remove leading/trailing spaces with `.str.strip()` 2. **Standardize case** — convert to lowercase (or uppercase) with `.str.lower()` 3. **Remove or standardize punctuation** — remove unnecessary dots, commas, etc. 4. **Collapse whitespace** — replace multiple spaces with a single space 5. **Map know