Creating TF-IDF in Gensim

create_tfidf

text = ["The food is excellent but the service can be better",
        "The food is always delicious and loved the service",
        "The food was mediocre and the service was terrible"]

g_dict = corpora.Dictionary([simple_preprocess(line) for line in text])
g_bow = [g_dict.doc2bow(simple_preprocess(line)) for line in text]

print("Dictionary : ")
for item in g_bow:
    print([[g_dict[id], freq] for id, freq in item])

g_tfidf = models.TfidfModel(g_bow, smartirs='ntc')

print("TF-IDF Vector:")
for item in g_tfidf[g_bow]:
    print([[g_dict[id], np.around(freq, decimals=2)] for id, freq in item])