Feature Drivers

SHAP-based feature importance explaining each risk prediction

🌾Food Supply — SHAP Feature Importance

Increases risk

Decreases risk

Feature Groups

🌊Weather & Sea State

Meteorological and maritime conditions affecting shipping

wave_heightwind_gustswellprecipitationsea_state

🚢Freight Volume

Jersey port freight throughput and volume metrics

sea_freightfreight_deviationbulk_fuelfreight_yoy

💹Commodity Prices

Global commodity and energy price indicators

brentfood_idxenergy_idxfreight_ppieurgbp

📊Supply Chain Pressure

NY Fed GSCPI and derived pressure indices

gscpisupply_stresscost_pressure

📅Temporal

Seasonal and calendar effects on supply chains

monthis_winteris_holiday

About SHAP Values

SHAP values show each feature's contribution to the prediction. Positive values push risk higher, negative values push risk lower.