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This is part 1 in my series on writing modern idiomatic pandas. Modern Pandas Method Chaining Indexes Fast Pandas Tidy Data Visualization Time Series Scaling As I sit down to write this, the third-most popular pandas question on StackOverflow covers how to use pandas for large datasets. This is in tension with the fact that a pandas DataFrame is an in memory container. You can't have a DataFrame larger than your machine's RAM. In practice, your available RAM should be several times the size of your dataset, as you or pandas will have to make intermediate copies as part of the analysis.
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| | pythonspeed.com

Pandas has far more third-party integrations than Polars. Learn how to use those libraries with Polars dataframes.
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