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The first step You need to decide if you want to hold each string column or not. Then you must encode your text fields into numbers which you need to use some embedding algorithms like word2Vec. Check here. Second step Probably, you will have a lot of columns. Now, you need to reduce the dimension space. PCA, manifold transforms, partial least squares ...

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