No surprise I use python, but I’ve recently started experimenting with polars instead of pandas. I’ve enjoyed it so far, but Im not sure if the benefits for my team’s work will be enough to outweigh the cost of moving from our existing pandas/numpy code over to polars.

I’ve also started playing with grafana, as a quick dashboarding utility to make some basic visualizations on some live production databases.

  • Kache@lemm.ee
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    1 day ago

    Hm, that’s kind of interesting

    But my first reaction is that optimizations only at the “Python processing level” are going to be pretty limited since it’s not going to have metadata/statistics, and it’d depend heavily on the source data layout, e.g. CSV vs parquet