diff --git a/ppt/.~lock.Ruralitic-Hig-20260526-eng.pptx# b/ppt/.~lock.Ruralitic-Hig-20260526-eng.pptx#
index c3ab6ae..bd758b1 100644
--- a/ppt/.~lock.Ruralitic-Hig-20260526-eng.pptx#
+++ b/ppt/.~lock.Ruralitic-Hig-20260526-eng.pptx#
@@ -1 +1 @@
-,pab,onigashima,26.05.2026 10:40,file:///home/pab/.config/libreoffice/4;
\ No newline at end of file
+,pab,onigashima,26.05.2026 11:03,file:///home/pab/.config/libreoffice/4;
\ No newline at end of file
diff --git a/ppt/Ruralitic-Hig-20260526-eng.pptx b/ppt/Ruralitic-Hig-20260526-eng.pptx
index 8aa433a..56cff22 100644
Binary files a/ppt/Ruralitic-Hig-20260526-eng.pptx and b/ppt/Ruralitic-Hig-20260526-eng.pptx differ
diff --git a/ppt/content.R b/ppt/content.R
index 4fe913e..1bdf165 100644
--- a/ppt/content.R
+++ b/ppt/content.R
@@ -72,7 +72,7 @@ row_df <- as.data.frame(afc$row$coord[, 1:2]) |>
 label_munis <- c("Stockholm", "Göteborg", "Malmö", "Uppsala", "Lund", "Umeå",
                  "Linköping", "Solna", "Danderyd", "Kiruna", "Gotland",
                  "Knivsta", "Falköping", "Tomelilla", "Skellefteå", "Piteå",
-                 "Partille", "Sundbyberg", "Lindesberg")
+                 "Partille", "Sundbyberg", "Lindesberg", "Gävle")
 
 contribs <- as.data.frame(afc$col$contrib) |>
   rownames_to_column("variable") |>
@@ -84,15 +84,22 @@ col_df <- as.data.frame(afc$col$coord[, 1:2]) |>
   rownames_to_column("variable") |>
   filter(variable %in% contribs$variable)
 
+highlight_munis <- c("Gävle")
+
 fig_biplot <- ggplot() +
   geom_hline(yintercept = 0, linetype = "dashed", colour = "grey60") +
   geom_vline(xintercept = 0, linetype = "dashed", colour = "grey60") +
   geom_point(data = row_df,
              aes(`Dim 1`, `Dim 2`, colour = cluster_label),
              alpha = 0.75, size = 2.2) +
+  geom_point(data = row_df |> filter(municipality %in% highlight_munis),
+             aes(`Dim 1`, `Dim 2`),
+             shape = 21, size = 5, stroke = 1.5,
+             fill = NA, colour = "black") +
   geom_text_repel(
     data    = row_df |> filter(municipality %in% label_munis),
-    aes(`Dim 1`, `Dim 2`, label = municipality),
+    aes(`Dim 1`, `Dim 2`, label = municipality,
+        fontface = if_else(municipality %in% highlight_munis, "bold", "plain")),
     size = 5, colour = "grey20", family = "source_sans_3",
     max.overlaps = 30, segment.size = 0.25
   ) +
@@ -245,3 +252,29 @@ fig_county <- ggplot(combined, aes(x = share, y = county, fill = cluster_label))
 ggsave("ppt/figures/slide4_county.png", fig_county,
        width = 14, height = 9, dpi = 150)
 message("Saved: ppt/figures/slide4_county.png")
+
+# Standalone: absolute population stacked bars (bar length = total population)
+fig_county_abs <- ggplot(county_pop,
+                         aes(x = pop, y = county, fill = cluster_label)) +
+  geom_col(width = 0.8) +
+  geom_text(
+    aes(label = pop_label),
+    position = position_stack(vjust = 0.5),
+    size = 3.3, family = "source_sans_3", colour = "grey20",
+    check_overlap = TRUE
+  ) +
+  scale_fill_manual(values = cluster_palette |> set_names(cluster_labels),
+                    name = NULL) +
+  scale_x_continuous(labels = \(x) paste0(round(x / 1e6, 1), "M"),
+                     expand = c(0, 0)) +
+  labs(y = NULL, x = "Total population") +
+  theme(
+    axis.text.y     = element_text(size = 14),
+    legend.position = "bottom",
+    legend.text     = element_text(size = 13)
+  ) +
+  guides(fill = guide_legend(nrow = 3))
+
+ggsave("ppt/figures/slide4_county_abs.png", fig_county_abs,
+       width = 9, height = 9, dpi = 150)
+message("Saved: ppt/figures/slide4_county_abs.png")
diff --git a/ppt/figures/slide2_biplot.png b/ppt/figures/slide2_biplot.png
index f2ac40e..843a94d 100644
Binary files a/ppt/figures/slide2_biplot.png and b/ppt/figures/slide2_biplot.png differ
diff --git a/ppt/figures/slide3_clusters.png b/ppt/figures/slide3_clusters.png
index cedc47a..78ce174 100644
Binary files a/ppt/figures/slide3_clusters.png and b/ppt/figures/slide3_clusters.png differ
diff --git a/ppt/figures/slide4_county_abs.png b/ppt/figures/slide4_county_abs.png
new file mode 100644
index 0000000..5b27c9e
Binary files /dev/null and b/ppt/figures/slide4_county_abs.png differ