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Add examples for 'classic' causal inference datasets #44

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5 of 13 tasks
drbenvincent opened this issue Nov 2, 2022 · 0 comments
Open
5 of 13 tasks

Add examples for 'classic' causal inference datasets #44

drbenvincent opened this issue Nov 2, 2022 · 0 comments
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documentation Improvements or additions to documentation outputs Quantitative outputs of the model

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@drbenvincent
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drbenvincent commented Nov 2, 2022

Suggestion by @juanitorduz... Rather than just applying the package to synthetic datasets, it would be good to apply the methods to classic datasets / causal inference problems. This also gives people some faith that the package produces sensible (or at least similar) results as other people's implementations.

Sources

RDD: drinking example

See https://matheusfacure.github.io/python-causality-handbook/16-Regression-Discontinuity-Design.html#

  • Frequentist model
  • Bayesian model
  • Add reference/details of original study

SC: Proposition 99 example

  • grab data
  • Frequentist model
  • Bayesian model

ITS: Add simple example to match the CausalImpact docs

  • Generate similar data
  • Add the example to its_pymc.ipynb
  • Add the example to its_skl.ipynb

DiD: Add the 'bank failure' dataset + analyses

This will almost certainly require code changes. At the moment there is a hard wired constraint that there is just a single pre and post observation

@drbenvincent drbenvincent added documentation Improvements or additions to documentation outputs Quantitative outputs of the model labels Nov 2, 2022
drbenvincent added a commit that referenced this issue Nov 19, 2022
drbenvincent added a commit that referenced this issue Nov 19, 2022
drbenvincent added a commit that referenced this issue Nov 23, 2022
@drbenvincent drbenvincent added this to the Stabilise the feature set milestone Dec 5, 2022
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Labels
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