tangent_works.AutoForecasting

class tangent_works.AutoForecasting(time_series=TimeSeries, configuration=None)

A class used to to perform auto forecasting.

Parameters

CODE

        time_series : TimeSeries
            Time series data used for auto forecasting.
        configuration : Dict[str, Any], optional
            Configuration used for auto forecasting.

Attributes

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    result_table : pd.DataFrame, optional
        Forecasting results table (is None when run method was not called or new run was initiated).
    rca_table : pd.DataFrame, optional
        Root cause analysis table (is None when rca method was not called or new run was initiated).
    time_series : TimeSeries
        Time series data used for auto forecasting.
    configuration : AutoForecastingConfiguration
        Configuration used for auto forecasting.
    model : ForecastingModel, optional
        Forecasting model (is None when run method was not called).

Methods

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    run(inplace):
        Runs auto forecasting.
    preprocess_time_series():
        Performs columns selection, time scaling and imputation on the time series data.
    rca(configuration, inplace):
        Performs root cause analysis.