The following code will provide us with the TF-IDF feature extraction:

from sklearn.feature_extraction.text import TfidfVectorizer
tfidf= TfidfVectorizer(max_df=0.9,min_df= 2, max_features=1000,
                        stop_words="english")
tfidfV = tfidf.fit_transform(Newdata['Clean_review2'])

tfidf.vocabulary_

We will get the following output: