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2 changes: 1 addition & 1 deletion lectures/polars.md
Original file line number Diff line number Diff line change
Expand Up @@ -51,7 +51,7 @@ Polars is designed with performance and memory efficiency in mind, leveraging:

* **Memory**: pandas typically needs 5--10x your dataset size in RAM; Polars needs only 2--4x
* **Speed**: Polars is 10--100x faster for many common operations
* **See**: [Polars TPC-H benchmarks](https://www.pola.rs/benchmarks/) for up-to-date performance comparisons
* **See**: [Polars TPC-H benchmarks](https://pola.rs/benchmarks/) for up-to-date performance comparisons
```

Throughout the lecture, we will assume that the following imports have taken place
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