# Reproduction environment: Python 3.12 numpy==2.5.3 pandas==3.0.5 polars==1.44.2 pyarrow==25.0.1 scipy==1.18.1 scikit-learn==1.9.1 statsmodels==0.15.0 fastexcel==0.21.0 matplotlib==3.11.2