diff --git a/pr-preview/pr-367/pkgdown.yml b/pr-preview/pr-367/pkgdown.yml
index b662003..8e39ad3 100644
--- a/pr-preview/pr-367/pkgdown.yml
+++ b/pr-preview/pr-367/pkgdown.yml
@@ -12,7 +12,7 @@ articles:
   data_dictionary: data_dictionary.html
   loanbook_aggregated_alignment_metric: loanbook_aggregated_alignment_metric.html
   sector_split: sector_split.html
-last_built: 2025-01-06T11:20Z
+last_built: 2025-01-06T11:27Z
 urls:
   reference: https://rmi-pacta.github.io/pacta.multi.loanbook/reference
   article: https://rmi-pacta.github.io/pacta.multi.loanbook/articles
diff --git a/pr-preview/pr-367/reference/figures/pml_readme_viz.png b/pr-preview/pr-367/reference/figures/pml_readme_viz.png
index 1ce3bc1..7353e6b 100644
Binary files a/pr-preview/pr-367/reference/figures/pml_readme_viz.png and b/pr-preview/pr-367/reference/figures/pml_readme_viz.png differ