In our A/B test over 8 weeks:

import pandas as pd import numpy as np from sklearn.pipeline import Pipeline from sklearn.compose import ColumnTransformer from sklearn.preprocessing import StandardScaler, OneHotEncoder from sklearn.ensemble import RandomForestClassifier from sklearn.model_selection import train_test_split

If it’s ambiguous in logs/reports