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As part of your role in preparing an organization-wide dataset for consumer analyses, you are tasked with preprocessing customer data. This data is stored in a restricted bucket within Google Cloud Storage. It is essential to ensure that during the preprocessing phase, all data privacy regulations are strictly adhered to, to protect sensitive customer information. What steps should you take to preprocess the data while ensuring compliance with data privacy requirements?