Data Cleaning and Preparation in Pandas

Techniques and examples for effective data cleaning and preparation

Mario Rodriguez
Level Up Coding
Published in
7 min readMay 9, 2023

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data cleaning and preparation in pandas python
Photo by Scott Graham on Unsplash

Data is the backbone of any analysis or modeling process, but it is rare to find datasets that are clean and ready to use straight away. Real-world data is often messy, containing errors, missing values, and inconsistencies that must be addressed before it can be used effectively…

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Communication systems engineer | Python developer | Signal processing | AI | Machine learning | Join me in https://mario-rodriguez.medium.com/membership