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Update lectures/polars.md
Co-authored-by: Humphrey Yang <[email protected]>
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lectures/polars.md

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@@ -64,7 +64,7 @@ as [statsmodels](https://www.statsmodels.org/) and [scikit-learn](https://scikit
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This lecture will provide a basic introduction to polars.
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```{tip}
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**Why use Polars over pandas?** One reason is **performance**. As a general rule, it is recommended to have 5 to 10 times as much RAM as the size of the dataset to carry out operations in pandas, compared to 2 to 4 times needed for Polars. In addition, Polars is between 10 and 100 times as fast as pandas for common operations. A great article comparing the Polars and pandas can be found [in this JetBrains blog post](https://blog.jetbrains.com/pycharm/2024/07/polars-vs-pandas/).
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*Why use Polars over pandas?* One reason is *performance*. As a general rule, it is recommended to have 5 to 10 times as much RAM as the size of the dataset to carry out operations in pandas, compared to 2 to 4 times needed for Polars. In addition, Polars is between 10 and 100 times as fast as pandas for common operations. A great article comparing the Polars and pandas can be found [in this JetBrains blog post](https://blog.jetbrains.com/pycharm/2024/07/polars-vs-pandas/).
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```
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Throughout the lecture, we will assume that the following imports have taken place

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