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 * [[amazon](https://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1491957662/)] McKinney, Wes. *Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython*. 2 edition. O’Reilly Media, 2017.
 * [[amazon](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057/)] VanderPlas, Jake. *Python Data Science Handbook: Essential Tools for Working with Data*. 1 edition. O’Reilly Media, 2016.
+* [[manning](https://www.manning.com/books/pandas-workout)] Lerner, Reuven. *50 exercises that will strengthen your pandas skills to a level of automatic fluency*. 1 edition. Manning Publications, 2021.
 
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