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Once the data is extracted, the **transformation phase** kicks in. This is where the raw data is cleaned, processed, and converted into a format suitable for analysis. Transformations can include anything from simple data type conversions and filtering to more complex operations like data aggregation, normalization, and deduplication. Imagine you're dealing with customer data from multiple sources, each using different naming conventions for the same fields. The transformation phase would involve standardizing these conventions to ensure consistency across the dataset. Furthermore, advanced techniques like machine learning algorithms might be employed to identify and correct data anomalies or to enrich the data with additional information.
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As you enter each digit, the light on your remote should blink. After entering the last digit, the light should blink twice or stay lit, confirming the code entry.
