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Create features/feature_engineering.py

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  1. features/feature_engineering.py +17 -0
features/feature_engineering.py ADDED
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+ from sklearn.preprocessing import StandardScaler
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+
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+ def scale_features(X_train, X_test):
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+ """
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+ Scale features using StandardScaler.
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+
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+ Args:
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+ X_train (pd.DataFrame): Training features.
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+ X_test (pd.DataFrame): Testing features.
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+
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+ Returns:
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+ X_train_scaled, X_test_scaled: Scaled features.
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+ """
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+ scaler = StandardScaler()
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+ X_train_scaled = scaler.fit_transform(X_train)
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+ X_test_scaled = scaler.transform(X_test)
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+ return X_train_scaled, X_test_scaled