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What is the best way for vectorizing a dataset having text features and numeric feature in it?

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@awesomeabhay wrote:

Let's say i have a column with review as well as a column with category and then a column with ratings.combining
How do i vectorize these three such that they remain at same scale and remain relative to one another.
I understand i can use of BOW or TFIDF for text features but how to combine the category and the rating column to form a training matrix.

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