skdownscale.pointwise_models.GroupedRegressor¶

class skdownscale.pointwise_models.GroupedRegressor(estimator, fit_grouper, predict_grouper, estimator_kwargs=None, fit_grouper_kwargs=None, predict_grouper_kwargs=None)[source]¶

Grouped Regressor

Wrapper supporting fitting seperate estimators distinct groups

Parameters

estimatorobject: Estimator object such as derived from BaseEstimator. This estimator will be fit to each group
fit_grouperobject: Grouper object, such as pd.Grouper or PaddedDOYGrouper used to split data into groups during fitting.
predict_grouperobject, func, str: Grouper object, such as pd.Grouper used to split data into groups during prediction.
estimator_kwargsdict: Keyword arguments to pass onto the estimator’s contructor.
fit_grouper_kwargsdict: Keyword arguments to pass onto the `fit_grouper`s contructor.
predict_grouper_kwargsdict: Keyword arguments to pass onto the `predict_grouper`s contructor.

Methods

`fit`(X, y, **fit_kwargs)	Fit the grouped regressor
`predict`(X)	Predict estimator target for X

__init__(estimator, fit_grouper, predict_grouper, estimator_kwargs=None, fit_grouper_kwargs=None, predict_grouper_kwargs=None)[source]¶

Methods

`__init__`(estimator, fit_grouper, predict_grouper)
`fit`(X, y, **fit_kwargs)	Fit the grouped regressor
`predict`(X)	Predict estimator target for X