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Avoid Global Scope

Explore techniques to eliminate global scope usage in PySpark DataFrames by implementing function-based code structures. Understand how to perform aggregations and joins within functions to maintain clean, reusable, and production-ready data transformation pipelines.

DataFrames in global scope

The following code is an example of small DataFrames in the global scope, which should be converted into a series of functions so that we can avoid polluting the global scope:

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