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In this chapter we will analyze data from an early Kaggle competition, Data Science for Good: Kiva Crowdfunding (see reference [1]). You will learn how to tell a story with data in a way that is both informative and catching for the reader. Then we will verify through a detailed analysis a hypothesis from another competition dataset, about Kaggle Metadata.