ML-Powered Humanitarian Tool

Somalia Displacement
Severity Classifier

Predict whether an incoming displacement event in Somalia is likely to become a large-scale humanitarian emergency — before it peaks. Built for field officers, NGO coordinators, and emergency response teams who need to act fast. Enter four basic details about an event and the model returns an immediate severity assessment, giving response teams a critical early-warning window to pre-position supplies and staff.

Binary Classification XGBoost · Random Forest · Logistic Regression IDMC Open Data Somalia IDP Events

Choose a model — XGBoost is recommended (highest recall)

Logistic Regression

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Random Forest

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Best

XGBoost

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Event Details

Cause of Displacement Select the primary reason that caused people to be displaced.

Region The administrative region of Somalia where the event occurred.

Month The month in which the displacement event began.

Duration (days) Estimated number of days the displacement event lasted.

Analyzing event — please wait...

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Awaiting Input

Fill in the event details above and click Run Prediction to receive a severity assessment.

Prediction Result

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Confidence Score —

Recommended Response

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Cause

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Region

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Duration

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Month

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Somalia DisplacementSeverity Classifier

Awaiting Input

Somalia Displacement
Severity Classifier