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* **Mistake 1: Forgetting to Import `desc`:** One of the most common errors is forgetting to import the `desc` function from `pyspark.sql.functions`. Without importing `desc`, you won't be able to specify descending order, and your DataFrame will be sorted in ascending order by default. This can lead to incorrect results and wasted time debugging. Always double-check that you've imported `desc` when you intend to sort in descending order.
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