Python, LDA : How to get the id of keywords instead of the keywords themselves with Gensim?


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Hello,

I am applying the LDA method using Gensim to extract keywords from documents. I can extract topics, and then assign these topics and key words associated to the documents.

I would like to have the ids of these terms (or key words) instead of the terms themselves. I know that corpus extract a list of couples [(term_id, term_frequency) ...] of document i but I can't see how could I use this in my code to extract only the ids and assign it to my results.

My code is as follows :

Code:
ldamodel = gensim.models.ldamodel.LdaModel(corpus, num_topics=num_topics, id2word = dictionary, passes=passes, minimum_probability=0)

# Assinging the topics to the document in corpus
lda_corpus = ldamodel[corpus]

# Find the threshold, let's set the threshold to be 1/#clusters,
# To prove that the threshold is sane, we average the sum of all probabilities:
scores = list(chain(*[[score for topic_id,score in topic] \
                     for topic in [doc for doc in lda_corpus]]))

threshold = sum(scores)/len(scores)
print(threshold)

for t in range(len(topic_tuple)):

    key_words.append([topic_tuple[t][j][0] for j in range(num_words)])
    df_key_words = pd.DataFrame({'key_words' : key_words})

    documents_corpus.append([j for i,j in zip(lda_corpus,doc_set) if i[t][1] > threshold])
    df_documents_corpus = pd.DataFrame({'documents_corpus' : documents_corpus})

    documents_corpus_id.append([i for d,i in zip(lda_corpus, doc_set_id) if d[t][1] > threshold])
    df_documents_corpus_id = pd.DataFrame({'documents_corpus_id' : documents_corpus_id})


result.append(pd.concat([df_key_words, df_documents_corpus, df_documents_corpus_id ], axis=1))

Thank you in advance and ask me if more information are needed.
 
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