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Introduce Why is it called play action
**4. Portfolio Optimization:**
So, why is it so important? Well, first off, it helps in data cleaning. Duplicate entries can mess up your statistics and lead to misleading conclusions. By eliminating these redundancies, you ensure your data is as clean and accurate as possible. Secondly, it can significantly improve performance. When you're working with large datasets, having fewer rows to process means faster computations. `SELECT DISTINCT` reduces the size of your dataset by why is it called play action removing duplicates, leading to quicker query execution times. Plus, it is a crucial step in preparing data for various analytical tasks, such as creating distinct lists of customers, products, or any other entities you're interested in. Therefore, understanding and using `SELECT DISTINCT` is a must-have skill in your Spark toolkit if you want to become a successful data engineer or data scientist. It's the cornerstone for accurate and efficient data processing.
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