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It's not that we humans only take debts to manage our necessities. A country may also take debt to manage its economy. For example, infrastructure spending is one costly ingredient required for a country's citizens to lead comfortable lives. The World Bank is the organization that provides debt to countries.

In this notebook, we are going to analyze international debt data collected by The World Bank. The dataset contains information about the amount of debt (in USD) owed by developing countries across several categories. We are going to find the answers to questions like:

  • What is the total amount of debt that is owed by the countries listed in the dataset?
  • Which country owns the maximum amount of debt and what does that amount look like?
  • What is the average amount of debt owed by countries across different debt indicators?

Below is a snapshot of the database you will be working with:

country_namecountry_codeindicator_nameindicator_codedebt
AfghanistanAFG"Disbursements on external debt, long-term (DIS, current US$)"DT.DIS.DLXF.CD72894453.7
AfghanistanAFG"Interest payments on external debt, long-term (INT, current US$)"DT.INT.DLXF.CD53239440.1
AfghanistanAFG"PPG, bilateral (AMT, current US$)"DT.AMT.BLAT.CD61739336.9
AfghanistanAFG"PPG, bilateral (DIS, current US$)"DT.DIS.BLAT.CD49114729.4
AfghanistanAFG"PPG, bilateral (INT, current US$)"DT.INT.BLAT.CD39903620.1
AfghanistanAFG"PPG, multilateral (AMT, current US$)"DT.AMT.MLAT.CD39107845
AfghanistanAFG"PPG, multilateral (DIS, current US$)"DT.DIS.MLAT.CD23779724.3
AfghanistanAFG"PPG, multilateral (INT, current US$)"DT.INT.MLAT.CD13335820
AfghanistanAFG"PPG, official creditors (AMT, current US$)"DT.AMT.OFFT.CD100847181.9
AfghanistanAFG"PPG, official creditors (DIS, current US$)"DT.DIS.OFFT.CD72894453.7

You will execute SQL queries to answer six questions, as listed in the instructions.

Spinner
DataFrameas
num_distinct_countries
variable
SELECT COUNT(DISTINCT country_code) AS total_distinct_countries
  FROM international_debt;
Spinner
DataFrameas
distinct_debt_indicators
variable
SELECT DISTINCT indicator_code AS distinct_debt_indicators
  FROM international_debt
 ORDER BY indicator_code;
Spinner
DataFrameas
total_debt
variable
SELECT ROUND((SUM(debt)/1000000), 2) AS total_debt
  FROM international_debt;
Spinner
DataFrameas
highest_debt_country
variable
SELECT country_name,
	   SUM(debt) AS total_debt
  FROM international_debt 
 GROUP BY country_name
 ORDER BY total_debt DESC
 LIMIT 1;
Spinner
DataFrameas
avg_debt_per_indicator
variable
SELECT indicator_code AS debt_indicator,
	   indicator_name,
	   AVG(debt) AS average_debt
  FROM international_debt 
 GROUP BY indicator_code,
 		  indicator_name
 ORDER BY average_debt DESC
 LIMIT 10;
Spinner
DataFrameas
highest_principal_repayment
variable
SELECT international_debt.country_name, 
       international_debt.indicator_name
  FROM international_debt
 WHERE debt = (SELECT MAX(debt)
                 FROM international_debt
                WHERE indicator_code='DT.AMT.DLXF.CD');