scikitplot.impute#

Transformers for missing value imputation.

User guide. See the Impute (experimental) section for further details.

Vector-based Knn imputation.#

Annoy (Approximate Nearest Neighbors Oh Yeah) is a C++ library with Python bindings to search for points in space that are close to a given query point.

The originates from Spotify. It uses a forest of random projection trees.

It also creates large read-only file-based data structures that are mmapped into memory so that many processes may share the same data.

References

User guide. See the AnnoyKNNImputer section for further details.

_annoy_knn.AnnoyKNNImputer

Fast approximate vector nearest-neighbors-based imputation using the Annoy library.