:py:mod:`bluecast.tests.test_feature_creation`
==============================================

.. py:module:: bluecast.tests.test_feature_creation


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


Functions
~~~~~~~~~

.. autoapisummary::

   bluecast.tests.test_feature_creation.sample_dataframe
   bluecast.tests.test_feature_creation.test_initialization
   bluecast.tests.test_feature_creation.test_get_original_features
   bluecast.tests.test_feature_creation.test_add_row_level_mean
   bluecast.tests.test_feature_creation.test_add_row_level_std
   bluecast.tests.test_feature_creation.test_add_row_level_min
   bluecast.tests.test_feature_creation.test_add_row_level_max
   bluecast.tests.test_feature_creation.test_add_row_level_sum
   bluecast.tests.test_feature_creation.test_add_row_level_agg_features
   bluecast.tests.test_feature_creation.synthetic_data
   bluecast.tests.test_feature_creation.test_higher_is_better
   bluecast.tests.test_feature_creation.test_keep_original_features
   bluecast.tests.test_feature_creation.test_changing_features
   bluecast.tests.test_feature_creation.polars_dataframe
   bluecast.tests.test_feature_creation.test_initialization_grouplevelaggfeatures
   bluecast.tests.test_feature_creation.test_create_groupby_agg_features_pandas
   bluecast.tests.test_feature_creation.test_create_groupby_agg_features_polars
   bluecast.tests.test_feature_creation.test_create_groupby_agg_features_no_columns_to_agg
   bluecast.tests.test_feature_creation.test_create_groupby_agg_features_no_target_column
   bluecast.tests.test_feature_creation.test_create_groupby_agg_features_default_aggregations
   bluecast.tests.test_feature_creation.test_add_groupby_agg_feats



.. py:function:: sample_dataframe()


.. py:function:: test_initialization()


.. py:function:: test_get_original_features(sample_dataframe)


.. py:function:: test_add_row_level_mean(sample_dataframe)


.. py:function:: test_add_row_level_std(sample_dataframe)


.. py:function:: test_add_row_level_min(sample_dataframe)


.. py:function:: test_add_row_level_max(sample_dataframe)


.. py:function:: test_add_row_level_sum(sample_dataframe)


.. py:function:: test_add_row_level_agg_features(sample_dataframe)


.. py:function:: synthetic_data()


.. py:function:: test_higher_is_better(synthetic_data)

   Test if higher is better than lower param works


.. py:function:: test_keep_original_features(synthetic_data)

   Test if keep original features works


.. py:function:: test_changing_features(synthetic_data)

   Test if can use custom features


.. py:function:: polars_dataframe(sample_dataframe)


.. py:function:: test_initialization_grouplevelaggfeatures()


.. py:function:: test_create_groupby_agg_features_pandas(sample_dataframe)


.. py:function:: test_create_groupby_agg_features_polars(polars_dataframe)


.. py:function:: test_create_groupby_agg_features_no_columns_to_agg(sample_dataframe)


.. py:function:: test_create_groupby_agg_features_no_target_column(sample_dataframe)


.. py:function:: test_create_groupby_agg_features_default_aggregations(sample_dataframe)


.. py:function:: test_add_groupby_agg_feats(sample_dataframe)