1-49be-a3ea-11026b562449"
+      "id": "16c54630-67de-4299-a57a-ca16120ab1d2"
     },
     {
       "cell_type": "code",
@@ -105,7 +105,7 @@
       "source": [
         "We can adjust the size range of the points with `scale_size_continuous`"
       ],
-      "id": "43e453db-9378-4536-b5d5-a4ac3e3e4799"
+      "id": "e117c7ea-8ee3-48a4-9fa5-2ede3d5c53ca"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_density-preview.html b/examples/geom_density-preview.html
index fbd691267..f015aca23 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+gfd4ab67 - Density Plot</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 f3147e8d0..5f7802549 100644
--- a/examples/geom_density.out.ipynb
+++ b/examples/geom_density.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Density Plot"
       ],
-      "id": "75f5d180-935f-4d51-8175-a534fe83c134"
+      "id": "e6811a70-17d4-4936-b278-8ff8f88d2e9f"
     },
     {
       "cell_type": "code",
@@ -46,7 +46,7 @@
       "source": [
         "### Density Plot"
       ],
-      "id": "1dd1ee12-545a-46d3-834d-d87e0c3e5766"
+      "id": "d94298c2-b947-45a7-adff-76be1130d538"
     },
     {
       "cell_type": "code",
@@ -82,7 +82,7 @@
       "source": [
         "The defaults are not exactly beautiful, but still quite clear."
       ],
-      "id": "af006d7c-64f7-4e2c-b83e-65666d5df2d9"
+      "id": "e96ec46d-339d-4a9f-a3c0-ba0f6619c8b1"
     },
     {
       "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": "02948e4e-d700-45b8-85a3-22ef4db20260"
+      "id": "541e5cc4-99d5-4377-93d5-e2e6de235749"
     },
     {
       "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": "3e95f9ce-3c4e-4ca1-87a0-a05116b3724a"
+      "id": "a3778294-f853-49fc-8b66-675a865b5c6b"
     },
     {
       "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": "51eda97f-8827-488c-9165-1e66cd4fa870"
+      "id": "24c9f86a-b68b-4684-aa39-d74486881c27"
     },
     {
       "cell_type": "code",
@@ -252,7 +252,7 @@
         "\n",
         "Create some data and plot the density"
       ],
-      "id": "c781ce98-a20d-4e04-b747-09f7476cdf48"
+      "id": "40bb869a-aeeb-4c15-b766-ddfb66245e8b"
     },
     {
       "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": "d6d6b94d-1612-409d-a0b8-f1f47aa40881"
+      "id": "a64ff5ec-a93d-4359-a46a-b2ba00256c10"
     },
     {
       "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": "eac68f74-d75f-471a-b6e6-ced683bd6d61"
+      "id": "24104457-942e-4134-8e4e-7c0018d25939"
     },
     {
       "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": "efc5f902-4c4b-439a-b434-b952ea5f6890"
+      "id": "a3e4b054-90e0-481d-b948-d40861f585eb"
     },
     {
       "cell_type": "code",
@@ -462,7 +462,7 @@
         "that we can limit the rows to those where `x` column is within our\n",
         "region."
       ],
-      "id": "7bf12a24-b6f1-4208-a6dc-d2d929951fec"
+      "id": "82bc725d-8efe-4533-8ae5-5d327d5cf8de"
     },
     {
       "cell_type": "code",
@@ -515,7 +515,7 @@
       "source": [
         "That is it, but we can make it look better."
       ],
-      "id": "46727374-8e55-4fc1-a99f-9022fb484041"
+      "id": "2066ae95-09b2-4d9d-b795-950ea9bb3669"
     },
     {
       "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": "508340c0-ce53-4cb3-82d8-f7a3bf6633c5"
+      "id": "50af50fa-92ec-444c-b194-453bfeecd5a8"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_histogram-preview.html b/examples/geom_histogram-preview.html
index 7af6662b2..33039555d 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+gfd4ab67 - Histograms</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 92ded146e..605fab3f6 100644
--- a/examples/geom_histogram.out.ipynb
+++ b/examples/geom_histogram.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Histograms"
       ],
-      "id": "e4a80bc7-93f8-415c-8072-f977e6d0b696"
+      "id": "f5fb5660-6841-41a0-ab75-2113c830b154"
     },
     {
       "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": "bf68c6c6-6145-46c4-853a-7eb9fef94e1a"
+      "id": "33152054-f46f-4752-9c7b-38f867efc283"
     },
     {
       "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": "dcc1e2e3-8714-4e4a-b088-16a3a46df985"
+      "id": "49800945-227e-4011-b0b5-ec10d1ac6337"
     },
     {
       "cell_type": "code",
@@ -142,7 +142,7 @@
         "You can define the width of the bins, by specifying the `binwidth`\n",
         "inside `geom_histogram()`."
       ],
-      "id": "d69730c6-cb16-4e54-8dab-e9a3bc510f9d"
+      "id": "ad532c19-40f4-4c44-8d97-e7d65516cfae"
     },
     {
       "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": "992d9abf-ce3a-4140-b425-ee89844d4282"
+      "id": "da027b5f-aa16-45b3-a0ed-6f9888f90fd1"
     },
     {
       "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": "d5be4313-55c8-43ae-b6ba-21903045bb6b"
+      "id": "7729578a-5465-45da-a335-60d9426618fc"
     },
     {
       "cell_type": "code",
@@ -257,7 +257,7 @@
       "source": [
         "You can normalise the raw count to 1 by using `after_stat('ncount')`:"
       ],
-      "id": "6f755d4a-1f28-4b27-878e-52cc29fc4a41"
+      "id": "c9a36c49-4370-493f-842d-3edbb0ad5afc"
     },
     {
       "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": "1844f5dd-d1ad-493d-8a95-be938283a7c8"
+      "id": "3461c5d1-fd41-42e6-886f-487b7d0bfa57"
     },
     {
       "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": "ee8b6b75-c2a1-4a63-84ae-8e1b4e53c0cd"
+      "id": "66c83387-221a-4964-b472-9e0a1fd55959"
     },
     {
       "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": "ed706527-c5c0-462b-80f8-16d4b8b7fb95"
+      "id": "fb318c4f-a1df-470d-9641-1d575065e724"
     },
     {
       "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": "acfaaab3-65e2-4ac6-a02e-622df5c8f750"
+      "id": "f1936c4a-fe9a-462f-b44d-08661a383a3a"
     },
     {
       "cell_type": "code",
@@ -450,7 +450,7 @@
       "source": [
         "You can also flip the x-y coordinates:"
       ],
-      "id": "be89bbe5-5e8c-40cf-abcf-3fea66ed6a38"
+      "id": "8b3707ac-fd1e-44a6-a488-13c5a530f720"
     },
     {
       "cell_type": "code",
@@ -487,7 +487,7 @@
       "source": [
         "You can visualise counts by other variables using `fill` within `aes()`:"
       ],
-      "id": "654f3467-83fc-46a5-8489-12819c966a4e"
+      "id": "a54b2368-2f51-4673-813c-9ecdf436861b"
     },
     {
       "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": "8aa33560-a7f3-4381-9771-dc79c2a78bfc"
+      "id": "4de01d1a-2559-448a-af1e-acc5990d3f82"
     },
     {
       "cell_type": "code",
@@ -592,7 +592,7 @@
       "source": [
         "Change the look of your plot:"
       ],
-      "id": "1d09b448-3b26-4d99-a7a4-c0d454f3d3ec"
+      "id": "84bc9adf-dd7a-40c1-90ad-b1585fa7287a"
     },
     {
       "cell_type": "code",
@@ -634,7 +634,7 @@
       "source": [
         "Another change, this time changing the fill colours manually:"
       ],
-      "id": "bd3b1e7f-879a-4c89-a7be-5fe6663c7167"
+      "id": "1858f013-5c19-46b7-89c6-5f7c47256c28"
     },
     {
       "cell_type": "code",
@@ -681,7 +681,7 @@
         "normalised by each facet, and not overall. Here’s an example of a facet\n",
         "wrap:"
       ],
-      "id": "d391ea44-8e81-4ee2-8db0-9e0df6822d6b"
+      "id": "4cfe9b09-af28-4214-a1ba-20923322f9cd"
     },
     {
       "cell_type": "code",
@@ -719,7 +719,7 @@
         "Here’s an example of a facet grid with the count normalised in each\n",
         "grid:"
       ],
-      "id": "bf6e447f-f536-488e-9ad7-1b6e786aafea"
+      "id": "88313b06-8533-4991-80f5-7edbd3b2a608"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_hline-preview.html b/examples/geom_hline-preview.html
index d095ce6c5..53b1ab84b 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+gfd4ab67 - Horizontal line</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 245f29dbc..92f7aa793 100644
--- a/examples/geom_hline.out.ipynb
+++ b/examples/geom_hline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Horizontal line"
       ],
-      "id": "a4db815a-c15f-4d30-bac9-3a0856c81098"
+      "id": "c75c9bee-7a21-4099-9715-dc7a201281da"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "`geom_hline()` draws a vertical line, and is useful as a guide."
