diff --git a/_drivers-of-inequality-benin.qmd b/_drivers-of-inequality-benin.qmd
index 660ee39..7d01dbe 100644
--- a/_drivers-of-inequality-benin.qmd
+++ b/_drivers-of-inequality-benin.qmd
@@ -174,7 +174,7 @@ fig = px.line(donortotals_grouped, x='Year', y='Value', color='Donortype', label
 fig.show()
 ```
 
-Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac), bilateral non-DAC countries (nondac) and multilateral donors (multilateral), as constant currency (2020 corrected) USD millions.
+Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac) and multilateral donors (mlt), as constant currency (2020 corrected) USD millions.
 Source: Author's elaboration based on OECD ODA CRS (2022).
 
 The total amount of development aid for Benin registered by the OECD Creditor Reporting System,
diff --git a/_drivers-of-inequality-djibouti.qmd b/_drivers-of-inequality-djibouti.qmd
index 6125109..02516e3 100644
--- a/_drivers-of-inequality-djibouti.qmd
+++ b/_drivers-of-inequality-djibouti.qmd
@@ -175,7 +175,7 @@ fig = px.line(donortotals_grouped, x='Year', y='Value', color='Donortype', label
 fig.show()
 ```
 
-Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac), bilateral non-DAC countries (nondac) and multilateral donors (multilateral), as constant currency (2020 corrected) USD millions.
+Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac) and multilateral donors (mlt), as constant currency (2020 corrected) USD millions.
 Source: Author's elaboration based on OECD ODA CRS (2022).
 
 ```{python}
diff --git a/_drivers-of-inequality-uganda.qmd b/_drivers-of-inequality-uganda.qmd
index b53c0bf..b632c66 100644
--- a/_drivers-of-inequality-uganda.qmd
+++ b/_drivers-of-inequality-uganda.qmd
@@ -207,7 +207,7 @@ fig = px.line(donortotals_grouped, x='Year', y='Value', color='Donortype', label
 fig.show()
 ```
 
-Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac), bilateral non-DAC countries (nondac) and multilateral donors (multilateral), as constant currency (2020 corrected) USD millions.
+Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac) and multilateral donors (mlt), as constant currency (2020 corrected) USD millions.
 Source: Author's elaboration based on OECD ODA CRS (2022).
 
 ```{python}
diff --git a/_drivers-of-inequality-vietnam.qmd b/_drivers-of-inequality-vietnam.qmd
index f808602..e648e71 100644
--- a/_drivers-of-inequality-vietnam.qmd
+++ b/_drivers-of-inequality-vietnam.qmd
@@ -230,7 +230,7 @@ fig = px.line(donortotals_grouped, x='Year', y='Value', color='Donortype', label
 fig.show()
 ```
 
-Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac), bilateral non-DAC countries (nondac) and multilateral donors (multilateral), as constant currency (2020 corrected) USD millions.
+Note: Values shown are for all Official Development Assistance flows valid under the OECD ODA data, split into bilateral development donor countries (dac) and multilateral donors (mlt), as constant currency (2020 corrected) USD millions.
 Source: Author's elaboration based on OECD ODA CRS (2022).
 
 ```{python}
diff --git a/data-prep.qmd b/data-prep.qmd
index 9659082..aa735d6 100644
--- a/data-prep.qmd
+++ b/data-prep.qmd
@@ -95,71 +95,71 @@ donortypes = {
     801: 'dac',
     820: 'dac',
     918: 'dac',
-    104: 'multilat',
-    807: 'multilat',
-    811: 'multilat',
-    812: 'multilat',
-    901: 'multilat',
-    902: 'multilat',
-    903: 'multilat',
-    905: 'multilat',
-    906: 'multilat',
-    907: 'multilat',
-    909: 'multilat',
-    913: 'multilat',
-    914: 'multilat',
-    915: 'multilat',
-    921: 'multilat',
-    923: 'multilat',
-    926: 'multilat',
-    928: 'multilat',
-    932: 'multilat',
-    940: 'multilat',
-    944: 'multilat',
-    948: 'multilat',
-    951: 'multilat',
-    952: 'multilat',
-    953: 'multilat',
-    954: 'multilat',
-    956: 'multilat',
-    958: 'multilat',
-    959: 'multilat',
-    960: 'multilat',
-    963: 'multilat',
-    964: 'multilat',
-    966: 'multilat',
-    967: 'multilat',
-    971: 'multilat',
-    974: 'multilat',
-    976: 'multilat',
-    978: 'multilat',
-    979: 'multilat',
-    980: 'multilat',
-    981: 'multilat',
-    982: 'multilat',
-    983: 'multilat',
-    988: 'multilat',
-    990: 'multilat',
-    992: 'multilat',
-    997: 'multilat',
-    1011: 'multilat',
-    1012: 'multilat',
-    1013: 'multilat',
-    1014: 'multilat',
-    1015: 'multilat',
-    1016: 'multilat',
-    1017: 'multilat',
-    1018: 'multilat',
-    1019: 'multilat',
-    1020: 'multilat',
-    1023: 'multilat',
-    1024: 'multilat',
-    1025: 'multilat',
-    1037: 'multilat',
-    1038: 'multilat',
-    1311: 'multilat',
-    1312: 'multilat',
-    1313: 'multilat',
+    104: 'mlt',
+    807: 'mlt',
+    811: 'mlt',
+    812: 'mlt',
+    901: 'mlt',
+    902: 'mlt',
+    903: 'mlt',
+    905: 'mlt',
+    906: 'mlt',
+    907: 'mlt',
+    909: 'mlt',
+    913: 'mlt',
+    914: 'mlt',
+    915: 'mlt',
+    921: 'mlt',
+    923: 'mlt',
+    926: 'mlt',
+    928: 'mlt',
+    932: 'mlt',
+    940: 'mlt',
+    944: 'mlt',
+    948: 'mlt',
+    951: 'mlt',
+    952: 'mlt',
+    953: 'mlt',
+    954: 'mlt',
+    956: 'mlt',
+    958: 'mlt',
+    959: 'mlt',
+    960: 'mlt',
+    963: 'mlt',
+    964: 'mlt',
+    966: 'mlt',
+    967: 'mlt',
+    971: 'mlt',
+    974: 'mlt',
+    976: 'mlt',
+    978: 'mlt',
+    979: 'mlt',
+    980: 'mlt',
+    981: 'mlt',
+    982: 'mlt',
+    983: 'mlt',
+    988: 'mlt',
+    990: 'mlt',
+    992: 'mlt',
+    997: 'mlt',
+    1011: 'mlt',
+    1012: 'mlt',
+    1013: 'mlt',
+    1014: 'mlt',
+    1015: 'mlt',
+    1016: 'mlt',
+    1017: 'mlt',
+    1018: 'mlt',
+    1019: 'mlt',
+    1020: 'mlt',
+    1023: 'mlt',
+    1024: 'mlt',
+    1025: 'mlt',
+    1037: 'mlt',
+    1038: 'mlt',
+    1311: 'mlt',
+    1312: 'mlt',
+    1313: 'mlt',
     30: 'nondac',
     45: 'nondac',
     55: 'nondac',