diff --git a/index.qmd b/index.qmd
index c143cd7..2d63d6d 100644
--- a/index.qmd
+++ b/index.qmd
@@ -1,5 +1,7 @@
 ---
 title: Nuclear Explosions
+subtitle: "Using python polars and seaborn to visualize global detonations"
+description: "Using python polars and seaborn to visualize global detonations"
 references:
     - type: techreport
       id: Bergkvist2000
@@ -16,6 +18,10 @@ references:
       title: "Nuclear Explosions 1945 - 1998"
       page: 1-42
       issn: 1104-9154
+pubDate: "2024-07-03T18:36:26"
+weight: 10
+tags:
+  - python
 ---
 
 ```{python}
@@ -45,7 +51,7 @@ country_colors = {
 
 ```{python}
 # | label: data-prep
-# | echo: false
+# | code-fold: true
 schema_overrides = (
     {
         col: pl.Categorical
@@ -349,8 +355,12 @@ Finally, let's view a map of the world with the explosions marked, separated by
 ::: {.content-visible when-format="html"}
 Hovering over individual explosions will show their year
 while a click will open more information in a panel.
+The map can be seen in @fig-worldmap-html.
+:::
+
+::: {.content-visible unless-format="html"}
+The map can be seen in @fig-worldmap-static.
 :::
-The map can be seen in @fig-worldmap.
 
 ```{python}
 # | label: worldmap-setup
@@ -409,29 +419,44 @@ for country in country_colors.keys():
 folium.LayerControl().add_to(m)
 ```
 
-::: {#fig-worldmap}
-
-:::: {.content-visible when-format="html"}
+::: {.content-visible when-format="html"}
 
 ```{python}
-# | label: worldmap-html
+# | label: fig-worldmap-html
+# | fig-cap: World map of nuclear explosions, 1945-98
 m
 ```
 
-::::
+:::
 
-:::: {.content-visible unless-format="html" width=80%}
+::: {.content-visible unless-format="html" width=80%}
 
 ```{python}
-# | label: worldmap-non-html
+# | label: fig-worldmap-static
+# | fig-cap: World map of nuclear explosions, 1945-98
 # ENSURE SELENIUM IS INSTALLED
-m.png_enabled = True
-m
+from PIL import Image
+from IPython.display import Image as IImage
+import io
+img = m._to_png()
+
+bimg = io.BytesIO(img)
+Image.open(bimg).save("map.png")
+IImage(url="map.png")
 ```
 
-::::
+:::
 
-World map of nuclear explosions, 1945-98
+::: {.callout-warning .content-visible when-format="markdown"}
+Interactive maps not working
+
+Unfortunately, as of right now folium maps rendered within a quarto document do
+not seem to translate terribly well into an astro blog such as this.
+This is why, for now, there is only a static image here.
+
+This is very sad, but for the time being feel free to download and peruse
+the ipynb notebook [here](./index.ipynb), or the [pdf](./index.pdf)
+or [docx](./index.docx) versions.
 :::
 
 While there are undoubtedly more aspects of the data that provide interesting