       ],
-      "id": "64d91bc0-b731-4fe8-b818-6fae570c79cd"
+      "id": "7ee8e756-cd16-441f-a47e-c6d5cdc8d61b"
     },
     {
       "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": "884c3099-98cd-462d-88f0-b344a5ce4416"
+      "id": "0eded190-d77f-4e0e-b95b-1d6d362c2ebc"
     },
     {
       "cell_type": "code",
@@ -118,7 +118,7 @@
       "source": [
         "Now add a horizontal line to the scatter plot:"
       ],
-      "id": "b3349712-6c53-4e05-8ba1-00e2e00d4349"
+      "id": "4a74f14d-52c4-47c0-945a-97c1fb3d5baf"
     },
     {
       "cell_type": "code",
@@ -156,7 +156,7 @@
       "source": [
         "You can add many horizontal lines:"
       ],
-      "id": "f2c99dad-f7d0-4388-a0e6-454e697a1f5d"
+      "id": "9e2b65c0-859d-468a-ab7a-5a2cf923b706"
     },
     {
       "cell_type": "code",
@@ -194,7 +194,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "76fa46fb-8e0e-4836-b236-52097a6022b0"
+      "id": "7f2218ed-f89c-4393-b082-7fe8c2acde42"
     },
     {
       "cell_type": "code",
@@ -236,7 +236,7 @@
       "source": [
         "And you can add horizontal lines to a facet plot:"
       ],
-      "id": "d1d2ef87-ea06-468a-86f3-c8a3cc615ce2"
+      "id": "c8326851-e990-4e5a-a51a-c9afa858b8b1"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_line-preview.html b/examples/geom_line-preview.html
index 83957337e..328a045b9 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+gfd4ab67 - Line plots</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 1f45dd73a..f6d1218e5 100644
--- a/examples/geom_line.out.ipynb
+++ b/examples/geom_line.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Line plots"
       ],
-      "id": "ad98aa29-9ddc-47ba-9da4-fa66cbe6edba"
+      "id": "2cafb7a3-4b14-4c03-8506-ccaa14b02dd8"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "\n",
         "`geom_line()` connects the dots, and is useful for time series data."
       ],
-      "id": "57317d0b-1ae1-44ac-a5c3-65ef2ad0532d"
+      "id": "68ea1ede-8266-4189-b5f0-af612016992e"
     },
     {
       "cell_type": "code",
@@ -108,7 +108,7 @@
       "source": [
         "You can put arrows at the end of a line:"
       ],
-      "id": "e9053612-037d-481a-957c-865078f2d0c2"
+      "id": "cf5c2db7-c9d9-4240-87a0-63daca53f75f"
     },
     {
       "cell_type": "code",
@@ -145,7 +145,7 @@
       "source": [
         "The arrow can be modified for a different look:"
       ],
-      "id": "f8930e90-358c-4985-9ca7-469a4324f191"
+      "id": "fd52432d-6708-4f2e-86fc-0d48fdfac4ee"
     },
     {
       "cell_type": "code",
@@ -185,7 +185,7 @@
       "source": [
         "You can change the look of the line:"
       ],
-      "id": "3fbcc160-245b-44dc-ac31-5f29fa94eb03"
+      "id": "918719d2-9624-4aab-a88a-316835d5ab69"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_map-preview.html b/examples/geom_map-preview.html
index c77843f9b..0c932952a 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+gfd4ab67 - The Political Territories of Westeros</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 db4d19781..e2c6c296d 100644
--- a/examples/geom_map.out.ipynb
+++ b/examples/geom_map.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# The Political Territories of Westeros"
       ],
-      "id": "2a1cbd85-76eb-49b0-8c7d-60c25cba1c40"
+      "id": "aeae7145-96e1-4966-8746-681089835126"
     },
     {
       "cell_type": "code",
@@ -51,7 +51,7 @@
         "\n",
         "Read data and select features in Westeros only."
       ],
-      "id": "cc00ab00-efb3-4724-b30d-45c72aff5e11"
+      "id": "795b7e84-6745-4a03-936f-2b96426a9e58"
     },
     {
       "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": "d06ab780-5acf-4f71-8cc4-c67b7a609298"
+      "id": "3caae32a-030d-45f3-a546-68258aaa7098"
     },
     {
       "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": "869e871c-c063-4ee1-8f12-37d166646861"
+      "id": "66e09ef6-a4dc-4743-8d64-ac27bec5011e"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_path-preview.html b/examples/geom_path-preview.html
index 83b706f14..d37f3c129 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+gfd4ab67 - Path plots</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 8a2538dfe..ab1091545 100644
--- a/examples/geom_path.out.ipynb
+++ b/examples/geom_path.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Path plots"
       ],
-      "id": "41463421-66f4-4f45-b0a8-8ef1c93a895c"
+      "id": "8ee66956-810b-40aa-85b2-91be3c7eb175"
     },
     {
       "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": "41d655b2-e62f-4ba4-bc73-38554c4d2d42"
+      "id": "394b4502-a29b-403d-9e7a-1dcd76a95745"
     },
     {
       "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": "3f3b4544-ba44-4b3f-aa4a-ee678ffa35b3"
+      "id": "5a29312e-e7d0-4359-a8e0-d8eb443733a0"
     },
     {
       "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": "a7dad7a5-47d4-4389-9e5f-cbd1aedc8174"
+      "id": "1bcbc702-0c7e-4d31-be65-001c4be6aec8"
     },
     {
       "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": "b369c199-e848-40d7-a666-a3923c8bd91c"
+      "id": "c904aea3-b7c8-4dda-9f17-eca135044b9c"
     },
     {
       "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": "368e40e3-3d14-49b9-ae8a-9cd2c143a3e6"
+      "id": "aac4096f-7002-47c2-b315-84a3878167fe"
     },
     {
       "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": "8db74f9a-317c-4d0b-a99d-cb9a4725f580"
+      "id": "9f6b7b84-0ae6-4cf3-9fb9-9fd0a3989b81"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_point-preview.html b/examples/geom_point-preview.html
index 3aebb360b..94fb2803f 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+gfd4ab67</title>
+    <title>plotnine 0.0.post1+g49ec85b</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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 9a7bce041..93c93b38e 100644
--- a/examples/geom_point.out.ipynb
+++ b/examples/geom_point.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "#"
       ],
-      "id": "8ac201f7-66d8-406d-b5c3-816a935df604"
+      "id": "5732a311-88f1-4350-b339-981d2416114c"
     },
     {
       "cell_type": "code",
@@ -68,7 +68,7 @@
       "source": [
         "Basic scatter plot"
       ],
-      "id": "0128fd71-50dd-4f13-9299-3d572d467185"
+      "id": "46495aa2-6a44-49b5-b06f-ee6cb9ec799d"
     },
     {
       "cell_type": "code",
@@ -102,7 +102,7 @@
       "source": [
         "Aesthetic mappings"
       ],
-      "id": "a99f99f6-4124-42b5-be6f-93ef7259b635"
+      "id": "aea55f20-82dc-4c3f-a82e-f8c63eba0687"
     },
     {
       "cell_type": "code",
@@ -185,7 +185,7 @@
       "source": [
         "Modify the color scale"
       ],
-      "id": "3921f47d-f3a4-4eb4-9b7b-b0c048845eb9"
+      "id": "eaacde15-bb5c-441f-869a-450516a4300f"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_segment-preview.html b/examples/geom_segment-preview.html
index 5b8d89641..e73883a2b 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+gfd4ab67 - Ranges of Similar Variables</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 d7e89d38f..95bffac5d 100644
--- a/examples/geom_segment.out.ipynb
+++ b/examples/geom_segment.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Ranges of Similar Variables"
       ],
-      "id": "547517e1-71bf-4a91-9bf8-dfc421788552"
+      "id": "061be802-2978-4284-abb9-9fcb5ca85fa4"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "Source: Pew Research Global Attitudes Spring 2015"
       ],
-      "id": "8739302d-e7e8-4474-a9c1-708ba35a3bc3"
+      "id": "9612a6bc-df00-4a77-8c72-bb257eb62dbc"
     },
     {
       "cell_type": "code",
@@ -311,7 +311,7 @@
       "source": [
         "Create age groups for users of social media"
       ],
-      "id": "8fadeb80-34a5-4515-a4fa-55523a78ff51"
+      "id": "94f45e2e-2896-49e0-902a-e79939b046d8"
     },
     {
       "cell_type": "code",
@@ -503,7 +503,7 @@
       "source": [
         "Top 14 countries by response rate to the social media question."
