Speed Up Pandas-based Python Programs

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We talk about how to speed up pandas-based programs by replacing pandas with other data analysis libraries such as polars, modin, and datatable.

0:00 Intro
0:47 Why is Pandas Slow
1:31 Other Data Analysis Libraries
2:17 Test Performance of Each Library
3:53 Test Results
5:44 Syntax Comparison Pandas vs Polars
6:47 Conclusion
  1. Python In Office
  2. speed up pandas
  3. faster than pandas
  4. faster than pandas apply
  5. polars
  6. modin
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Any idea how the equivalent operations would perform when done using sqlite or duckdb?

bulbasaur