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def extract_features(file_path): y, sr = librosa.load(file_path) # Extract MFCCs mfccs = librosa.feature.mfcc(y=y, sr=sr) # Take the mean across time to get a fixed-size feature vector mfccs_mean = np.mean(mfccs, axis=1) return mfccs_mean