Grate cucumber on a large-holed grater. Gather shreds; squeeze out excess water. Transfer cucumber to a medium bowl.
Stir in remaining ingredients. The dip can be made up to 6 hours in advance and refrigerated, covered with plastic wrap. Top with torn mint leaves before serving.
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