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The discovery of Ceres is only one example of the importance of developing mathematical methods to extract scientific information from astronomical observations and fit them to theories. Through the discovery of Neptune, the anomalies in the perihelion of Mercury and many other cases, the importance of data science in astronomy will be described from a historical perspective mainly focused on 19th century. We will also mention briefly applications of mathematics to the development of new technologies for modern telescopes.
