statsmodels.graphics.regressionplots.plot_partregress¶

statsmodels.graphics.regressionplots.
plot_partregress
(endog, exog_i, exog_others, data=None, title_kwargs={}, obs_labels=True, label_kwargs={}, ax=None, ret_coords=False, **kwargs)[source]¶ Plot partial regression for a single regressor.
Parameters:  endog (ndarray or string) – endogenous or response variable. If string is given, you can use a arbitrary translations as with a formula.
 exog_i (ndarray or string) – exogenous, explanatory variable. If string is given, you can use a arbitrary translations as with a formula.
 exog_others (ndarray or list of strings) – other exogenous, explanatory variables. If a list of strings is given, each item is a term in formula. You can use a arbitrary translations as with a formula. The effect of these variables will be removed by OLS regression.
 data (DataFrame, dict, or recarray) – Some kind of data structure with names if the other variables are given as strings.
 title_kwargs (dict) – Keyword arguments to pass on for the title. The key to control the fonts is fontdict.
 obs_labels (bool or arraylike) – Whether or not to annotate the plot points with their observation labels. If obs_labels is a boolean, the point labels will try to do the right thing. First it will try to use the index of data, then fall back to the index of exog_i. Alternatively, you may give an arraylike object corresponding to the obseveration numbers.
 labels_kwargs (dict) – Keyword arguments that control annotate for the observation labels.
 ax (Matplotlib AxesSubplot instance, optional) – If given, this subplot is used to plot in instead of a new figure being created.
 ret_coords (bool) – If True will return the coordinates of the points in the plot. You can use this to add your own annotations.
 kwargs – The keyword arguments passed to plot for the points.
Returns:  fig (Matplotlib figure instance) – If ax is None, the created figure. Otherwise the figure to which ax is connected.
 coords (list, optional) – If ret_coords is True, return a tuple of arrays (x_coords, y_coords).
Notes
The slope of the fitted line is the that of exog_i in the full multiple regression. The individual points can be used to assess the influence of points on the estimated coefficient.
See also
plot_partregress_grid
 Plot partial regression for a set of regressors.