src.dimensionality_reduction.pca
================================

.. py:module:: src.dimensionality_reduction.pca


Classes
-------

.. autoapisummary::

   src.dimensionality_reduction.pca.PCA


Module Contents
---------------

.. py:class:: PCA(n_components: int = 3)

   Bases: :py:obj:`dimensionality_reduction.BaseDimensionalityReduction`


   Attributes:
   -----------
   n_components : int
       The number of principal components to compute.

   Methods:
   --------
   fit_transform(data: pd.DataFrame) -> pd.DataFrame:
       Fit the PCA model to the data and transform it.


   .. py:attribute:: n_components


   .. py:attribute:: dim_reducer


   .. py:method:: fit_transform(embedding_method_name)

      Fit the PCA model to the dataset and transform the dataset.

      :param data: DataFrame containing the data for dimensionality reduction.
      :return: DataFrame with the reduced dimensions.