       ],
-      "id": "fc0ec70d-ce06-42bb-bc91-0ec9ffe9709d"
+      "id": "9b9b9355-e8c5-499d-9032-847ac6fad50d"
     },
     {
       "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": "196019ef-e349-4a96-8508-8bd059787a27"
+      "id": "fc2c747c-c98f-4923-abe6-f3fcf76222a5"
     },
     {
       "cell_type": "code",
@@ -986,7 +986,7 @@
       "source": [
         "First plot"
       ],
-      "id": "f6dbd735-2b61-4c2e-b6b2-6e5b8e22b732"
+      "id": "67a2cef6-0af9-4a37-b6d4-f9bc395f3405"
     },
     {
       "cell_type": "code",
@@ -1066,7 +1066,7 @@
       "source": [
         "Tweak it"
       ],
-      "id": "4be67f6b-7ed7-4aee-9a4c-f8533a89e5fe"
+      "id": "2d5b44f8-e197-4d9b-8027-77a7bd3936ed"
     },
     {
       "cell_type": "code",
@@ -1207,7 +1207,7 @@
         "\n",
         "Source: World Bank - Infanct Mortality Rate (per 1,000 live births)b"
       ],
-      "id": "f647f16b-3cd3-4023-858a-8cbf212b9749"
+      "id": "20bb37e9-257e-44e3-a418-e8a07a5c5f30"
     },
     {
       "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": "bc7c8dfe-f92a-4616-b14a-99292cb5bfc2"
+      "id": "f5292de1-bb55-438e-8c2d-11985971dc69"
     },
     {
       "cell_type": "code",
@@ -2786,7 +2786,7 @@
       "source": [
         "Remove the regional aggregates, to create a table with only country data"
       ],
-      "id": "b1ea0a67-dcdd-4b60-9514-b74b84527294"
+      "id": "7adbe986-6a2d-4498-84f3-624677cda3e4"
     },
     {
       "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": "4a96ec14-4e1c-4261-92aa-a1e1977c5e31"
+      "id": "b8248463-f087-4213-b6aa-e5e412153615"
     },
     {
       "cell_type": "code",
@@ -5574,7 +5574,7 @@
       "source": [
         "First graph"
       ],
-      "id": "9e00c527-a09b-484d-b99a-eb7e431c6348"
+      "id": "2bd362fa-1cb1-430e-87ee-6ec712f17b61"
     },
     {
       "cell_type": "code",
@@ -5614,7 +5614,7 @@
       "source": [
         "It has the form we want, but we need to tweak it."
       ],
-      "id": "c9d1e056-89f0-42b5-ad82-0cda6a02f9ab"
+      "id": "80cd0a5f-0adc-47cc-9d57-362f464d8f99"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_smooth-preview.html b/examples/geom_smooth-preview.html
index 478e675ec..106cf0b95 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+gfd4ab67 - Smoothed conditional means</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 02c535d63..c3ba48f16 100644
--- a/examples/geom_smooth.out.ipynb
+++ b/examples/geom_smooth.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Smoothed conditional means"
       ],
-      "id": "72f83d54-9e61-44d9-a40d-b2d136a8488a"
+      "id": "e2235c2c-a3e2-4667-b801-9d2d106af407"
     },
     {
       "cell_type": "code",
@@ -43,7 +43,7 @@
         "\n",
         "*Aids the eye in seeing patterns in the presence of overplotting.*"
       ],
-      "id": "69f5f54c-0cf8-4a23-9710-131bc919f78a"
+      "id": "d4ab96ae-0c76-4602-a1b5-4ea461b364d2"
     },
     {
       "cell_type": "code",
@@ -112,7 +112,7 @@
         "small numbers make a wigglier curve, larger numbers make a smoother\n",
         "curve."
       ],
-      "id": "cee4e054-068a-4522-b6e1-13dffc3d7c02"
+      "id": "a18cfaf3-8931-499e-bd02-68dde89ce8ef"
     },
     {
       "cell_type": "code",
@@ -150,7 +150,7 @@
       "source": [
         "You can remove confidence interval around smooth with `se=False`:"
       ],
-      "id": "c08c8f48-f2c7-46ae-96d6-c9dbdda87aae"
+      "id": "555778bc-bbe1-434b-8233-44b9930881af"
     },
     {
       "cell_type": "code",
@@ -188,7 +188,7 @@
       "source": [
         "Instead of a loess smooth, you can use any other modelling function:"
       ],
-      "id": "f5648313-18e6-43f8-8185-ebf5a3be4488"
+      "id": "1e224ab9-8bda-48ca-a365-9c74ad301108"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_step-preview.html b/examples/geom_step-preview.html
index f4c966fe3..6e79fc65b 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+gfd4ab67 - Step plots</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 12cf0dd63..e099d42fb 100644
--- a/examples/geom_step.out.ipynb
+++ b/examples/geom_step.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Step plots"
       ],
-      "id": "bc84aec7-943c-4616-ab81-263b1afb0947"
+      "id": "b5943e27-190c-4343-a649-866edc262e5a"
     },
     {
       "cell_type": "code",
@@ -45,7 +45,7 @@
         "\n",
         "`geom_step()` connects points using ‘steps’ instead of a line."
       ],
-      "id": "c7295005-2a84-42f0-8f7c-85846924b87d"
+      "id": "7367ef5c-5bde-4b8a-a5e4-474b63010200"
     },
     {
       "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": "79d3c0f5-9805-4b03-9b29-c6c3893f94fa"
+      "id": "9e963519-04e8-4ad8-8e6c-f3486780a45a"
     },
     {
       "cell_type": "code",
@@ -123,7 +123,7 @@
         "You can see how `geom_path()` (shown in pink) differs from `geom_line()`\n",
         "(black):"
       ],
-      "id": "f80190dc-608d-43ea-9caf-8217298d8a94"
+      "id": "2abfcaf8-563a-4d6d-80b0-f8fc2549632f"
     },
     {
       "cell_type": "code",
@@ -168,7 +168,7 @@
         "Below `direction='vh'` is shown in black with the default\n",
         "`direction='hv'` shown in pink:"
       ],
-      "id": "ebcc4040-ffc7-4b5d-ba50-9645524eaf25"
+      "id": "da1e1c12-6d27-41a6-8738-db2085a45477"
     },
     {
       "cell_type": "code",
diff --git a/examples/geom_tile-preview.html b/examples/geom_tile-preview.html
index 2809123c1..cd17e870b 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+gfd4ab67 - Periodic Table of Elements</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 d5db4c2e8..a1f3bbbf9 100644
--- a/examples/geom_tile.out.ipynb
+++ b/examples/geom_tile.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Periodic Table of Elements"
       ],
-      "id": "0226488d-11ba-4ebb-b5b6-cc38e4855eb6"
+      "id": "cbd60f0e-f9c4-450f-9b1e-f116f1be927e"
     },
     {
       "cell_type": "code",
@@ -53,7 +53,7 @@
         "\n",
         "Read the data."
