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Economics honors thesis linking tax, survey and national accounts data to better estimate income inequality in Pakistan. Advised by Gabriel Zucman, Emmanuel Saez.
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UPDATES data_files/ Folder is too large to upload, working on compressing or removing certain files

Paper and better organization of these files are coming soon - check back May 8th!

Thesis Advisor: Gabriel Zucman Special Thanks To: Emmanuel Saez, Pakistan Bureau of Statistics.

If you're non-technical and want to adjust the code, fear not!

  1. Download Jupyter Notebook software here (
  2. Read the attached guide that tells you how to run the notebook.
  3. Open the IPython notebook files (.ipynb) and adjust the code yourself.
  4. If it still doesn't work, reach out at
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