MMMPlotConfig

class pymc_marketing.mmm.config.MMMPlotConfig

Configuration dictionary for MMM plotting settings.

Global configuration object that controls MMM plotting behavior including backend selection and version control. Modeled after ArviZ’s rcParams pattern.

See also

MMM.plot

Property that returns appropriate plot suite based on config

MMMPlotSuite

New multi-backend plotting suite

LegacyMMMPlotSuite

Legacy matplotlib-only suite

Notes

Configuration changes affect all subsequent plot calls globally unless overridden at the method level using the backend parameter.

The configuration is a singleton - changes affect all MMM instances in the current Python session.

Examples

Set plotting backend globally:

from pymc_marketing.mmm import mmm_plot_config

mmm_plot_config["plot.backend"] = "plotly"
# All plots now use plotly by default
mmm = MMM(...)
mmm.fit(X, y)
pc = mmm.plot.posterior_predictive()  # Uses plotly
pc.show()

Enable new plotting suite (v2):

mmm_plot_config["plot.use_v2"] = True
# Now using arviz_plots-based multi-backend suite
mmm = MMM(...)
mmm.fit(X, y)
pc = mmm.plot.contributions_over_time(var=["intercept"])
pc.show()

Suppress warnings:

mmm_plot_config["plot.show_warnings"] = False

Reset to defaults:

mmm_plot_config.reset()
mmm_plot_config["plot.backend"]
# 'matplotlib'

Context manager pattern for temporary config changes:

original = mmm_plot_config["plot.backend"]
try:
    mmm_plot_config["plot.backend"] = "plotly"
    # Use plotly for this section
    pc = mmm.plot.posterior_predictive()
    pc.show()
finally:
    mmm_plot_config["plot.backend"] = original

Methods

MMMPlotConfig.__init__()
MMMPlotConfig.clear()
MMMPlotConfig.copy()
MMMPlotConfig.fromkeys(iterable[, value])	Create a new dictionary with keys from iterable and values set to value.
MMMPlotConfig.get(key[, default])	Return the value for key if key is in the dictionary, else default.
MMMPlotConfig.items()
MMMPlotConfig.keys()
MMMPlotConfig.pop(key[, default])	If the key is not found, return the default if given; otherwise, raise a KeyError.
MMMPlotConfig.popitem(/)	Remove and return a (key, value) pair as a 2-tuple.
MMMPlotConfig.reset()	Reset all configuration to default values.
MMMPlotConfig.setdefault(key[, default])	Insert key with a value of default if key is not in the dictionary.
MMMPlotConfig.update([E, ]**F)	If E is present and has a .keys() method, then does: for k in E: D[k] = E[k] If E is present and lacks a .keys() method, then does: for k, v in E: D[k] = v In either case, this is followed by: for k in F: D[k] = F[k]
MMMPlotConfig.values()

Attributes

VALID_KEYS