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Python's data operations, with libraries like NumPy, pandas, Seaborn, and Pingouin, are much more efficient when working with large amounts of data.
You don't need to be a data scientist to use Pandas for some basic analysis. Traditionally, people who program in Python use the data types that come with the language, such as integers, strings, ...