       ],
-      "id": "f65be045-6f25-4a7c-ab1c-7b5e31639e5c"
+      "id": "0da8701a-9647-409b-9c61-9fced8037fef"
     },
     {
       "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": "a74d75f0-1b5a-4957-8e3f-9b187a06a184"
+      "id": "238ae5e9-4f1d-4b68-8a81-c984b5c71581"
     },
     {
       "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": "f27fc8f4-0931-4996-bad4-d179d48aa1d7"
+      "id": "fd015cae-be75-43a6-9e5e-a2ac27b80469"
     },
     {
       "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": "9f55cb25-e833-4dd3-bbbc-5b22ada00139"
+      "id": "d298dcc3-3bb0-4744-a76f-bc4aa7fc1cce"
     },
     {
       "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": "af7d01dd-70a6-4979-af09-d16008ea8344"
+      "id": "d36da2b3-e56f-4c7a-849b-bc20fcd3fbad"
     },
     {
       "cell_type": "code",
@@ -213,7 +213,7 @@
         "of space. To get a good effect, the tile dimensions should be less than\n",
         "1."
       ],
-      "id": "b0bec4a4-28bc-46e9-896a-bf3954a9b8e8"
+      "id": "450acce3-3eab-4295-b541-01568111aaa6"
     },
     {
       "cell_type": "code",
@@ -239,7 +239,7 @@
       "source": [
         "First peak"
       ],
-      "id": "086347cb-21a3-4f8c-81ce-756b8f38106c"
+      "id": "83d46331-28f8-44d5-b10b-9232b44dcbfa"
     },
     {
       "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": "e1fa445c-fd59-4f7f-bdef-225224287712"
+      "id": "c9cad93e-73d4-4805-976f-476fff6cd27c"
     },
     {
       "cell_type": "code",
@@ -314,7 +314,7 @@
       "source": [
         "Let us apply some color to it."
       ],
-      "id": "2434f8fc-68e3-42e3-8770-d91af50f8daa"
+      "id": "a0a4a949-2b43-4d82-8831-42809e89a5d9"
     },
     {
       "cell_type": "code",
@@ -362,7 +362,7 @@
         "\n",
         "We use a function that accepts a dataframe, and returns a list of geoms."
       ],
-      "id": "244de32c-e27d-4f60-94ba-e3e997fb28d3"
+      "id": "332e188b-9ee7-4f55-881d-bf90f919c0f6"
     },
     {
       "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": "83c9db94-47d8-4587-ae75-883635c39de6"
+      "id": "4258f1bd-2f33-4232-989c-fad39f2df7f7"
     },
     {
       "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": "cfdb1a7f-70e9-446b-8b3b-7174304fa529"
+      "id": "1eb1abd0-0625-4d07-a938-7fa3d41e7f8c"
     },
     {
       "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": "193a172f-0400-4e2c-bc7b-c18fba8e48ba"
+      "id": "25b786b4-e90e-48c7-ac3d-208e9a4705d8"
     },
     {
       "cell_type": "code",
@@ -590,7 +590,7 @@
         "\n",
         "For the period number, we set the `breaks` on the `y scale`."
       ],
-      "id": "8dd2beab-ab48-4740-a328-0855fc7698b1"
+      "id": "f7cc341b-80a4-48ed-a620-2700f0c691e4"
     },
     {
       "cell_type": "code",
@@ -621,7 +621,7 @@
       "source": [
         "Finally,"
       ],
-      "id": "f6bc47c6-0b82-4cec-87d5-4adeaefdd9e9"
+      "id": "b0570201-f9fc-4682-a11f-4bba8a7ec64f"
     },
     {
       "cell_type": "code",
@@ -685,7 +685,7 @@
         "\n",
         "Read data"
       ],
-      "id": "52e23ade-f6a9-4e80-afcd-b9fdf48c78ae"
+      "id": "cbc04272-acdc-48ac-b289-6318850cadc5"
     },
     {
       "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": "22878b5b-d128-4305-b683-2fbbb6ed3a9f"
+      "id": "44651ce5-c7bc-4827-ba62-02075d3362b7"
     },
     {
       "cell_type": "code",
@@ -826,7 +826,7 @@
         "Last tweaks, put `January` at the top and remove the axis ticks and plot\n",
         "background."
       ],
-      "id": "fd36d2a1-7350-486c-80a8-a312fc83ee4b"
+      "id": "ca8d82c3-365e-455f-8429-6f851f7e47fc"
     },
     {
       "cell_type": "code",
@@ -881,7 +881,7 @@
         "seaborn](https://seaborn.pydata.org/examples/heatmap_annotation.html)\n",
         "example."
       ],
-      "id": "00f084bd-36d6-41ed-b8fa-55aefa005dde"
+      "id": "bc78982c-d7b6-4f22-a4f9-a7f317ed2bd7"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_violin-preview.html b/examples/geom_violin-preview.html
index c1fc7d2f6..d41831927 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+gfd4ab67 - Violins, Boxes, Points and Lines</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 5bb28ebdf..eaaae6027 100644
--- a/examples/geom_violin.out.ipynb
+++ b/examples/geom_violin.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Violins, Boxes, Points and Lines"
       ],
-      "id": "4b2c02f9-523a-4151-86e9-300c3f17ad61"
+      "id": "b60a7a13-45f5-43d6-903f-97d2bb87975a"
     },
     {
       "cell_type": "code",
@@ -56,7 +56,7 @@
         "For demonstration we shall generate data with a `before` measurement and\n",
         "an `after` measurement."
       ],
-      "id": "bc727ccb-75c8-453a-86fb-06cc35d5075d"
+      "id": "fba7f311-6a3a-4c2e-9cc7-f91516f9bddf"
     },
     {
       "cell_type": "code",
@@ -107,7 +107,7 @@
       "source": [
         "A basic violin plot shows distributions of the two sets of data."
       ],
-      "id": "8699a348-8bcc-4c83-acd8-a3339f53fa27"
+      "id": "4648ebe4-c582-419c-9f5d-0a81ca15b08f"
     },
     {
       "cell_type": "code",
@@ -142,7 +142,7 @@
       "source": [
         "Add the original data in form of points."
       ],
-      "id": "c774da0c-bd8c-4980-ba5c-51274cb73dcb"
+      "id": "da94f680-5749-4903-9a09-367c43705ada"
     },
     {
       "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": "3bb33ed4-27a8-4189-98a7-69cbb5f144b7"
+      "id": "f3f65103-05b8-44e5-80fb-3eb1ef9171d7"
     },
     {
       "cell_type": "code",
@@ -217,7 +217,7 @@
       "source": [
         "Link up the points to get a sense of how the data the moves."
       ],
-      "id": "01a24c0d-bb00-428c-be99-a1fed9f943b6"
+      "id": "9990b44f-a351-4374-9774-58fbdf30cf3a"
     },
     {
       "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": "a64506d7-3ec2-4df0-aea8-50b890222836"
+      "id": "f902c92b-85c2-4cac-aa1e-84657aef76d7"
     },
     {
       "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": "b9c02efe-9e8e-42d3-a952-4f3c49a6ca69"
+      "id": "bdfd2dff-0343-44d8-abee-2350e7a95264"
     },
     {
       "cell_type": "code",
@@ -354,7 +354,7 @@
       "source": [
         "Finall, style it up."
       ],
-      "id": "2d5678b4-f41d-477c-b5fc-1f9a595e9a07"
+      "id": "dc39f683-4b16-4b97-baef-74cb8187f494"
     },
     {
       "cell_type": "code",
@@ -401,7 +401,7 @@
         "Langen](https://github.com/jorvlan) (@jorvlan) at\n",
         "https://github.com/jorvlan/open-visualizations."
