Visualization Functions

birdman.visualization.plot_parameter_estimates(inference_object: InferenceData, parameter: str, coords: dict = {}, num_std: float = 1.0)

Plot credible intervals of estimated parameters.

Parameters

• inference_object (az.InferenceData) – Inference object containing posterior draws

• parameter (str) – Name of parameter to plot

• coords (dict, optional) – Coordinates of parameter to plot

• num_std (float, optional) – Number of standard deviations to plot as error bars, defaults to 1.0

Returns

matplotlib axes figure

birdman.visualization.plot_posterior_predictive_checks(inference_object: InferenceData)

Plot posterior predictive checks of fitted model.

Parameters

inference_object (az.InferenceData) – Inference object containing posterior predictive and observed data groups

Returns

matplotlib axes figure