diff --git a/_drivers-of-inequality-benin.qmd b/_drivers-of-inequality-benin.qmd
index 6da54e8..fc5320b 100644
--- a/_drivers-of-inequality-benin.qmd
+++ b/_drivers-of-inequality-benin.qmd
@@ -210,8 +210,12 @@ totals = df.loc[
 electricityaid = totals[totals['DONOR'] < 20000] # drop all 'total' aggregations
 
 el_grouped = electricityaid.groupby(['Year', 'Flow']).agg({'Value': ['sum']})
-el_grouped.style.format(escape="latex")
-el_grouped
+el_grouped = el_grouped.reset_index(['Year', 'Flow'])
+el_grouped.columns = el_grouped.columns.to_flat_index()
+el_grouped.columns = ['Year', 'Flow', 'Value']
+
+crosstab = pd.crosstab(el_grouped['Year'], el_grouped['Flow'], margins=True, values=el_grouped['Value'], aggfunc='sum')
+Markdown(tabulate(crosstab.fillna("0.00"), headers="keys", tablefmt="github", floatfmt=".2f"))
 ```
 
 ::: {custom-style="caption"}