tangent_works.Forecasting

class tangent_works.Forecasting(time_series=None, configuration=None, type=ForecastingType.FORECASTING)

A class used to build forecasting models and make forecasts.

Parameters

time_series : TimeSeries, optional

Time series data used for building the model and forecasting.

configuration : Dict[str, Any], optional

Configuration for building the model.

type : str or ForecastingType, optional

Type of forecasting model to build (Forecasting or Normal-behavior, default is Forecasting).

Attributes

CODE

    result_table : pd.DataFrame, optional
        Forecasting results table (is None when forecast method was not called or new model was built).
    rca_table : pd.DataFrame, optional
        Root cause analysis table (is None when rca method was not called or new model was built).
    time_series : TimeSeries, optional
        Time series data used for building the model and forecasting.
    configuration : BuildConfiguration
        Configuration for building the model.
    model : ForecastingModel, optional
        Forecasting model (is None when build_model method was not called).

Methods

CODE

    from_model(model):
        Creates a Forecasting object from existing model.
    build_model(inplace):
        Builds a forecasting model.
    forecast(configuration, time_series, inplace):
        Makes a forecast.
    rca(configuration, time_series, inplace):
        Performs root cause analysis.