Moderation analysis example (#142)

* initial commit of moderation analysis

* big updates to moderation analysis notebook

* add pair plot and updated some text

* convert to using InferenceData object

* fix spelling + add to TOC

* tweaks

* updates to text

* code updates - pass 1

* floodlight -> spotlight

McClelland is inconsistent, leading to confusion. It's a spotlight graph, not a floodlight graph.

* switch to model factory pattern

* use xarray for streamlined plotting related code

* watermark + tidy up variables

* Add Hayes (2018) reference + slight re-wording of intro text

* fix typo

* more typo's fixed

Co-authored-by: Oriol Abril-Pla <[email protected]>

Author: drbenvincent

examples/case_studies/moderation_analysis.ipynb

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examples/case_studies/moderation_figure.png

@@ -5,6 +5,7 @@ Gallery.contents = {
     "case_studies/rugby_analytics": "Case Studies",
     "case_studies/multilevel_modeling": "Case Studies",
     "case_studies/putting_workflow": "Case Studies",
+    "case_studies/moderation_analysis": "Case Studies",
     "case_studies/mediation_analysis": "Case Studies",
     "case_studies/bayesian_ab_testing": "Case Studies",
     "diagnostics_and_criticism/Diagnosing_biased_Inference_with_Divergences": "Diagnostics and Model Criticism",