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Two common uses of a hash map: 1. **Fast key-based lookups** — storing and retrieving values by a unique key in average O(1) time (e.g., caching, indexing records). 2. **Counting/grouping** — tallying frequencies or grouping items by category (e.g., word counts, deduplication).