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Fix interventional/counterfactual terminology conflation in interventional_distribution.ipynb#856

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drbenvincent wants to merge 4 commits intomainfrom
fix/855-interventional-distribution-terminology
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Fix interventional/counterfactual terminology conflation in interventional_distribution.ipynb#856
drbenvincent wants to merge 4 commits intomainfrom
fix/855-interventional-distribution-terminology

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Summary

  • Replaces "(or counterfactual questions)" with "interventional what-if questions" — the notebook only computes L2 interventional distributions via pm.do, not L3 counterfactuals
  • Fixes a do-operator notation typo: $P(y|\operatorname{do}=2)$$P(y|\operatorname{do}(x=2))$
  • Fixes grammar: "have no influence" → "has no influence"

Closes #855

Test plan

  • Pre-commit hooks pass
  • Both .ipynb and .myst.md updated consistently
  • No code changes — markdown only

Made with Cursor

Replace "counterfactual questions" with "interventional what-if questions"
since the notebook only computes L2 interventional distributions via pm.do,
not L3 counterfactuals. Also fix a do-operator notation typo and a grammar
error.

Closes #855

Made-with: Cursor
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Fix interventional/counterfactual terminology conflation in interventional_distribution.ipynb

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