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v5.0.0

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@AnotherSamWilson AnotherSamWilson released this 15 Oct 19:33
· 215 commits to master since this release
  • New main classes (ImputationKernel, ImputedData) replace (ImputationKernel, ImputationKernel, ImputedDataSet, MultipleImputedDataSet).
  • Data can now be referenced and imputed in place. This saves a lot of memory allocation and is much faster.
  • Data can now be completed in place. This allows for only a single copy of the dataset to be in memory at any given time, even if performing multiple imputation.
  • mean_match_subset parameter has been replaced with data_subset. This subsets the data used to build the model as well as the candidates.
  • More performance improvements around when data is copied and where it is stored.
  • Raw data is now stored as the original. Can handle pandas DataFrame and numpy ndarray.