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This package produces visualizations imperatively. It creates model diagnostic images by directly manipulating matplotlib. Matplotlib makes it very difficult to test the resulting images. I should switch to using declarative visualization methods and packages (e.g. plotnine and altair) because I can easily test the resulting images (altair) and image declarations (plotnine).
At the very least, I can begin by re-implementing the diagnostic plots using a declarative library and exposing those new plotting methods / objects. Then, once I've re-implemented all the plots, I can remove the old plotting methods.
The text was updated successfully, but these errors were encountered:
What
This package produces visualizations imperatively. It creates model diagnostic images by directly manipulating matplotlib. Matplotlib makes it very difficult to test the resulting images. I should switch to using declarative visualization methods and packages (e.g.
plotnine
andaltair
) because I can easily test the resulting images (altair
) and image declarations (plotnine
).At the very least, I can begin by re-implementing the diagnostic plots using a declarative library and exposing those new plotting methods / objects. Then, once I've re-implemented all the plots, I can remove the old plotting methods.
The text was updated successfully, but these errors were encountered: