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| import re | |
| import nltk | |
| from wordcloud import WordCloud | |
| import matplotlib.pyplot as plt | |
| import io | |
| nltk.download("stopwords") | |
| from nltk.corpus import stopwords | |
| stop_words = set(stopwords.words("english")) | |
| def clean_text(text): | |
| text = re.sub(r"http\S+", "", text) # remove URLs | |
| text = re.sub(r"[^a-zA-Z\s]", "", text) # remove special chars | |
| text = text.lower() | |
| tokens = [w for w in text.split() if w not in stop_words] | |
| return " ".join(tokens) | |
| def generate_wordcloud(text): | |
| wordcloud = WordCloud(width=800, height=400, background_color="white").generate(text) | |
| img = io.BytesIO() | |
| plt.figure(figsize=(8, 4)) | |
| plt.imshow(wordcloud, interpolation="bilinear") | |
| plt.axis("off") | |
| plt.savefig(img, format="png") | |
| plt.close() | |
| return img.getvalue() | |