.. _impute-getting-started:

Getting started
===============

Stable standard surface
-----------------------

.. code-block:: python

   from scikitplot.impute import SimpleImputer

   imputer = SimpleImputer(strategy="median")
   X_filled = imputer.fit_transform(X)

Experimental ANN surface
------------------------

.. code-block:: python

   from scikitplot.experimental import enable_ann_imputer  # noqa: F401
   from scikitplot.impute import ANNImputer

   imputer = ANNImputer(n_neighbors=5, backend="annoy")
   X_filled = imputer.fit_transform(X)

The enable import is deliberate: it makes use of an API that may change without
the normal deprecation cycle explicit at the call site.