Thanks for sharing - that's actually pretty interesting. I knew about Polars, but I didn't know it performed better. I know about that in passing from folks that are in the Cloud "Data" space, who use SaaS platforms that are heavily Python based. That includes Pandas and Polars, but also Jupyter. That really threw me for a loop, but the more I think about it, the more sense it makes.