Porto Seguro — Safe Driver Prediction

Predict whether a driver will file an insurance claim next year.

TabularImbalancedtemel (DecisionTreeClassifier)

Model Result

Winner model
temel (DecisionTreeClassifier)
5-fold CV normalized_gini
0.1563

Feature Importance

ps_car_13 ps_ind_05_cat ps_ind_17_bin ps_reg_03 ps_ind_03 ps_car_01_cat ps_ind_15

Relative importance from the trained model (top features).

Key Insight

A hard, highly imbalanced target — scored with normalized Gini. Careful handling of the rare positive class matters far more than raw model complexity here.

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