Web Reference: In this tutorial, you'll learn the importance of having a structured data analysis workflow, and you'll get the opportunity to practice using Python for data analysis while following a common workflow process. Dec 12, 2025 · Data preprocessing is the first step in any data analysis or machine learning pipeline. It involves cleaning, transforming and organizing raw data to ensure it is accurate, consistent and ready for modeling. Get the definitive handbook for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.10 and pandas 1.4, the third edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively.
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