       ],
-      "id": "507e9393-1670-4444-906d-ca2a43e7d381"
+      "id": "797070b5-9303-4208-9470-719b96dd78b6"
     }
   ],
   "nbformat": 4,
diff --git a/examples/geom_vline-preview.html b/examples/geom_vline-preview.html
index fc2f9c310..7fe5edd4c 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+gfd4ab67 - Vertical line</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 84b713795..7b5693640 100644
--- a/examples/geom_vline.out.ipynb
+++ b/examples/geom_vline.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Vertical line"
       ],
-      "id": "02f629de-4dd0-4cf0-8d73-6b9732c10219"
+      "id": "f166afe9-2e42-4e6d-bbcf-6bf79881fb79"
     },
     {
       "cell_type": "code",
@@ -44,7 +44,7 @@
         "\n",
         "`geom_vline()` draws a vertical line, and is useful as a guide."
       ],
-      "id": "bea3ca56-eb3b-4bdd-9606-ac82f0d8b207"
+      "id": "7a977ea6-44ba-4015-a522-99333c4bab61"
     },
     {
       "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": "aef36bc8-d612-400f-910e-3d983581b518"
+      "id": "568d77bc-383a-47d7-9ea1-4c455a33f4d1"
     },
     {
       "cell_type": "code",
@@ -118,7 +118,7 @@
       "source": [
         "Add a vertical line to the scatter plot:"
       ],
-      "id": "75c53984-02ef-4c36-af3e-961f7ddd5cf1"
+      "id": "255be435-2435-469d-83ff-53e4452f744b"
     },
     {
       "cell_type": "code",
@@ -156,7 +156,7 @@
       "source": [
         "You can add many vertical lines:"
       ],
-      "id": "57ec45d2-faec-4258-ba33-ed9ee1354d04"
+      "id": "4102ab3e-90e5-450a-9c1e-391952cd1f46"
     },
     {
       "cell_type": "code",
@@ -228,7 +228,7 @@
       "source": [
         "Add vertical lines to a facet plot:"
       ],
-      "id": "f8015301-f3fa-4516-ae77-ecfa02b6068c"
+      "id": "a93bb849-c38a-49e5-9838-6ff7f60790e1"
     },
     {
       "cell_type": "code",
diff --git a/examples/scale_x_continuous-preview.html b/examples/scale_x_continuous-preview.html
index 18b568b0d..f157df94a 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+gfd4ab67 - Guitar Neck ###</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</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 ba575688e..1691d7987 100644
--- a/examples/scale_x_continuous.out.ipynb
+++ b/examples/scale_x_continuous.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# Guitar Neck \\###"
       ],
-      "id": "515900a3-071b-4d87-a64c-5a25a16c70c5"
+      "id": "496a13d0-7575-401d-aa68-15e2b79b99dd"
     },
     {
       "cell_type": "code",
@@ -53,7 +53,7 @@
         "The key parts of *any* transform object are the `transform` and\n",
         "`inverse` functions."
       ],
-      "id": "8a3729d2-f47e-4401-aa58-12d5cfac76fc"
+      "id": "0ca3e9d1-8923-4b0f-9f06-f19816e127ff"
     },
     {
       "cell_type": "code",
@@ -112,7 +112,7 @@
         "\n",
         "Some chord Data"
       ],
-      "id": "3df50b2e-a31a-4b21-b0c3-0e2797ed3c05"
+      "id": "b7908b23-1483-4e04-8922-640835ff7f15"
     },
     {
       "cell_type": "code",
@@ -151,7 +151,7 @@
       "source": [
         "Visualizing the chord"
       ],
-      "id": "9b7591ee-cdf3-4a17-89dd-c5956f5a87ce"
+      "id": "2eb77067-341d-4062-ba99-c7e6506b8a5d"
     },
     {
       "cell_type": "code",
@@ -210,7 +210,7 @@
         "Vitale](https://github.com/jonvitale) who wanted to create graphics for\n",
         "a guitar scale trainer."
       ],
-      "id": "b98f0626-7a60-4bb8-af38-e9ab6b1e452c"
+      "id": "e0cc5f1c-fcd5-418a-bfc3-b3fdf51ae50d"
     }
   ],
   "nbformat": 4,
diff --git a/examples/stage-preview.html b/examples/stage-preview.html
index 7ad31f214..f8c63e0f9 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+gfd4ab67 - stage</title>
+    <title>plotnine 0.0.post1+g49ec85b - 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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/stage.out.ipynb b/examples/stage.out.ipynb
index a00ffba61..c6331c00d 100644
--- a/examples/stage.out.ipynb
+++ b/examples/stage.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# stage"
       ],
-      "id": "43940171-51b7-4670-bc9b-0401bf47c03e"
+      "id": "8885fadb-0e58-4ebc-bb7f-fe7cb5bff4ba"
     },
     {
       "cell_type": "code",
@@ -47,7 +47,7 @@
       "source": [
         "### stage"
       ],
-      "id": "489f8f16-b95d-4e1f-9523-2e3d9e9aace6"
+      "id": "2e6a35dc-b08a-4160-836e-6658c801754e"
     },
     {
       "cell_type": "code",
@@ -87,7 +87,7 @@
       "source": [
         "Add the corresponding count on top of each bar."
       ],
-      "id": "b0f87214-07a8-4c2f-9caf-dc57a54fe0d8"
+      "id": "4bd14a6e-06df-430b-879b-b192ce87749a"
     },
     {
       "cell_type": "code",
@@ -123,7 +123,7 @@
       "source": [
         "Adjust the `y` position so that the counts do not overlap the bars."
       ],
-      "id": "f1526db7-5a37-4c8c-b4a7-189b747f3643"
+      "id": "7e109bf8-72e6-42ee-83b5-da9ddfb6f62f"
     },
     {
       "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": "170c016e-3367-4079-875e-c7a5b6085d60"
+      "id": "0ea50447-675b-455d-8aec-ec0b1fa566ce"
     },
     {
       "cell_type": "code",
@@ -197,7 +197,7 @@
       "source": [
         "## Create a binned 2d plot with counts"
       ],
-      "id": "e143b622-43e4-4d60-b80c-14915f3453bb"
+      "id": "5c2c90ad-fa1a-47d0-8ed3-57d191515761"
     },
     {
       "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": "dc80da69-570b-4879-a873-9ca690e8e8bb"
+      "id": "93b5ab85-1844-473f-a395-f7b4c53c95d7"
     },
     {
       "cell_type": "code",
diff --git a/examples/theme-preview.html b/examples/theme-preview.html
index dfe5c3a14..d17424fb6 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+gfd4ab67</title>
+    <title>plotnine 0.0.post1+g49ec85b</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+gfd4ab67</span>
+    <span class="navbar-title">plotnine 0.0.post1+g49ec85b</span>
     </a>
   </div>
             <div id="quarto-search" class="" title="Search"></div>
diff --git a/examples/theme.out.ipynb b/examples/theme.out.ipynb
index fffcfaa38..4726fc770 100644
--- a/examples/theme.out.ipynb
+++ b/examples/theme.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "#"
       ],
-      "id": "b583f60f-a56b-48ef-9d26-e3175c86353a"
+      "id": "f939bdb2-b0b9-451b-b311-204fa10993f5"
     },
     {
       "cell_type": "code",
@@ -81,7 +81,7 @@
       "source": [
         "The base plots we will use for the demonstation and some colors."
       ],
-      "id": "782819f9-4a01-4b7a-a60f-f6e5fd28d60a"
+      "id": "00b16b3e-b0e8-452d-9fa5-7083da7db737"
     },
     {
       "cell_type": "code",
@@ -120,7 +120,7 @@
       "source": [
         "What the plots look like unmodified (unthemed)."
