- Add a warning in :class:`impute.SimpleImputer` when `keep_empty_feature=False` and
  `strategy="constant"`. In this case empty features are not dropped and this behaviour
  will change in 1.8.
  By :user:`Arthur Courselle <ArthurCourselle>` and :user:`Simon Riou <simon-riou>`