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We study how sampling methods and workload characteristics affect deduplication quality. We experiment with two sampling methods: prefix-hash and min-hash, and a variety of workloads: stream-based, high locality and file-based, low locality workloads. The deduplication method used is Sparse Indexing. The results are compared on the basis of deduplication ratio and RAM usage.