F1 Car Transition
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Model Insights

Machine Learning Performance Dashboard

Model Overview
Model Type
Random Forest Classifier
Estimators
100
Max Depth
Unlimited
Max Features
sqrt
Class Weight
balanced
Features
909
F1 Car Model
Accuracy
0
Validation Set
ROC-AUC
0
Area Under Curve
F1 Score
0
Harmonic Mean
Precision
0
Positive Predictions
Recall
0
True Positive Rate
Feature Importance
Stint 0.083
Year 0.080
LapTime_Delta 0.072
RaceProgress 0.063
LapNumber 0.055
Cumulative_Degradation 0.054
Compound_x_TyreLife 0.051
Position_Change 0.048
Degradation_Rate 0.044
LapTime (s) 0.042
Tyre_Stress 0.039
Position_Pressure 0.037
TyreLife 0.037
Compound_MEDIUM 0.025
Position 0.025
Confusion Matrix
ROC Curve
Dataset Information
Source
Kaggle F1 Pit Stop Dataset
Task Type
Binary Classification
Target Variable
PitNextLap
Train/Val Split
80/20 Stratified
Engineered Features
Compound_Hardness Tyre_Stress Degradation_Rate Position_Pressure Stops_So_Far Compound_x_TyreLife RaceProgress LapTime_Delta Position_Change