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developer-roadmap/roadmaps/python-data-analysis/content/pandas-string-methods@yRHodYYqdICLZyG3J9qjc.md
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# Pandas String Methods
Pandas exposes string methods through the `.str` accessor on Series, allowing vectorized text operations on entire columns. Methods include `.str.strip()`, `.str.lower()`, `.str.contains()`, `.str.replace()`, `.str.split()`, and `.str.extract()`. These methods avoid the need to loop over rows for string cleaning.
Visit the following resources to learn more:
- [@official@Working with text data](https://pandas.pydata.org/docs/user_guide/text.html)
- [@article@5 Must-Know Pandas Operations on Strings](https://towardsdatascience.com/5-must-know-pandas-operations-on-strings-4f88ca6b8e25/)
- [@video@How do I use string methods in pandas?](https://www.youtube.com/watch?v=bofaC0IckHo)