Subtitle Evil Dead 2013 Blu Ray 1080p Dual Audi... -

def preprocess_text(text): tokens = word_tokenize(text.lower()) tokens = [re.sub(r'[^a-zA-Z]', '', token) for token in tokens] tokens = [token for token in tokens if token] tokens = [lemmatizer.lemmatize(token) for token in tokens if token not in stop_words] return " ".join(tokens)

# Preprocessing lemmatizer = WordNetLemmatizer() stop_words = set(stopwords.words('english')) subtitle Evil Dead 2013 Blu ray 1080p Dual Audi...

# TF-IDF vectorizer = TfidfVectorizer() tfidf = vectorizer.fit_transform([preprocessed_text]) def preprocess_text(text): tokens = word_tokenize(text

# Sample subtitle text subtitle_text = """ ASH: Hi, Cheryl. What are you doing out here all alone? CHERYL: Ash, I was just looking for you. I couldn't sleep. ASH: (nervously) Oh, yeah. I was just, uh, getting some...fresh air. """ I couldn't sleep

import re from collections import Counter from nltk.corpus import stopwords from nltk.tokenize import word_tokenize from nltk.stem import WordNetLemmatizer from sklearn.feature_extraction.text import TfidfVectorizer

# Features features = tfidf.toarray()[0]