From 12ddb504dff866644037dc6a547c7e0cef98c566 Mon Sep 17 00:00:00 2001
From: Marty Oehme <marty.oehme@gmail.com>
Date: Tue, 6 Sep 2022 17:29:09 +0200
Subject: [PATCH] Add electrification table and text to Benin

---
 _drivers-of-inequality-benin.qmd | 35 ++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/_drivers-of-inequality-benin.qmd b/_drivers-of-inequality-benin.qmd
index 3bfbd05..660ee39 100644
--- a/_drivers-of-inequality-benin.qmd
+++ b/_drivers-of-inequality-benin.qmd
@@ -182,4 +182,39 @@ broken down into individual donor types can be seen in @fig-ben-aid-donortype.
 It shows that bilateral development aid by individual member countries tended to be higher than that provided through multilateral donors until 2019.
 Beginning in 2020 this split reversed to higher development aid amounts donated through multilateral donors than individual bilateral aid.
 
+```{python}
+#| label: tbl-ben-aid-electricity
+#| tbl-cap: "ODA for transmission and distribution of electric power in Benin per year, separated by financing type"
+#| column: page
+totals = df.loc[
+    (df['RECIPIENT'] == 236) & # Benin
+    ((df['SECTOR'] == 23630) | (df['SECTOR'] == 23631)) & # Total
+    (df['CHANNEL'] == 100) &
+    (df['AMOUNTTYPE'] == 'D') &
+    ((df['FLOW'] == 11) | (df['FLOW'] == 13)) & # Total
+    (df['FLOWTYPE'] == 112) &
+    (df['AIDTYPE'] == "100") # contains mixed int and string representations
+    ]
+electricityaid = totals[totals['DONOR'] < 20000] # drop all 'total' aggregations
+
+pd.options.display.float_format = "{:.2f}".format
+
+el_grouped = electricityaid.groupby(['Year', 'Flow']).agg({'Value': ['sum']})
+el_grouped.style.format(escape="latex")
+el_grouped
+```
+
+Note: Values shown are for all Official Development Assistance flows valid under the OECD CRS data, split into the type of financing flow, calculated as constant currency (2020 corrected) USD millions. The category under analysis is Electric Power transmission and distribution (centralized grids) within the data.
+Source: Author's elaboration based on OECD ODA CRS (2022).
+
+@tbl-ben-aid-electricity shows the amounts of project-bound development aid to Benin for the transmission and distribution of electric power within its centralized grid.
+For development aid to the electrification of Benin,
+the monetary contributions are smaller and show trends quite different to that of overall development aid to the country.
+The amount of overall development contributions to electrification increases from 2011 to 2020,
+with significant increases in 2013 and 2015 for loans and 2019, 2020 for grants.
+While there is a steady increase to the overall development aid toward electrification,
+increases in grants tend to lag behind increases in loans for Benin,
+with grants exceeding 10mil. USD for the first time in 2019 while loans already reached 18.90mil. USD in 2013.
+Over the complete period of 2011 to 2020, however, grants for the transmission and distribution of electric power in Benin have consistently been lower than loans.
+
 {{< pagebreak >}}