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How to do vectorization

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Hi All,
I want to use clustering algorithm to group similar records. Each record
contains both text and numeric values and there are 100 such fields. I want
to use some or all of these fields while calculating distance.

I have not find any documentation for this. Do I need to write my own
vector for this.
Please provide your suggestions

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