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#To use scikit-learn library, we have to convert the Pandas data frame to a Numpy array:

X = df[['region', 'tenure','age', 'marital', 'address', 'income', 'ed', 'employ','retire', 'gender', 'reside']].values  #.astype(float)
X[0:5]