Add reporting layer

[drbenvincent]

• Goal is to make it much easier to "get the results"
• Closes Add built-in "probability-of-effect" and lift summaries for ITS (and other designs) #553
• Closes Use proper wording for scikit-learn #555
• Not yet implemented for inverse propensity weighting or instrumental variables (tagging @NathanielF)
• New knowledge base page on the bayesian + frequentist stats we report. And added some into glossary.

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📚 Documentation preview 📚: https://causalpy--554.org.readthedocs.build/en/554/

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Codecov Report

❌ Patch coverage is 96.68966% with 48 lines in your changes missing coverage. Please review.
✅ Project coverage is 96.50%. Comparing base (42bfcda) to head (ebee053).
⚠️ Report is 1 commits behind head on main.

Files with missing lines	Patch %	Lines
causalpy/reporting.py	91.27%	46 Missing ⚠️
causalpy/experiments/base.py	94.11%	2 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #554      +/-   ##
==========================================
+ Coverage   96.40%   96.50%   +0.09%     
==========================================
  Files          29       31       +2     
  Lines        2724     4173    +1449     
==========================================
+ Hits         2626     4027    +1401     
- Misses         98      146      +48     

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[juanitorduz]

@drbenvincent I can help fixing the conflicts of this one with main :)

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juanitorduz commented on 2025-11-12T11:44:05Z
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Why did you change the color theme?

[juanitorduz]

Can we fix the change in theme for the plots (at the moment it's mixed in the notebooks)? Besides that LGTM

[drbenvincent]

Can we fix the change in theme for the plots (at the moment it's mixed in the notebooks)? Besides that LGTM

Might be related to #538

[juanitorduz]

ah ok! so do you wanna leave it like this and fix it later?

[juanitorduz]

Shall we create an issue that harmonizes the theme on the notebooks then?

[drbenvincent]

No. Think it was done kind of accident in Cursor. I noticed some other minor plot quirks. I'll try to run all the notebooks in VS Code.

[juanitorduz]

seems the plots are better :)