Add a couple of diagnostics for variance

aeturrell / specification_curve

Specification Curve is a Python package that performs specification curve analysis: exploring how a coefficient varies under multiple different specifications of a statistical model.

https://aeturrell.github.io/specification_curve/

MIT License

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Add a couple of diagnostics for variance #501

Open aeturrell opened 4 months ago

aeturrell commented 4 months ago

See specr for some inspiration.

bar chart of the variance in coefficient explained by each type of variable (eg y vs controls)
box plot of the variation in coefficient

aeturrell commented 4 months ago

For the variance decomposition, cannot use an approach based on mixed effects models via pymer as has non-Python dependencies. Should be in principle possible to do with statsmodels, see last example in page on variance component analysis.