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@chukarsten chukarsten released this 27 Oct 22:14
· 773 commits to main since this release
v0.36.0
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v0.36.0 Oct. 27, 2021

Enhancements

  • Added LIME as an algorithm option for explain_predictions and explain_predictions_best_worst #2905
  • Standardized data check messages and added default "rows" and "columns" to data check message details dictionary #2869
  • Added rows_of_interest to pipeline utils #2908
  • Added support for woodwork version 0.8.2 #2909
  • Enhanced the DateTimeFeaturizer to handle NaNs in date features #2909
  • Added support for woodwork logical types PostalCode, SubRegionCode, and CountryCode in model understanding tools #2946
  • Added Vowpal Wabbit regressor and classifiers #2846

Fixes

  • Fixed bug where partial dependence was not respecting the ww schema #2929
  • Fixed calculate_permutation_importance for datetimes on StandardScaler #2938
  • Fixed SelectColumns to only select available features for feature selection in DefaultAlgorithm #2944
  • Fixed DropColumns component not receiving parameters in DefaultAlgorithm #2945
  • Fixed bug where trained binary thresholds were not being returned by get_pipeline or clone #2948
  • Fixed bug where Oversampler selected ww logical categorical instead of ww semantic category #2946

Changes

  • Changed make_pipeline function to place the DateTimeFeaturizer prior to the Imputer so that NaN dates can be imputed #2909
  • Refactored OutliersDataCheck and HighlyNullDataCheck to add more descriptive metadata #2907

Documentation Changes

  • Added back Future Release section to release notes #2927
  • Updated CI to run doctest (docstring tests) and apply necessary fixes to docstrings #2933
  • Added documentation for BinaryClassificationPipeline thresholding #2937

Testing Changes

  • Fixed dependency checker to catch full names of packages #2930
  • Refactored build_conda_pkg to work from a local recipe #2925

Breaking Changes

  • Standardized data check messages and added default "rows" and "columns" to data check message details dictionary. This may change the number of messages returned from a data check. #2869
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