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v0.4.17 — Learn case-study redesign

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@cmg777 cmg777 released this 25 Jun 05:05
· 5 commits to main since this release
v0.4.17
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Learn about vigilant mode.

Completes the Explore → Analyze → Learn trilogy: the Learn surface is rebuilt as a single-pass tutorial — "the ideas behind the case study" — in lockstep across the website, the Colab notebook, and the Streamlit app.

Learn

  • The Learn page is now a single-pass tutorial that opens by interpreting a real two-way fixed-effects Kuznets model (.interpret() / .explain()), browses the full 27-topic concept index (list_topics) grouped by theme, then isolates each idea in a simulated sandbox where the truth is known: the within-transformation identity, why fixed effects matter, two inference classics, convergence, and the Kuznets wave. Every learn_* sandbox appears once each, removing the old tour/gallery duplication and adding the previously-undemonstrated learn_kuznets_waves.
  • The Learn Streamlit app mirrors the tutorial — the Concept sandboxes page grows from seven to nine tabs (adding learn_sigma_convergence and learn_convergence_clubs), reordered to the case-study sequence; the explainers page browses all 27 topics.
  • The Learn Colab notebook is regenerated so the website, notebook and app present the same sequence.
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