       ],
-      "id": "04b6df22-0831-4661-abea-eeec90a4020f"
+      "id": "9a2e35ae-6d7c-4d9a-95d6-b9b4992d910f"
     },
     {
       "cell_type": "code",
@@ -188,7 +188,7 @@
         "\n",
         "**text**"
       ],
-      "id": "c9196131-9f9f-4a5f-9fc4-973c5bf7f6bb"
+      "id": "e6a93740-6312-4e5f-a85d-f52409297d79"
     },
     {
       "cell_type": "code",
@@ -223,7 +223,7 @@
       "source": [
         "**rect**"
       ],
-      "id": "b91d325c-1952-473b-b6bf-fc01fcd4844c"
+      "id": "2a131d81-4410-4a15-afb7-bc81c8b12752"
     },
     {
       "cell_type": "code",
@@ -258,7 +258,7 @@
       "source": [
         "**line**"
       ],
-      "id": "b7de41ab-1059-4fa3-a69c-8d4793aade74"
+      "id": "ee5a020d-0c68-4a0e-93c5-2be66d336ee7"
     },
     {
       "cell_type": "code",
@@ -295,7 +295,7 @@
         "\n",
         "### axis_line and axis_text"
       ],
-      "id": "7cff8ba4-05a5-471c-b949-ceafea32d4e6"
+      "id": "32b23bd5-4632-4eb8-9ef4-464feabbe4c8"
     },
     {
       "cell_type": "code",
@@ -379,7 +379,7 @@
       "source": [
         "### axis_title and axis_ticks_pad"
       ],
-      "id": "1aaa07e8-dc4c-4cf4-b6df-f05774b76ada"
+      "id": "ab4ac870-bd8a-431e-9435-3035bb965f75"
     },
     {
       "cell_type": "code",
@@ -424,7 +424,7 @@
       "source": [
         "### axis_ticks_direction"
       ],
-      "id": "acf3f3b8-1ebc-40a9-8e7c-8583804a35d0"
+      "id": "d261a132-dde1-41b3-8c70-ff7e9845bef6"
     },
     {
       "cell_type": "code",
@@ -466,7 +466,7 @@
         "\n",
         "Not all themeables that affect the legend box are demonstrated"
       ],
-      "id": "5dfaedff-50ea-492a-95a3-cad01fef7f51"
+      "id": "34f8e23f-1207-4373-98a8-13cb1a6a141f"
     },
     {
       "cell_type": "code",
@@ -523,7 +523,7 @@
       "source": [
         "### plot_background, panel_background and panel_border"
       ],
-      "id": "6e752049-15b2-483e-9fa6-7f644dc74829"
+      "id": "cc00b07b-e93f-4409-8f7c-79eacd392402"
     },
     {
       "cell_type": "code",
@@ -563,7 +563,7 @@
       "source": [
         "### panel_grid"
       ],
-      "id": "1799dab7-a2f0-4e92-bb0b-d1b026fa9ed9"
+      "id": "037201e5-6df7-4691-ac68-5190a92efbd6"
     },
     {
       "cell_type": "code",
@@ -608,7 +608,7 @@
       "source": [
         "### strip_background, strip_margin and strip_text"
       ],
-      "id": "dd7a8f23-c8bb-41ee-b88e-b8a3be296b41"
+      "id": "560e2721-a30c-4f37-a18e-035c6187987f"
     },
     {
       "cell_type": "code",
@@ -663,7 +663,7 @@
         "height = figure_size[0] * aspect_ratio\n",
         "```"
       ],
-      "id": "f178768a-6285-4258-9bfa-a8a5295c2105"
+      "id": "a738385d-7a99-4c27-a421-23a9b3524541"
     },
     {
       "cell_type": "code",
diff --git a/external-resources.html b/external-resources.html
index 6b09bc406..bd0ae352e 100644
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diff --git a/gallery/index.html b/gallery/index.html
index 13b473ce2..41b017934 100644
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@@ -7,7 +7,7 @@
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diff --git a/index.html b/index.html
index 33294360f..0b10e4345 100644
--- a/index.html
+++ b/index.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>plotnine 0.0.post1+gfd4ab67 - A Grammar of Graphics for Python</title>
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             <div id="quarto-search" class="" title="Search"></div>
@@ -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="1589143f" class="cell" data-execution_count="1">
+<div id="51782356" 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 73ae1bd2c..92aa42cd3 100644
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index 72aa19d69..bb3369fbf 100644
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index c278f39e9..f81f1096b 100644
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index bcd10f081..0b8b09852 100644
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index 056608a66..deca89ae6 100644
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index e3f275fee..828bfe04c 100644
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index 53c892d19..c1a266cbf 100644
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index 2144157e3..744ce0a80 100644
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index 4cc7818a2..ed166a35e 100644
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index 5f3ded18e..58225c8aa 100644
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diff --git a/reference/axis_line_x.html b/reference/axis_line_x.html
index 634415f9a..7a4ea55a7 100644
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index 57c0c52b6..dde3303de 100644
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diff --git a/reference/axis_text.html b/reference/axis_text.html
index cf9074597..496810346 100644
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index e9e9b60dc..c3176ccbf 100644
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index c050cf155..021670c37 100644
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diff --git a/reference/axis_ticks_direction.html b/reference/axis_ticks_direction.html
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@@ -456,7 +456,7 @@ <h4 class="doc-parameters anchored" data-anchor-id="parameters-5">Parameters</h4
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 <div class="doc-signature">
-<div class="sourceCode" id="cb8"><pre class="sourceCode py code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>set_properties(gg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode" id="cb8"><pre class="sourceCode py code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>set_properties(plot)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <div class="doc-text">
 <p>Copy required properties from ggplot object</p>
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index a36186bf0..6c06403a9 100644
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index cb7ac9375..e2b6e4dc0 100644
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@@ -182,6 +182,7 @@ <h2 id="toc-title">On this page</h2>
   <ul>
   <li><a href="#plotnine.ggplot.ggplot" id="toc-plotnine.ggplot.ggplot" class="nav-link active" data-scroll-target="#plotnine.ggplot.ggplot"><code class="doc-symbol doc-symbol-class"></code> <span class="doc-object-name doc-class-name">plotnine.ggplot.ggplot</span></a></li>
   <li><a href="#parameters" id="toc-parameters" class="nav-link" data-scroll-target="#parameters">Parameters</a></li>
+  <li><a href="#notes" id="toc-notes" class="nav-link" data-scroll-target="#notes">Notes</a></li>
   <li><a href="#methods" id="toc-methods" class="nav-link" data-scroll-target="#methods">Methods</a>
   <ul class="collapse">
   <li><a href="#plotnine.ggplot.ggplot.draw" id="toc-plotnine.ggplot.ggplot.draw" class="nav-link" data-scroll-target="#plotnine.ggplot.ggplot.draw"><code class="doc-symbol doc-symbol-method"></code> <span class="doc-object-name doc-method-name">draw</span></a></li>
@@ -203,7 +204,7 @@ <h1 class="title doc-object doc-class doc-has-member-docs"><code class="doc-symb
 </section>
 </header>
 <div class="doc-signature">
-<div class="sourceCode" id="cb1"><pre class="sourceCode py code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>ggplot(data<span class="op">=</span><span class="va">None</span>, mapping<span class="op">=</span><span class="va">None</span>, environment<span class="op">=</span><span class="va">None</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode" id="cb1"><pre class="sourceCode py code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>ggplot(data<span class="op">=</span><span class="va">None</span>, mapping<span class="op">=</span><span class="va">None</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <div class="doc-text">
 <p>Create a new ggplot object</p>
@@ -220,13 +221,13 @@ <h2 class="doc-parameters anchored" data-anchor-id="parameters">Parameters</h2>
 <dd>
 <p>Default aesthetics mapping for the plot. These will be used by all layers unless specifically overridden.</p>
 </dd>
