API Reference¶
This section contains the complete API reference for MMM Framework, automatically generated from docstrings.
The mmm-framework package is the lean modeling core (business logic only);
the LangGraph agent stack is the optional mmm-framework[agents] extra, and
the FastAPI application ships separately as mmm-framework-server
(server/ in the repository — run it with
uvicorn mmm_framework_server.main:app). Everything documented here is part
of the core package.
Core Modules¶
Estimands & Validation¶
Planning & Experiments¶
Data Quality & Synthetic Worlds¶
- EDA & Data Quality
OutlierConfigDataValidationConfigEDAConfigEDAPanelload_eda_panel()load_eda_panel_from_df()seasonal_period_for_freq()OutlierFlagRemediationActionOutlierReportValidationIssueDataValidationReportDecompositionResultEDAReportOutlierDetectordetect_outliers()recommend_treatments()apply_treatments()decompose_series()decomposition_summary()stationarity_tests()DataValidatorvalidate_dataset()profile_panel()missingness_matrix()spend_share()collinearity_analysis()
- Synthetic Worlds