In the following code in the clustering notebook example, at the first cell: ``` df['text-similarity-babbage-001'] = df.babbage_similarity.apply(eval).apply(np.array) matrix = np.vstack(df.babbage_similarity.values) ``` the second line should be the following: `matrix = np.vstack(df['text-similarity-babbage-001'].values)`