Stripping Punctuation and Symbols

After stopwords, the next clutter is symbols. Commas, dollar signs, and emoji can confuse a model, so we often strip punctuation away.

Without cleanup, your model sees cat, and cat as two different tokens. That trailing comma splits one word into two features.