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a standard deviation of 1. scaler = StandardScaler() food_scaled = scaler.fit_transform(food_data.iloc[:, 1:]) Apply PCA: Apply PCA to the standardized data. We can start by not specifying the number of components to see how many are suggested by PCA. pca = PCA() principal_components =