MMM
===

.. currentmodule:: pymc_marketing.mmm.base

.. autoclass:: MMM

   
   

   .. rubric:: Methods

   .. autosummary::
      :toctree:

   
      MMM.__init__
      MMM.build_model
      MMM.compute_channel_contribution_original_scale
      MMM.compute_channel_curve_optimization_parameters_original_scale
      MMM.compute_mean_contributions_over_time
      MMM.fit
      MMM.get_errors
      MMM.get_params
      MMM.get_target_transformer
      MMM.graphviz
      MMM.load
      MMM.optimize_channel_budget_for_maximum_contribution
      MMM.plot_budget_scenearios
      MMM.plot_channel_contribution_share_hdi
      MMM.plot_channel_parameter
      MMM.plot_components_contributions
      MMM.plot_direct_contribution_curves
      MMM.plot_errors
      MMM.plot_grouped_contribution_breakdown_over_time
      MMM.plot_posterior_predictive
      MMM.plot_prior_predictive
      MMM.plot_waterfall_components_decomposition
      MMM.predict
      MMM.predict_posterior
      MMM.predict_proba
      MMM.preprocess
      MMM.sample_posterior_predictive
      MMM.sample_prior_predictive
      MMM.save
      MMM.set_idata_attrs
      MMM.set_params
      MMM.validate
      MMM.validate_channel_columns
      MMM.validate_date_col
      MMM.validate_target
   
   

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~MMM.X
      ~MMM.default_model_config
      ~MMM.default_sampler_config
      ~MMM.fit_result
      ~MMM.id
      ~MMM.methods
      ~MMM.output_var
      ~MMM.posterior_predictive
      ~MMM.preprocessing_methods
      ~MMM.prior
      ~MMM.prior_predictive
      ~MMM.validation_methods
      ~MMM.version
      ~MMM.y
      ~MMM.model
      ~MMM.date_column
      ~MMM.channel_columns