# Verified with Python 3.12. The exact versions are recorded with each result. numpy==2.5.3 pandas==3.0.6 scipy==1.18.1 scikit-learn==1.9.1 shap==0.52.0 xgboost==3.0.5 catboost==1.2.10 matplotlib==3.11.2 requests==2.34.2