:py:mod:`ForeTiS.preprocess.FeatureAdder`
=========================================

.. py:module:: ForeTiS.preprocess.FeatureAdder


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


Functions
~~~~~~~~~

.. autoapisummary::

   ForeTiS.preprocess.FeatureAdder.add_cal_features
   ForeTiS.preprocess.FeatureAdder.add_statistical_features



.. py:function:: add_cal_features(df, columns_for_counter, resample_weekly, event_lags, values_for_counter)

   Function adding all calendar-based features

   :param df: dataset used for adding features
   :param resample_weekly: whether to resample weekly or not


.. py:function:: add_statistical_features(seasonal_periods, windowsize_current_statistics, columns_for_lags, columns_for_lags_rolling_mean, columns_for_rolling_mean, windowsize_lagged_statistics, seasonal_lags, df)

   Function adding all statistical features

   :param seasonal_periods: seasonality used for seasonal-based features
   :param windowsize_current_statistics: size of window used for feature statistics
   :param windowsize_lagged_statistics: size of window used for sales statistics
   :param seasonal_lags: seasonal lags to add of the features specified
   :param df: dataset used for adding features