MLFrame
=======

.. currentmodule:: mlframe

.. autoclass:: MLFrame
   :show-inheritance:

   .. rubric:: Attributes Summary

   .. autosummary::

      ~MLFrame.model

   .. rubric:: Methods Summary

   .. autosummary::

      ~MLFrame.cat_cols
      ~MLFrame.clean_col_names
      ~MLFrame.copy
      ~MLFrame.drop
      ~MLFrame.drop_nulls_perc
      ~MLFrame.fill_na_kind
      ~MLFrame.fillna
      ~MLFrame.find_outliers_IQR
      ~MLFrame.find_outliers_Z
      ~MLFrame.find_outliers_cooks_d
      ~MLFrame.get_cols
      ~MLFrame.get_nulls
      ~MLFrame.get_r_squareds
      ~MLFrame.get_vif
      ~MLFrame.get_vif_cols
      ~MLFrame.info
      ~MLFrame.log
      ~MLFrame.lrmodel
      ~MLFrame.model_and_plot
      ~MLFrame.model_resid_scatter
      ~MLFrame.ms_matrix
      ~MLFrame.num_cols
      ~MLFrame.one_hot_encode
      ~MLFrame.outlier_removal
      ~MLFrame.plot_coef
      ~MLFrame.plot_corr
      ~MLFrame.qq_plot
      ~MLFrame.replace
      ~MLFrame.replace_all
      ~MLFrame.scale
      ~MLFrame.train_test_split
      ~MLFrame.wrap__getitem__
      ~MLFrame.wrapper

   .. rubric:: Attributes Documentation

   .. autoattribute:: model

   .. rubric:: Methods Documentation

   .. automethod:: cat_cols
   .. automethod:: clean_col_names
   .. automethod:: copy
   .. automethod:: drop
   .. automethod:: drop_nulls_perc
   .. automethod:: fill_na_kind
   .. automethod:: fillna
   .. automethod:: find_outliers_IQR
   .. automethod:: find_outliers_Z
   .. automethod:: find_outliers_cooks_d
   .. automethod:: get_cols
   .. automethod:: get_nulls
   .. automethod:: get_r_squareds
   .. automethod:: get_vif
   .. automethod:: get_vif_cols
   .. automethod:: info
   .. automethod:: log
   .. automethod:: lrmodel
   .. automethod:: model_and_plot
   .. automethod:: model_resid_scatter
   .. automethod:: ms_matrix
   .. automethod:: num_cols
   .. automethod:: one_hot_encode
   .. automethod:: outlier_removal
   .. automethod:: plot_coef
   .. automethod:: plot_corr
   .. automethod:: qq_plot
   .. automethod:: replace
   .. automethod:: replace_all
   .. automethod:: scale
   .. automethod:: train_test_split
   .. automethod:: wrap__getitem__
   .. automethod:: wrapper