Spaceship Titanic — Transport Prediction

Predict which passengers were transported to another dimension after a spacetime anomaly.

TabularClassificationGradientBoostingClassifier

Model Result

Winner model
GradientBoostingClassifier
5-fold CV accuracy
0.8039

Feature Importance

ToplamHarcama FoodCourt Spa CryoSleep VRDeck ShoppingMall HomePlanet_Earth

Relative importance from the trained model (top features).

Key Insight

CryoSleep is the strongest signal — asleep passengers spend nothing, so spend features are highly informative. Gradient boosting on log-spend and group features wins.

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