-<dt><code><span class="doc-parameter-name">environment</span> <span class="doc-parameter-annotation-sep">:</span> <span class="doc-parameter-annotation"><a href="https://docs.python.org/3/library/typing.html#typing.Optional">Optional</a>[EvalEnvironment]</span> <span class="doc-parameter-default-sep">=</span> <span class="doc-parameter-default">None</span></code></dt>
-<dd>
-<p>If a variable defined in the aesthetic mapping is not found in the data, ggplot will look for it in this namespace. It defaults to using the environment/namespace. in which <code>ggplot()</code> is called.</p>
-</dd>
 </dl>
 </div>
 </section>
+<section id="notes" class="level2 doc-notes">
+<h2 class="doc-notes anchored" data-anchor-id="notes">Notes</h2>
+<p>ggplot object only have partial support for pickling. The mappings used by pickled objects should not reference variables in the namespace.</p>
+</section>
 <section id="methods" class="level2 doc-methods">
 <h2 class="doc-methods anchored" data-anchor-id="methods">Methods</h2>
 <table class="table">
@@ -368,8 +369,8 @@ <h3 class="title doc-object doc-method anchored" data-anchor-id="plotnine.ggplot
 <div class="doc-text">
 <p>Create MPL figure that will be saved</p>
 </div>
-<section id="notes" class="level4 doc-notes">
-<h4 class="doc-notes anchored" data-anchor-id="notes">Notes</h4>
+<section id="notes-1" class="level4 doc-notes">
+<h4 class="doc-notes anchored" data-anchor-id="notes-1">Notes</h4>
 <p>This method has the same arguments as :meth:<code>ggplot.save</code>. Use it to get access to the figure that will be saved.</p>
 
 
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diff --git a/reference/theme_tufte.html b/reference/theme_tufte.html
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diff --git a/reference/theme_xkcd.html b/reference/theme_xkcd.html
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diff --git a/reference/themeable.html b/reference/themeable.html
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diff --git a/reference/title.html b/reference/title.html
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index df1f3d7aa..316627b06 100644
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diff --git a/reference/typing.html b/reference/typing.html
index 0092998b8..73a196426 100644
--- a/reference/typing.html
+++ b/reference/typing.html
@@ -7,7 +7,7 @@
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@@ -294,7 +294,7 @@ <h4 class="doc-methods anchored" data-anchor-id="methods">Methods</h4>
 <section id="plotnine.typing.PlotAddable.__radd__" class="level5 title doc-object doc-method">
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+<div class="sourceCode" id="cb2"><pre class="sourceCode py code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">__radd__</span>(plot)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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@@ -303,7 +303,7 @@ <h5 class="title doc-object doc-method anchored" data-anchor-id="plotnine.typing
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+<dt><code><span class="doc-parameter-name">other</span></code></dt>
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diff --git a/reference/xlab.html b/reference/xlab.html
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diff --git a/reference/xlim.html b/reference/xlim.html
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diff --git a/search.json b/search.json
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+    "text": "(not-released-yet)\n\n\n\nRequires python &gt;= 3.9\nThe name of the calculated aesthetic of stat_function changed from y to fx.\nstat_ecdf has gained the pad parameter. The default is set to True, which pads the domain with -inf and inf so that the ECDF does not have discontinuities at the extremes. To get the behaviour, set pad to False. (#725)\nRemoved the environment parameter from ggplot.\n\n\n\n\n\nAdded symmetric logarithm transformation scales scale_x_symlog and scale_y_symlog\nGained themeables\n\nplot_margin_left\nplot_margin_right\nplot_margin_top\nplot_margin_bottom\n\nto set the plot margin on each side independently.\nGained themeables\n\naxis_ticks_length_major_x\naxis_ticks_length_major_y\naxis_ticks_length_minor_x\naxis_ticks_length_minor_y\n\nto control the x & y axis ticks length.\nGained themeables\n\naxis_ticks_pad_major_x\naxis_ticks_pad_minor_y\n\nto control the x & y tick padding.\n\n\n\n\n\nFixed handling of minor breaks in scale_continuous to accept numpy arrays and when the scale has a transform, that the minor breaks are supplied in user space and not transform space. Just like the major breaks. (#685)\nFixed theming of axis_ticks with the size parameter. (#703)\nFixed space handling around axis_label, axis_text and axis_ticks when the ticks are turned off.\nFixed bug in geom_path where the lineend parameter was ignored. (#727)\nFixed bug where theme(legend_background=element_blank()) messed up the position of the legend, instead of only removing the background.\nFixed using facet_grid with a column named key. (#734)\nFixed using legend when using an identity scale and reordering the breaks. (#735)\nFixed drawing the upper outline of geom_ribbon. (#728)\n\n\n\n\n\nAll __all__ variables are explicitly assigned to help static typecheckers infer module attributes. (#685)\nYou can now pickle the drawn matplotlib figures. (#729)"
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+    "text": "(not-released-yet)\n\n\n\nRequires python &gt;= 3.9\nThe name of the calculated aesthetic of stat_function changed from y to fx.\nstat_ecdf has gained the pad parameter. The default is set to True, which pads the domain with -inf and inf so that the ECDF does not have discontinuities at the extremes. To get the behaviour, set pad to False. (#725)\nRemoved the environment parameter from ggplot.\n\n\n\n\n\nAdded symmetric logarithm transformation scales scale_x_symlog and scale_y_symlog\nGained themeables\n\nplot_margin_left\nplot_margin_right\nplot_margin_top\nplot_margin_bottom\n\nto set the plot margin on each side independently.\nGained themeables\n\naxis_ticks_length_major_x\naxis_ticks_length_major_y\naxis_ticks_length_minor_x\naxis_ticks_length_minor_y\n\nto control the x & y axis ticks length.\nGained themeables\n\naxis_ticks_pad_major_x\naxis_ticks_pad_minor_y\n\nto control the x & y tick padding.\n\n\n\n\n\nFixed handling of minor breaks in scale_continuous to accept numpy arrays and when the scale has a transform, that the minor breaks are supplied in user space and not transform space. Just like the major breaks. (#685)\nFixed theming of axis_ticks with the size parameter. (#703)\nFixed space handling around axis_label, axis_text and axis_ticks when the ticks are turned off.\nFixed bug in geom_path where the lineend parameter was ignored. (#727)\nFixed bug where theme(legend_background=element_blank()) messed up the position of the legend, instead of only removing the background.\nFixed using facet_grid with a column named key. (#734)\nFixed using legend when using an identity scale and reordering the breaks. (#735)\nFixed drawing the upper outline of geom_ribbon. (#728)\n\n\n\n\n\nAll __all__ variables are explicitly assigned to help static typecheckers infer module attributes. (#685)\nYou can now pickle the drawn matplotlib figures. (#729)"
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@@ -3532,7 +3532,7 @@
