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from sklearn.preprocessing import StandardScaler, MinMaxScaler, MaxAbsScaler, RobustScaler
def scale_transform(features, scaler: type[StandardScaler, MinMaxScaler, MaxAbsScaler, RobustScaler]):
scaler = scaler()
features = scaler.fit_transform(features)
features = scaler.transform(features)
return features
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