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This skill provides specialized guidance for working with the policyengine.py microsimulation framework. it helps developers and analysts master the simulation lifecycle, focusing on efficient caching via ensure(), accessing structured results through output_dataset.data, and performing complex cross-entity transformations with map_to_entity(). By implementing these patterns, users can build high-performance policy models that handle survey weights automatically and accurately compare baseline scenarios against complex tax and benefit reforms.
