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This post shows a design pattern for reusable and low maintenance code when data-wrangling with Pandas. We’ll be using a free data set from Kaggle containing: “A complete list of unicorn companies in the world.”‘A unicorn company, or unicorn startup, is a private company with a valuation over $1 billion. As of March 2022, there are 1,000 unicorns around the world.". We will use a combination of Pandas methods that breeze data manipulation and keep our pipeline looking clean.