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-    "text": "Methods\n\n\n\nName\nDescription\n\n\n\n\ncompute_layout\nCompute layout\n\n\nfinish_data\nModify data before it is drawn out by the geom\n\n\nmake_ax_strips\nCreate strips for the facet\n\n\nmake_axes\nCreate and return Matplotlib axes\n\n\nmap\nAssign a data points to panels\n\n\nset_limits_breaks_and_labels\nAdd limits, breaks and labels to the axes\n\n\nset_properties\nCopy required properties from ggplot object\n\n\nsetup_data\nAllow the facet to manipulate the data\n\n\nsetup_params\nCreate facet parameters\n\n\ntrain_position_scales\nCompute ranges for the x and y scales\n\n\n\n\n compute_layout\n\ncompute_layout(data)\n\n\nCompute layout\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nDataframe for a each layer\n\n\n\n\n\n\n finish_data\n\nfinish_data(data, layout)\n\n\nModify data before it is drawn out by the geom\nThe default is to return the data without modification. Subclasses should override this method as the require.\n\n\nParameters\n\n\ndata : pd.DataFrame\n\nA single layer’s data.\n\nlayout : Layout\n\nLayout\n\n\n\n\n\nReturns\n\n\npd.DataFrame\n\nModified layer data\n\n\n\n\n\n\n make_ax_strips\n\nmake_ax_strips(layout_info, ax)\n\n\nCreate strips for the facet\n\n\nParameters\n\n\nlayout_info : layout_details\n\nLayout information. Row from the layout table\n\nax : Axes\n\nAxes to label\n\n\n\n\n\n\n make_axes\n\nmake_axes(figure, layout, coordinates)\n\n\nCreate and return Matplotlib axes\n\n\n\n map\n\nmap(data, layout)\n\n\nAssign a data points to panels\n\n\nParameters\n\n\ndata : pd.DataFrame\n\nData for a layer\n\nlayout : pd.DataFrame\n\nAs returned by self.compute_layout\n\n\n\n\n\nReturns\n\n\npd.DataFrame\n\nData with all points mapped to the panels on which they will be plotted.\n\n\n\n\n\n\n set_limits_breaks_and_labels\n\nset_limits_breaks_and_labels(panel_params, ax)\n\n\nAdd limits, breaks and labels to the axes\n\n\nParameters\n\n\npanel_params : panel_view\n\nrange information for the axes\n\nax : Axes\n\nAxes\n\n\n\n\n\n\n set_properties\n\nset_properties(gg)\n\n\nCopy required properties from ggplot object\n\n\n\n setup_data\n\nsetup_data(data)\n\n\nAllow the facet to manipulate the data\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nData for each of the layers\n\n\n\n\n\nReturns\n\n\nlist[pd.DataFrame]\n\nData for each of the layers\n\n\n\n\n\nNotes\nThis method will be called after :meth:setup_params, therefore the params property will be set.\n\n\n\n setup_params\n\nsetup_params(data)\n\n\nCreate facet parameters\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nPlot data and data for the layers\n\n\n\n\n\n\n train_position_scales\n\ntrain_position_scales(layout, layers)\n\n\nCompute ranges for the x and y scales"
+    "text": "Methods\n\n\n\nName\nDescription\n\n\n\n\ncompute_layout\nCompute layout\n\n\nfinish_data\nModify data before it is drawn out by the geom\n\n\nmake_ax_strips\nCreate strips for the facet\n\n\nmake_axes\nCreate and return Matplotlib axes\n\n\nmap\nAssign a data points to panels\n\n\nset_limits_breaks_and_labels\nAdd limits, breaks and labels to the axes\n\n\nset_properties\nCopy required properties from ggplot object\n\n\nsetup_data\nAllow the facet to manipulate the data\n\n\nsetup_params\nCreate facet parameters\n\n\ntrain_position_scales\nCompute ranges for the x and y scales\n\n\n\n\n compute_layout\n\ncompute_layout(data)\n\n\nCompute layout\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nDataframe for a each layer\n\n\n\n\n\n\n finish_data\n\nfinish_data(data, layout)\n\n\nModify data before it is drawn out by the geom\nThe default is to return the data without modification. Subclasses should override this method as the require.\n\n\nParameters\n\n\ndata : pd.DataFrame\n\nA single layer’s data.\n\nlayout : Layout\n\nLayout\n\n\n\n\n\nReturns\n\n\npd.DataFrame\n\nModified layer data\n\n\n\n\n\n\n make_ax_strips\n\nmake_ax_strips(layout_info, ax)\n\n\nCreate strips for the facet\n\n\nParameters\n\n\nlayout_info : layout_details\n\nLayout information. Row from the layout table\n\nax : Axes\n\nAxes to label\n\n\n\n\n\n\n make_axes\n\nmake_axes(figure, layout, coordinates)\n\n\nCreate and return Matplotlib axes\n\n\n\n map\n\nmap(data, layout)\n\n\nAssign a data points to panels\n\n\nParameters\n\n\ndata : pd.DataFrame\n\nData for a layer\n\nlayout : pd.DataFrame\n\nAs returned by self.compute_layout\n\n\n\n\n\nReturns\n\n\npd.DataFrame\n\nData with all points mapped to the panels on which they will be plotted.\n\n\n\n\n\n\n set_limits_breaks_and_labels\n\nset_limits_breaks_and_labels(panel_params, ax)\n\n\nAdd limits, breaks and labels to the axes\n\n\nParameters\n\n\npanel_params : panel_view\n\nrange information for the axes\n\nax : Axes\n\nAxes\n\n\n\n\n\n\n set_properties\n\nset_properties(plot)\n\n\nCopy required properties from ggplot object\n\n\n\n setup_data\n\nsetup_data(data)\n\n\nAllow the facet to manipulate the data\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nData for each of the layers\n\n\n\n\n\nReturns\n\n\nlist[pd.DataFrame]\n\nData for each of the layers\n\n\n\n\n\nNotes\nThis method will be called after :meth:setup_params, therefore the params property will be set.\n\n\n\n setup_params\n\nsetup_params(data)\n\n\nCreate facet parameters\n\n\nParameters\n\n\ndata : list[pd.DataFrame]\n\nPlot data and data for the layers\n\n\n\n\n\n\n train_position_scales\n\ntrain_position_scales(layout, layers)\n\n\nCompute ranges for the x and y scales"
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-    "text": "ggplot(data=None, mapping=None, environment=None)"
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     "title": " plotnine.ggplot.ggplot",
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-    "text": "Parameters\n\n\ndata : Optional[DataLike] = None\n\nDefault data for plot. Every layer that does not have data of its own will use this one.\n\nmapping : Optional[aes] = None\n\nDefault aesthetics mapping for the plot. These will be used by all layers unless specifically overridden.\n\nenvironment : Optional[EvalEnvironment] = None\n\nIf a variable defined in the aesthetic mapping is not found in the data, ggplot will look for it in this namespace. It defaults to using the environment/namespace. in which ggplot() is called."
+    "text": "Parameters\n\n\ndata : Optional[DataLike] = None\n\nDefault data for plot. Every layer that does not have data of its own will use this one.\n\nmapping : Optional[aes] = None\n\nDefault aesthetics mapping for the plot. These will be used by all layers unless specifically overridden."
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+    "href": "reference/ggplot.html#notes",
+    "title": " plotnine.ggplot.ggplot",
+    "section": "Notes",
+    "text": "Notes\nggplot object only have partial support for pickling. The mappings used by pickled objects should not reference variables in the namespace."
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-    "text": "PlotAddable()\n\n\nObject that can be added to a ggplot object\n\n\n\n\n\n\n__radd__(other)\n\n\nAdd to ggplot object\n\n\n\n\n\nother : ggplot\n\nggplot object\n\n\n\n\n\n\n\n\nggplot\n\nggplot object\n\n\n\n\n\n\n\n\n\n\nDataFrameConvertible()\n\n\nObject that can be converted to a DataFrame\n\n\n\n\n\n\nto_pandas()\n\n\nConvert to pandas dataframe\n\n\n\n\n\npd.DataFrame\n\nPandas representation of this object."
+    "text": "PlotAddable()\n\n\nObject that can be added to a ggplot object\n\n\n\n\n\n\n__radd__(plot)\n\n\nAdd to ggplot object\n\n\n\n\n\nother\n\nggplot object\n\n\n\n\n\n\n\n\nggplot\n\nggplot object\n\n\n\n\n\n\n\n\n\n\nDataFrameConvertible()\n\n\nObject that can be converted to a DataFrame\n\n\n\n\n\n\nto_pandas()\n\n\nConvert to pandas dataframe\n\n\n\n\n\npd.DataFrame\n\nPandas representation of this object."
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     "href": "reference/typing.html#protocols",
     "title": "Typing Information",
     "section": "",
-    "text": "PlotAddable()\n\n\nObject that can be added to a ggplot object\n\n\n\n\n\n\n__radd__(other)\n\n\nAdd to ggplot object\n\n\n\n\n\nother : ggplot\n\nggplot object\n\n\n\n\n\n\n\n\nggplot\n\nggplot object\n\n\n\n\n\n\n\n\n\n\nDataFrameConvertible()\n\n\nObject that can be converted to a DataFrame\n\n\n\n\n\n\nto_pandas()\n\n\nConvert to pandas dataframe\n\n\n\n\n\npd.DataFrame\n\nPandas representation of this object."
+    "text": "PlotAddable()\n\n\nObject that can be added to a ggplot object\n\n\n\n\n\n\n__radd__(plot)\n\n\nAdd to ggplot object\n\n\n\n\n\nother\n\nggplot object\n\n\n\n\n\n\n\n\nggplot\n\nggplot object\n\n\n\n\n\n\n\n\n\n\nDataFrameConvertible()\n\n\nObject that can be converted to a DataFrame\n\n\n\n\n\n\nto_pandas()\n\n\nConvert to pandas dataframe\n\n\n\n\n\npd.DataFrame\n\nPandas representation of this object."
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