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In preparation for Yellowbrick v1.0 we would like to conduct an audit of the state of Yellowbrick visualizers (both documented and undocumented).
With the idea in mind that the overall purpose of this audit is to get a comprehensive sense of where our visualizer hierarchy is most and least healthy, we should:
Examine for "hot spots" -- this will be places in our class hierarchy where there are attributes/methods missing or implemented in a non-standard way; we'll use the columns of the audit spreadsheet as a de facto health check
open up follow-on issues to fix things that need to be fixed (i.e. in future milestones). This should ideally on a per-visualizer (e.g. Radviz) or per-visualizer family (e.g. regression visualizers) basis, since this will be easier to distribute across contributors than a task that says, for instance, "update all the classes to make sure fit returns self"
This PR is towards #669 and #456 and #600 and #509 but focused on the
`yellowbrick.features` module and completes the work started in #945.
- Performed general linting and applied black formatting to the files &
made code header updates.
- Updated quick methods to return the visualizer rather than the axes
- Update the docs to reflect the move of RFECV and FeatureImportances
from features to model_selection module
Closes#669
In preparation for Yellowbrick v1.0 we would like to conduct an audit of the state of Yellowbrick visualizers (both documented and undocumented).
With the idea in mind that the overall purpose of this audit is to get a comprehensive sense of where our visualizer hierarchy is most and least healthy, we should:
fit
returnsself
"The ongoing audit can be viewed on this google sheets document.
Related issues:
@DistrictDataLabs/team-oz-maintainers feel free to give suggestions on the things we should be looking for!
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