diff --git a/.bead-meta/bead b/.bead-meta/bead
index c769595..df80f99 100644
--- a/.bead-meta/bead
+++ b/.bead-meta/bead
@@ -1,14 +1,14 @@
 {
     "inputs": {
         "ceo-panel": {
-            "content_id": "9090d142a7b39842acf6d7b6d3ead47cb66d1abefe987fd7db304d0e1c0951f310f9d258b60a717c25b65d0902a734d28fe80284d143c2801ffa6dac576af8bd",
-            "freeze_time": "20240321T161733989845+0100",
+            "content_id": "6b2be3381ea673cdb46e1ce7fff99f8b4647ac8d5093b2ff37bfd2969dfae1b43cb558fc813ba80ab494884e2b38e6152d5e7b9d897d6480a95768f6667a3746",
+            "freeze_time": "20241014T223447293736+0200",
             "kind": "8f68500668824a7b8b9486f034a6aded-e7db5a61-97b7-4d28-8e22-3ed70eade94b"
         },
-        "merleg-LTS-2022": {
-            "content_id": "a7319547162af9f3eb71dbe4824f40dcee7dab3a0eabfc6e126cd2076e48a7a08fc5c1a37f39ce61d4b4bf930021015210e8f95f8282acb5c71b66fc7ce3113c",
-            "freeze_time": "20230404T105822748178+0200",
-            "kind": "cc1cea3c692711e25b89bc9fa2ef25ce-f25508ec-b661-46db-8b06-76f91471464f"
+        "merleg-LTS-2023": {
+            "content_id": "80c0aac26a582bab8ddcffce75902c68d5902ceee6f1aed41a407095cf1657caeee89ad265bde77875deb6ff7fdeaf40123fa40ad21645c9b0303aee1784c748",
+            "freeze_time": "20240913T134437850009+0200",
+            "kind": "dd1549031b41346f51108b1e8345cb30-e1a8ffea-2d02-4d4e-93d8-5dbc50684081"
         }
     },
     "kind": "cc15319c5e76f932415ce513f79405b8-7788b0f9-89c3-494c-a79a-d90f1e5f1795"
diff --git a/output/fig/age2013.png b/output/fig/age2013.png
index ef4e0ff..7c3d3f5 100644
Binary files a/output/fig/age2013.png and b/output/fig/age2013.png differ
diff --git a/output/fig/age2021.png b/output/fig/age2021.png
deleted file mode 100644
index 296a0a4..0000000
Binary files a/output/fig/age2021.png and /dev/null differ
diff --git a/output/fig/age2022.png b/output/fig/age2022.png
new file mode 100644
index 0000000..93f415c
Binary files /dev/null and b/output/fig/age2022.png differ
diff --git a/output/fig/mean_age.png b/output/fig/mean_age.png
index e82028d..b92c149 100644
Binary files a/output/fig/mean_age.png and b/output/fig/mean_age.png differ
diff --git a/output/fig/n_firms_cat.png b/output/fig/n_firms_cat.png
new file mode 100644
index 0000000..4a100b6
Binary files /dev/null and b/output/fig/n_firms_cat.png differ
diff --git a/output/fig/older60.png b/output/fig/older60.png
index 192cad6..28d5b68 100644
Binary files a/output/fig/older60.png and b/output/fig/older60.png differ
diff --git a/src/functions.jl b/src/functions.jl
index 0aca36a..9aad5a2 100644
--- a/src/functions.jl
+++ b/src/functions.jl
@@ -154,6 +154,32 @@ function ts_plot(df::AbstractDataFrame, y::Symbol, t::Symbol = :year, ytickforma
     save("$(figure_folder)/$(y).png", fig, px_per_unit = 1)
 end
 
+function ts_plot_cat(df::AbstractDataFrame, y::Symbol, t::Symbol = :year, ytickformatvar::String = :"{:.0f}", xticksvar::StepRange = :1980:2:2022) 
+    axis = (width = 1000, height = 600, 
+    ytickformat = ytickformatvar, 
+    xtickwidth = 1, 
+    xminorticksvisible = true, 
+    xminorgridvisible = true,
+    xgridvisible = true,
+    xtickformat = "{:.0f}",
+    xticks = xticksvar)
+    axis2 = (width = 1000, height = 600,
+    ytickformat = ytickformatvar, 
+    xtickwidth = 1, 
+    xminorticksvisible = true, 
+    xminorgridvisible = true,
+    xgridvisible = true,
+    xtickformat = "{:.0f}",
+    xticks = xticksvar)
+    layer_1 = data(df) * mapping(t, y, color = :category, layout = :category_1) * visual(Lines, linewidth = 4)
+    paginated_1 = paginate(layer_1)
+    figuregrids = draw(paginated_1; axis = axis)
+    layer_2 = data(df) * mapping(t, y, color = :category, layout = :category_2) * visual(Lines, linewidth = 4)
+    paginated_2 = paginate(layer_2)
+    fig = draw(paginated_2, 1, axis = axis2) 
+    save("$(figure_folder)/$(y).png", fig, px_per_unit = 1)
+end
+
 function histogram(df::AbstractDataFrame, y::Symbol, weight::Symbol = :n_ceos)
     axis = (width = 1000, height = 600,
     ytickformat = "{:.0f}", 
diff --git a/src/main.jl b/src/main.jl
index b7af4b1..624da67 100644
--- a/src/main.jl
+++ b/src/main.jl
@@ -41,10 +41,18 @@ function main()
         @collapse n_ceos = rowcount(age), by(age, gender)
         @rename age age2013
     end
-    byagepyr21 = @with ceos begin
-        @keep @if year == 2021
+    byagepyr22 = @with ceos begin
+        @keep @if year == 2022
         @collapse n_ceos = rowcount(age), by(age, gender)
-        @rename age age2021
+        @rename age age2022
+    end
+    bycat = @with all begin 
+        @generate category_1 = category
+        @replace category_1 = "" @if (category_1 == "micro domestic")
+        @generate category_2 = ""
+        @replace category_2 = category @if (category == "micro domestic")
+        @collapse n_firms_cat = sum(n_firms), by(category, category_1, category_2, year)
+        @sort category category_1 category_2 year
     end
 
     set_aog_theme!()
@@ -59,8 +67,9 @@ function main()
     fig8 = ts_plot(survival, :mean_growth, :age_in_balance,"{:.0f}", 0:5:40)
     fig9 = ts_plot(byceo, :mean_age)
     fig10 = histogram(byagepyr13, :age2013, :n_ceos)
-    fig102 = histogram(byagepyr21, :age2021, :n_ceos)
+    fig102 = histogram(byagepyr22, :age2022, :n_ceos)
     fig11 = ts_plot(byceo, :older60, :year, :"{:.1f}")
+    fig12 = ts_plot_cat(bycat, :n_firms_cat)
 end
 
 main()
\ No newline at end of file