~/talk

Python Data Sonification for Science and Discovery

Talkat PyCon 2018 · on Saturday, 2018-05-12· [data-visualization]
links:none on file
slides:none on file

Python code converts real datasets into MIDI, produces playable files, and demonstrates that sonification reveals patterns people miss visually. Examples load Kepler light curves, Cleveland Cavaliers win percentages, and climate.gov temperature anomalies, scale values to MIDI note ranges, and export via MIDIUtil then play with pygame; astropy and a Jupyter notebook handle astronomy data. Prebuilt sonify routines and added drum beats produce recognizably musical results and the audio-plus-visual method improves detectability in some studies.

AI-written summary · about

  1. 0:00Introduction
  2. 0:28Data Storytelling
  3. 8:22Binary Stars
  4. 12:34Notebook
  5. 12:59Simple Data
  6. 13:33MIDI
  7. 14:12Pitch Chart
  8. 14:52Python Music Wiki
  9. 15:09Sonify
  10. 15:50Basketball Stats
  11. 16:09Loading Data
  12. 16:27Plots
  13. 16:38Graph
  14. 16:55Processing
  15. 18:02Midi Parameters
  16. 19:13Climate Data
  17. 19:26Yearly Average Temperature Anomalies
  18. 19:46Open JSON File
  19. 20:00Processing JSON File
  20. 20:33Final Data Exploration
  21. 21:05What is Kepler
  22. 21:29Kepler Data File
  23. 22:27Plotting Data
  24. 23:38Separate Tracks
  25. 23:51Instrument Selection
  26. 24:53Whats Next
  27. 25:06Resources
  28. 25:43Thank you
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