~/talk

Python Rgonomics

Talkat posit::conf(2024) · 2024-08-12..08-14· [python]
slides:none on file

Recommends swapping pandas for Polars (zero dependencies, Rust backend, native support in Seaborn/Scikit‑learn, column expressions, select helpers, streaming and in‑memory parity with dplyr ergonomics), using Plotnine or Seaborn objects for ggplot‑style plots (Seaborn objects supports multiple x/y facets), replacing notebooks with Quarto for plain‑text reproducible docs, and managing envs with PDM plus pyenv and linters (Ruff, ErrorLens); examples work end‑to‑end.

AI-written summary · about

  1. 0:00Python ergonomics intro
  2. 1:50Unergonomic Python tools
  3. 3:15Polars for data wrangling
  4. 6:31Plotnine and Seaborn objects
  5. 9:46Quarto and Great Tables
  6. 12:14Python vs R dev experience
  7. 15:53VS Code and Positron
  8. 18:09Conclusion and Q&A
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