International Debt Statistics - PPG Bilateral Debt

Umar Shaikh

Data Scientist
Data Visualizer
Data Analyst
Jupyter Notebook
Matplotlib
seaborn

International Debt Statistics - PPG Bilateral Debt

Objective

If you have been following new recently, you may have come across various headlines like "South Asia in Chinese Debt Trap", "Economic crisis in Sri Lanka", "Failing economy of Pakistan", etc. These news articles made me curious to look into bilateral lendings between 2 countries. Using python, I developed a script to download PPG Bilateral Debt data between 2 countries using World Bank API..

My project collects data of PPG bilateral lending between India and its neighbouring countries which include Bangladesh, Bhutan, Sri Lanka, Nepal, Maldives & Myanmar. I have wrangled and analysed data from last 20 years of each country individually and visualized the data in form of excel dashboard for easy understanding of lending trend. Check out the

project report

About the dataset

Dataset includes details of PPG Bilateral debt data between India & Bangladesh/Bhutan/Sri Lanka/Maldives/Myanmar/Nepal obtained using World Bank API. Each dataset contains 4 columns: 'Year': Year of debt, 'Debtor': Debtor country code,'Debt in US$': Amount of debt in US$, 'YoY Growth %': Year on year growth percentage of bilateral debt. All 6 datasets are combined, cleaned, wrangled and analysed

here

Data is gathered from World Bank website and considered as primary data.

Guidelines to use the script:

Check the code of Debtor Country by using this

script

or directly download excel file containing 'Debtor Country Code'

here

Check the code of Creditor Country by using this

script

or directly download excel file containing 'Creditor Country Code'

here

Use the

PPG Bilateral Debt Script

to save the required data in an Excel file.

Conclusion of project

Total PPG Bilateral Lending has increased from less than 500 million $ in 2000 to about 45 billion $ in 2020

Bhutan has been the biggest debtor country receiving almost 18 billion $ over the period of 20 years

Nepal has received the least bilateral lending amounting to less than 1 billion $

Total bilateral lending show a positive growth rate since last 20 years

Total bilateral lending to neighbouring countries is approx. 1.2% of overall GDP of India

In the event of default by any neighboring country in future, its impact on India’s financial sector will be minimal (Considering only the above data)

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