clustering by word2vec and another

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Updated by Jocelyn
Hello to all
I have a thousand checking data
I want to use wor2vec instead of tfidf
I turn the sentences into vectors, and then I can cluster in according to the words that are out of word2vec.
This is my process
But in clustering, sentences extracted by word2vec are clustered. Not sentences
I want to cluster out what does not happen based on the words that word2vec has left
Can anyone correct the process?
Thanks a lot
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Dear @m_keshavarz_com,
word2vec converts Words into Vectors, not sentences. You need to do an aggregation for sentences.
BR,
Martin