incline.naive_trend

incline.naive_trend(df, column_value='value', time_column=None, **kwargs)[source]

Estimate the trend by central finite differences.

Does no smoothing, so it inherits the noise directly. Present mostly as the baseline the smoothing methods are meant to beat.

Parameters:
  • df (pd.DataFrame) – Time series data.

  • column_value (str) – Column holding the values.

  • time_column (str | None) – Numeric time column.

  • **kwargs (Any) – Uncertainty options; see estimate().

Returns:

The input frame plus the estimate columns.

Return type:

pd.DataFrame