diff --git a/README.md b/README.md
index a8ead8febd..3f14916df5 100644
--- a/README.md
+++ b/README.md
@@ -123,10 +123,12 @@ List of related webpages not yet mentioned in the manuscript:
 - https://steepseeker.com/
 - https://www.zrankings.com/
 
-## Publicity
+## Publicity & Users
 
-- [Closeread Prize Submission: Which way do you ski?](https://forum.posit.co/t/which-way-do-you-ski-closeread-prize/196451)
-- https://www.reddit.com/r/skiing/comments/1i03r3c/which_way_do_you_ski_introducing_openskistats/
+- [2025-01-04 Closeread Prize Submission: Which way do you ski?](https://forum.posit.co/t/which-way-do-you-ski-closeread-prize/196451)
+- [2025-01-12 Reddit r/skiing](https://www.reddit.com/r/skiing/comments/1i03r3c/which_way_do_you_ski_introducing_openskistats/)
+- [2025-01-12 Reddit r/dataisbeautiful](https://www.reddit.com/r/dataisbeautiful/comments/1i0fmb2/oc_which_way_do_you_ski_orientations_metrics_for/)
+- [2025-01-15 Maps Mania Blog Post](https://googlemapsmania.blogspot.com/2025/01/global-ski-slope-orientations.html)
 
 ## Wild Ideas
 
diff --git a/website/manuscript/index.qmd b/website/manuscript/index.qmd
index 88c27aad95..9d29cb036e 100644
--- a/website/manuscript/index.qmd
+++ b/website/manuscript/index.qmd
@@ -324,6 +324,14 @@ When averaging irradiation across segments, like when aggregating to the level o
 Some shortcomings of these estimates are that they do not account for cloud cover, shadowing due to vegetation, and shadowing due to topography both on a micro (fine topographic variation like boulders, cliffs, moguls, etcetera) and macro scale (higher terrain like ridges or summits that block sunlight).
 We specify a surface type of snow in `pvlib`, which sets an albedo of 65%, i.e. snow reflects 65% of incoming light.
 
+
+::: {#fig-sunlight-simulation}
+![](https://github.com/dhimmel/openskistats/raw/2470924f8fa517a42cf5b36e50b4faf3fe86a4c5/assets/solar_irradiance_simulation_grids.png)
+
+**The effect of slope, latitude, and orientation on solar irradiance.**
+:::
+
+
 ## References
 
 ::: {#refs}