~/talk

Dash: data exploration web apps in pure Python

Talkat PyData DC 2018 · on Friday, 2018-11-16· [python, data-visualization]
links:none on file
slides:none on file

Claim: build interactive data-exploration web apps in pure Python using Dash, built on plotly.js, Flask and React, with callbacks that allow multiple inputs but one output per callback. Demonstrations include a recently released data table (alpha, shipped two weeks earlier, TypeScript internals), live-updating Interval graphs, an image-processing demo using Pillow, Gapminder-driven examples, deploys on Heroku, and real apps split across five to ten Python files.

AI-written summary · about

  1. 0:00Dash and Plotly intro
  2. 2:34What is Dash
  3. 5:25Installing Dash
  4. 5:49Structuring apps and callbacks
  5. 8:47Multiple inputs in callbacks
  6. 9:09Graphs and data updates
  7. 11:15Styling with HTML/CSS
  8. 13:24Open-source and design kit
  9. 15:59Example Dash apps
  10. 17:03DataTable features
  11. 19:15Climate change visualization
  12. 20:02Image processing app
  13. 21:52Poison death rates analysis
  14. 22:39Live updates with intervals
  15. 23:45Building a Dash app
  16. 35:02Code walkthrough
  17. 36:07Q&A
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