4. **How can data analysts ensure the quality and integrity of their data before beginning the analysis process, and what are some common practices for data cleaning and validation?

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4. **How can data analysts ensure the quality and integrity of their data before beginning the analysis process, and what are some common practices for data cleaning and validation?