That's a hard question to answer, because largest and deepest are going to be different, and it depends on whether you include mountain canyons or just canyons in otherwise flat land (where you can measure more easily, etc. Height, depth, and volume are all aspects of measuring and comparing canyons.
Here are some noteworthy ones:
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