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Feature Engineering Pipeline
Linked challenge: Catastrophe Loss Reserving Model for Storm Surges with XGBoost and Weather Telemetry
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Write a Python function `build_catastrophe_features(df)` that creates non-linear interaction features between central pressure deficit and property density.