The best-performing model (current model 2) showed that just 50 seconds of initial data is sufficient to predict charge usage for a trip. The earlier categorical representation of human behavior and terrain features further allowed us to analyze the impact of different driving patterns using early trip data. Even for shorter trip durations of 800 seconds, the difference in charge consumption between assertive and defensive drivers remains significant, with assertive drivers consistently using more charge.