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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE SPRING 2021 DATA SCIENCE BOOT CAMP

Francisco Martinez

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Roman Holowinsky, PhD

JUNE 09, 2021

DIRECTOR

DATE

TEAM

Amethyst

Jimin Kim, Francisco Martinez, Noah Schoem, Ifeoma Ugwuanyi

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We aim to extract from Qarik's PDFs of World Bank loans the following:
* Loan amounts
* Borrower country
* Loan purpose and targeted category/industry
and cross-reference these with region, income level, and other public data to identify historical trends in the
World Bank's lending program.

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