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I am trying to get the tfidfVectorizer to work with multiple labels – it does not appear to work. I know the vectors do not get reduced down to 1 dimension when we look at the output from tfidf_vocab_tfidf_vectorizer_doc_vectors_to_tf_vectors
I know the dimensions output is for words and words are much less than tokens.
A:
tfidf_vocab_tfidf_vectorizer_doc_vectors_to_tf_vectors only reduces on the vocabulary. Vocab size is determined using the fit_one_vector_for_label method.
What tfidf_vectorizer does is extract features or embedding vectors for each word token from the input document based on tf.idf and values in vocabulary. These are then combined to have a feature vector for each document.
You can use the function fit_transform_documents_vocabulary to combine the embeddings (to have one model that transforms from documents to vectors)
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.pipeline import Pipeline
vectorizer_tfidf = TfidfVectorizer(analyzer=’word’, ngram_range=(1, 1),
norm=’l1′, max_df=0.0, stop_words=’english’)
vectorizer_count = CountVectorizer(analyzer=’word’)
pipeline_tfidf = Pipeline(steps=[(‘tfidf’, vectorizer_tfidf),
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