~/talk

A Recent History of Python Through Stack Overflow Questions and Answers

Talkat PyCon AU 2023 · 2023-08-18..08-22· [data-visualization, python]
slides:none on file

A concrete claim: an open source package builds interactive text analytics over the full Stack Overflow dump (95 GB XML) by clustering words rather than documents, producing 1024 word clusters that run on a laptop and let you browse and edit topic groupings. Key numbers: peak ~200k questions/month, ~7.5% posts tagged python, ~15% of recent python threads touch pandas and dataframes. The demo omits code blocks, reports clear trends toward data science and notebooks, and the tool “works better than hoped.”

AI-written summary · about

  1. 0:00Start
  2. 1:01A Recent History of Python Through Stack
  3. 3:00Opportunity: Stack Overflow Data Is Open
  4. 8:44Python Tag Over Time
  5. 19:58Asking Questions 2
  6. 20:57Asking Questions 3
  7. 23:18Fundamentals - Strings and Textual Types
  8. 24:19Fundamentals - Files and File Systems
  9. 25:03Fundamentals - Variables
  10. 25:21Fundamentals - Iteration
  11. 25:34Fundamentals - Arguments
  12. 25:52Fundamentals - Builtin Types
  13. 26:27Fundamentals - Classes
  14. 28:53Deep Learning Toolkits
  15. 29:04Plotting and Visualisation
  16. 29:45Notebooks
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